From 667597212b5b2f2adc4657eb7257e2f96d2b8767 Mon Sep 17 00:00:00 2001 From: Christopher Morrison Date: Wed, 13 Nov 2024 15:27:03 -0800 Subject: [PATCH] Add initial taxonomy webpage. --- .../20241130/class.html | 92 + .../20241130/cluster.html | 5950 +++++++++++++++++ .../20241130/neurotransmitter.html | 44 + .../20241130/subclass.html | 706 ++ .../20241130/supertype.html | 2179 ++++++ ...create_aging_cluster_annotation_html.ipynb | 3065 +++++++++ .../create_cluster_annotation_html.ipynb | 1018 ++- ...e_clustering_analysis_and_annotation.ipynb | 412 +- 8 files changed, 13357 insertions(+), 109 deletions(-) create mode 100644 _static/Zeng-Aging-Mouse-taxonomy/20241130/class.html create mode 100644 _static/Zeng-Aging-Mouse-taxonomy/20241130/cluster.html create mode 100644 _static/Zeng-Aging-Mouse-taxonomy/20241130/neurotransmitter.html create mode 100644 _static/Zeng-Aging-Mouse-taxonomy/20241130/subclass.html create mode 100644 _static/Zeng-Aging-Mouse-taxonomy/20241130/supertype.html create mode 100644 docs/cluster_annotations/create_aging_cluster_annotation_html.ipynb diff --git a/_static/Zeng-Aging-Mouse-taxonomy/20241130/class.html b/_static/Zeng-Aging-Mouse-taxonomy/20241130/class.html new file mode 100644 index 0000000..3b7c508 --- /dev/null +++ b/_static/Zeng-Aging-Mouse-taxonomy/20241130/class.html @@ -0,0 +1,92 @@ + + + Zeng-Aging-Mouse-taxonmy: cell type classes + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
class
01 IT-ET Glut
02 NP-CT-L6b Glut
03 OB-CR Glut
04 DG-IMN Glut
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08 CNU-MGE GABA
09 CNU-LGE GABA
11 CNU-HYa GABA
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13 CNU-HYa Glut
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21 MB Dopa
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24 MY Glut
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30 Astro-Epen
31 OPC-Oligo
33 Vascular
34 Immune
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001 CLA-EPd-CTX Car3 Glut
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01 IT-ET Glut
005 L5 IT CTX Glut
0019 L5 IT CTX Glut_2
27_L5 IT CTX Glut_2
Glut
01 IT-ET Glut
005 L5 IT CTX Glut
0022 L5 IT CTX Glut_5
28_L5 IT CTX Glut_5
Glut
01 IT-ET Glut
006 L4/5 IT CTX Glut
0023 L4/5 IT CTX Glut_1
29_L4/5 IT CTX Glut_1
Glut
01 IT-ET Glut
006 L4/5 IT CTX Glut
0023 L4/5 IT CTX Glut_1
30_L4/5 IT CTX Glut_1
Glut
01 IT-ET Glut
006 L4/5 IT CTX Glut
0023 L4/5 IT CTX Glut_1
31_L4/5 IT CTX Glut_1
Glut
01 IT-ET Glut
006 L4/5 IT CTX Glut
0023 L4/5 IT CTX Glut_1
32_L4/5 IT CTX Glut_1
Glut
01 IT-ET Glut
006 L4/5 IT CTX Glut
0024 L4/5 IT CTX Glut_2
33_L4/5 IT CTX Glut_2
Glut
01 IT-ET Glut
006 L4/5 IT CTX Glut
0025 L4/5 IT CTX Glut_3
34_L4/5 IT CTX Glut_3
Glut
01 IT-ET Glut
006 L4/5 IT CTX Glut
0025 L4/5 IT CTX Glut_3
35_L4/5 IT CTX Glut_3
Glut
01 IT-ET Glut
006 L4/5 IT CTX Glut
0025 L4/5 IT CTX Glut_3
36_L4/5 IT CTX Glut_3
Glut
01 IT-ET Glut
006 L4/5 IT CTX Glut
0026 L4/5 IT CTX Glut_4
37_L4/5 IT CTX Glut_4
Glut
01 IT-ET Glut
006 L4/5 IT CTX Glut
0026 L4/5 IT CTX Glut_4
38_L4/5 IT CTX Glut_4
Glut
01 IT-ET Glut
006 L4/5 IT CTX Glut
0026 L4/5 IT CTX Glut_4
39_L4/5 IT CTX Glut_4
Glut
01 IT-ET Glut
006 L4/5 IT CTX Glut
0026 L4/5 IT CTX Glut_4
40_L4/5 IT CTX Glut_4
Glut
01 IT-ET Glut
006 L4/5 IT CTX Glut
0027 L4/5 IT CTX Glut_5
41_L4/5 IT CTX Glut_5
Glut
01 IT-ET Glut
006 L4/5 IT CTX Glut
0027 L4/5 IT CTX Glut_5
42_L4/5 IT CTX Glut_5
Glut
01 IT-ET Glut
006 L4/5 IT CTX Glut
0027 L4/5 IT CTX Glut_5
43_L4/5 IT CTX Glut_5
Glut
01 IT-ET Glut
006 L4/5 IT CTX Glut
0028 L4/5 IT CTX Glut_6
44_L4/5 IT CTX Glut_6
Glut
01 IT-ET Glut
006 L4/5 IT CTX Glut
0028 L4/5 IT CTX Glut_6
45_L4/5 IT CTX Glut_6
Glut
01 IT-ET Glut
007 L2/3 IT CTX Glut
0029 L2/3 IT CTX Glut_1
46_L2/3 IT CTX Glut_1
Glut
01 IT-ET Glut
007 L2/3 IT CTX Glut
0029 L2/3 IT CTX Glut_1
47_L2/3 IT CTX Glut_1
Glut
01 IT-ET Glut
007 L2/3 IT CTX Glut
0030 L2/3 IT CTX Glut_2
48_L2/3 IT CTX Glut_2
Glut
01 IT-ET Glut
007 L2/3 IT CTX Glut
0030 L2/3 IT CTX Glut_2
49_L2/3 IT CTX Glut_2
Glut
01 IT-ET Glut
007 L2/3 IT CTX Glut
0030 L2/3 IT CTX Glut_2
50_L2/3 IT CTX Glut_2
Glut
01 IT-ET Glut
007 L2/3 IT CTX Glut
0030 L2/3 IT CTX Glut_2
51_L2/3 IT CTX Glut_2
Glut
01 IT-ET Glut
007 L2/3 IT CTX Glut
0031 L2/3 IT CTX Glut_3
52_L2/3 IT CTX Glut_3
Glut
01 IT-ET Glut
007 L2/3 IT CTX Glut
0031 L2/3 IT CTX Glut_3
53_L2/3 IT CTX Glut_3
Glut
01 IT-ET Glut
007 L2/3 IT CTX Glut
0031 L2/3 IT CTX Glut_3
54_L2/3 IT CTX Glut_3
Glut
01 IT-ET Glut
008 L2/3 IT ENT Glut
0033 L2/3 IT ENT Glut_1
55_L2/3 IT ENT Glut_1
Glut
01 IT-ET Glut
008 L2/3 IT ENT Glut
0033 L2/3 IT ENT Glut_1
56_L2/3 IT ENT Glut_1
Glut
01 IT-ET Glut
008 L2/3 IT ENT Glut
0035 L2/3 IT ENT Glut_3
57_L2/3 IT ENT Glut_3
Glut
01 IT-ET Glut
008 L2/3 IT ENT Glut
0035 L2/3 IT ENT Glut_3
58_L2/3 IT ENT Glut_3
Glut
01 IT-ET Glut
008 L2/3 IT ENT Glut
0035 L2/3 IT ENT Glut_3
59_L2/3 IT ENT Glut_3
Glut
01 IT-ET Glut
008 L2/3 IT ENT Glut
0036 L2/3 IT ENT Glut_4
60_L2/3 IT ENT Glut_4
Glut
01 IT-ET Glut
008 L2/3 IT ENT Glut
0037 L2/3 IT ENT Glut_5
61_L2/3 IT ENT Glut_5
Glut
01 IT-ET Glut
008 L2/3 IT ENT Glut
0037 L2/3 IT ENT Glut_5
62_L2/3 IT ENT Glut_5
Glut
01 IT-ET Glut
008 L2/3 IT ENT Glut
0038 L2/3 IT ENT Glut_6
63_L2/3 IT ENT Glut_6
Glut
01 IT-ET Glut
008 L2/3 IT ENT Glut
0038 L2/3 IT ENT Glut_6
64_L2/3 IT ENT Glut_6
Glut
01 IT-ET Glut
009 L2/3 IT PIR-ENTl Glut
0039 L2/3 IT PIR-ENTl Glut_1
65_L2/3 IT PIR-ENTl Glut_1
Glut
01 IT-ET Glut
009 L2/3 IT PIR-ENTl Glut
0039 L2/3 IT PIR-ENTl Glut_1
66_L2/3 IT PIR-ENTl Glut_1
Glut
01 IT-ET Glut
009 L2/3 IT PIR-ENTl Glut
0042 L2/3 IT PIR-ENTl Glut_4
67_L2/3 IT PIR-ENTl Glut_4
Glut
01 IT-ET Glut
009 L2/3 IT PIR-ENTl Glut
0042 L2/3 IT PIR-ENTl Glut_4
68_L2/3 IT PIR-ENTl Glut_4
Glut
01 IT-ET Glut
009 L2/3 IT PIR-ENTl Glut
0042 L2/3 IT PIR-ENTl Glut_4
69_L2/3 IT PIR-ENTl Glut_4
Glut
01 IT-ET Glut
009 L2/3 IT PIR-ENTl Glut
0042 L2/3 IT PIR-ENTl Glut_4
70_L2/3 IT PIR-ENTl Glut_4
Glut
01 IT-ET Glut
009 L2/3 IT PIR-ENTl Glut
0042 L2/3 IT PIR-ENTl Glut_4
71_L2/3 IT PIR-ENTl Glut_4
Glut
01 IT-ET Glut
009 L2/3 IT PIR-ENTl Glut
0042 L2/3 IT PIR-ENTl Glut_4
72_L2/3 IT PIR-ENTl Glut_4
Glut
01 IT-ET Glut
009 L2/3 IT PIR-ENTl Glut
0043 L2/3 IT PIR-ENTl Glut_5
73_L2/3 IT PIR-ENTl Glut_5
Glut
01 IT-ET Glut
011 L2 IT ENT-po Glut
0051 L2 IT ENT-po Glut_1
74_L2 IT ENT-po Glut_1
Glut
01 IT-ET Glut
011 L2 IT ENT-po Glut
0052 L2 IT ENT-po Glut_2
75_L2 IT ENT-po Glut_2
Glut
01 IT-ET Glut
011 L2 IT ENT-po Glut
0054 L2 IT ENT-po Glut_4
76_L2 IT ENT-po Glut_4
Glut
01 IT-ET Glut
015 ENTmv-PA-COAp Glut
0066 ENTmv-PA-COAp Glut_1
77_ENTmv-PA-COAp Glut_1
Glut
01 IT-ET Glut
015 ENTmv-PA-COAp Glut
0067 ENTmv-PA-COAp Glut_2
78_ENTmv-PA-COAp Glut_2
Glut
01 IT-ET Glut
015 ENTmv-PA-COAp Glut
0068 ENTmv-PA-COAp Glut_3
79_ENTmv-PA-COAp Glut_3
Glut
01 IT-ET Glut
015 ENTmv-PA-COAp Glut
0068 ENTmv-PA-COAp Glut_3
80_ENTmv-PA-COAp Glut_3
Glut
01 IT-ET Glut
016 CA1-ProS Glut
0069 CA1-ProS Glut_1
81_CA1-ProS Glut_1
Glut
01 IT-ET Glut
016 CA1-ProS Glut
0069 CA1-ProS Glut_1
82_CA1-ProS Glut_1
Glut
01 IT-ET Glut
016 CA1-ProS Glut
0069 CA1-ProS Glut_1
83_CA1-ProS Glut_1
Glut
01 IT-ET Glut
016 CA1-ProS Glut
0069 CA1-ProS Glut_1
84_CA1-ProS Glut_1
Glut
01 IT-ET Glut
016 CA1-ProS Glut
0069 CA1-ProS Glut_1
85_CA1-ProS Glut_1
Glut
01 IT-ET Glut
016 CA1-ProS Glut
0069 CA1-ProS Glut_1
86_CA1-ProS Glut_1
Glut
01 IT-ET Glut
016 CA1-ProS Glut
0069 CA1-ProS Glut_1
87_CA1-ProS Glut_1
Glut
01 IT-ET Glut
016 CA1-ProS Glut
0069 CA1-ProS Glut_1
88_CA1-ProS Glut_1
Glut
01 IT-ET Glut
016 CA1-ProS Glut
0070 CA1-ProS Glut_2
89_CA1-ProS Glut_2
Glut
01 IT-ET Glut
016 CA1-ProS Glut
0070 CA1-ProS Glut_2
90_CA1-ProS Glut_2
Glut
01 IT-ET Glut
016 CA1-ProS Glut
0070 CA1-ProS Glut_2
91_CA1-ProS Glut_2
Glut
01 IT-ET Glut
016 CA1-ProS Glut
0070 CA1-ProS Glut_2
92_CA1-ProS Glut_2
Glut
01 IT-ET Glut
016 CA1-ProS Glut
0071 CA1-ProS Glut_3
93_CA1-ProS Glut_3
Glut
01 IT-ET Glut
016 CA1-ProS Glut
0072 CA1-ProS Glut_4
94_CA1-ProS Glut_4
Glut
01 IT-ET Glut
016 CA1-ProS Glut
0072 CA1-ProS Glut_4
95_CA1-ProS Glut_4
Glut
01 IT-ET Glut
016 CA1-ProS Glut
0072 CA1-ProS Glut_4
96_CA1-ProS Glut_4
Glut
01 IT-ET Glut
016 CA1-ProS Glut
0073 CA1-ProS Glut_5
97_CA1-ProS Glut_5
Glut
01 IT-ET Glut
016 CA1-ProS Glut
0073 CA1-ProS Glut_5
98_CA1-ProS Glut_5
Glut
01 IT-ET Glut
016 CA1-ProS Glut
0074 CA1-ProS Glut_6
100_CA1-ProS Glut_6
Glut
01 IT-ET Glut
016 CA1-ProS Glut
0074 CA1-ProS Glut_6
99_CA1-ProS Glut_6
Glut
01 IT-ET Glut
017 CA3 Glut
0075 CA3 Glut_1
101_CA3 Glut_1
Glut
01 IT-ET Glut
017 CA3 Glut
0075 CA3 Glut_1
102_CA3 Glut_1
Glut
01 IT-ET Glut
017 CA3 Glut
0076 CA3 Glut_2
103_CA3 Glut_2
Glut
01 IT-ET Glut
017 CA3 Glut
0076 CA3 Glut_2
104_CA3 Glut_2
Glut
01 IT-ET Glut
017 CA3 Glut
0077 CA3 Glut_3
105_CA3 Glut_3
Glut
01 IT-ET Glut
017 CA3 Glut
0077 CA3 Glut_3
106_CA3 Glut_3
Glut
01 IT-ET Glut
017 CA3 Glut
0078 CA3 Glut_4
107_CA3 Glut_4
Glut
01 IT-ET Glut
017 CA3 Glut
0078 CA3 Glut_4
108_CA3 Glut_4
Glut
01 IT-ET Glut
017 CA3 Glut
0079 CA3 Glut_5
109_CA3 Glut_5
Glut
01 IT-ET Glut
018 L2 IT PPP-APr Glut
0080 L2 IT PPP-APr Glut_1
110_L2 IT PPP-APr Glut_1
Glut
01 IT-ET Glut
018 L2 IT PPP-APr Glut
0080 L2 IT PPP-APr Glut_1
111_L2 IT PPP-APr Glut_1
Glut
01 IT-ET Glut
018 L2 IT PPP-APr Glut
0080 L2 IT PPP-APr Glut_1
112_L2 IT PPP-APr Glut_1
Glut
01 IT-ET Glut
018 L2 IT PPP-APr Glut
0080 L2 IT PPP-APr Glut_1
113_L2 IT PPP-APr Glut_1
Glut
01 IT-ET Glut
018 L2 IT PPP-APr Glut
0081 L2 IT PPP-APr Glut_2
114_L2 IT PPP-APr Glut_2
Glut
01 IT-ET Glut
018 L2 IT PPP-APr Glut
0081 L2 IT PPP-APr Glut_2
115_L2 IT PPP-APr Glut_2
Glut
01 IT-ET Glut
018 L2 IT PPP-APr Glut
0081 L2 IT PPP-APr Glut_2
116_L2 IT PPP-APr Glut_2
Glut
01 IT-ET Glut
018 L2 IT PPP-APr Glut
0082 L2 IT PPP-APr Glut_3
117_L2 IT PPP-APr Glut_3
Glut
01 IT-ET Glut
018 L2 IT PPP-APr Glut
0083 L2 IT PPP-APr Glut_4
118_L2 IT PPP-APr Glut_4
Glut
01 IT-ET Glut
019 L2/3 IT PPP Glut
0084 L2/3 IT PPP Glut_1
119_L2/3 IT PPP Glut_1
Glut
01 IT-ET Glut
019 L2/3 IT PPP Glut
0084 L2/3 IT PPP Glut_1
120_L2/3 IT PPP Glut_1
Glut
01 IT-ET Glut
019 L2/3 IT PPP Glut
0084 L2/3 IT PPP Glut_1
121_L2/3 IT PPP Glut_1
Glut
01 IT-ET Glut
019 L2/3 IT PPP Glut
0085 L2/3 IT PPP Glut_2
122_L2/3 IT PPP Glut_2
Glut
01 IT-ET Glut
019 L2/3 IT PPP Glut
0085 L2/3 IT PPP Glut_2
123_L2/3 IT PPP Glut_2
Glut
01 IT-ET Glut
019 L2/3 IT PPP Glut
0086 L2/3 IT PPP Glut_3
124_L2/3 IT PPP Glut_3
Glut
01 IT-ET Glut
019 L2/3 IT PPP Glut
0086 L2/3 IT PPP Glut_3
125_L2/3 IT PPP Glut_3
Glut
01 IT-ET Glut
019 L2/3 IT PPP Glut
0086 L2/3 IT PPP Glut_3
126_L2/3 IT PPP Glut_3
Glut
01 IT-ET Glut
020 L2/3 IT RSP Glut
0087 L2/3 IT RSP Glut_1
127_L2/3 IT RSP Glut_1
Glut
01 IT-ET Glut
020 L2/3 IT RSP Glut
0088 L2/3 IT RSP Glut_2
128_L2/3 IT RSP Glut_2
Glut
01 IT-ET Glut
021 L4 RSP-ACA Glut
0089 L4 RSP-ACA Glut_1
129_L4 RSP-ACA Glut_1
Glut
01 IT-ET Glut
022 L5 ET CTX Glut
0090 L5 ET CTX Glut_1
130_L5 ET CTX Glut_1
Glut
01 IT-ET Glut
022 L5 ET CTX Glut
0090 L5 ET CTX Glut_1
131_L5 ET CTX Glut_1
Glut
01 IT-ET Glut
022 L5 ET CTX Glut
0091 L5 ET CTX Glut_2
132_L5 ET CTX Glut_2
Glut
01 IT-ET Glut
022 L5 ET CTX Glut
0091 L5 ET CTX Glut_2
133_L5 ET CTX Glut_2
Glut
01 IT-ET Glut
022 L5 ET CTX Glut
0091 L5 ET CTX Glut_2
134_L5 ET CTX Glut_2
Glut
01 IT-ET Glut
022 L5 ET CTX Glut
0091 L5 ET CTX Glut_2
135_L5 ET CTX Glut_2
Glut
01 IT-ET Glut
022 L5 ET CTX Glut
0094 L5 ET CTX Glut_5
136_L5 ET CTX Glut_5
Glut
01 IT-ET Glut
022 L5 ET CTX Glut
0094 L5 ET CTX Glut_5
137_L5 ET CTX Glut_5
Glut
01 IT-ET Glut
022 L5 ET CTX Glut
0095 L5 ET CTX Glut_6
138_L5 ET CTX Glut_6
Glut
01 IT-ET Glut
022 L5 ET CTX Glut
0095 L5 ET CTX Glut_6
139_L5 ET CTX Glut_6
Glut
01 IT-ET Glut
022 L5 ET CTX Glut
0095 L5 ET CTX Glut_6
140_L5 ET CTX Glut_6
Glut
01 IT-ET Glut
022 L5 ET CTX Glut
0095 L5 ET CTX Glut_6
141_L5 ET CTX Glut_6
Glut
01 IT-ET Glut
023 SUB-ProS Glut
0096 SUB-ProS Glut_1
142_SUB-ProS Glut_1
Glut
01 IT-ET Glut
023 SUB-ProS Glut
0096 SUB-ProS Glut_1
143_SUB-ProS Glut_1
Glut
01 IT-ET Glut
023 SUB-ProS Glut
0096 SUB-ProS Glut_1
144_SUB-ProS Glut_1
Glut
01 IT-ET Glut
023 SUB-ProS Glut
0097 SUB-ProS Glut_2
145_SUB-ProS Glut_2
Glut
01 IT-ET Glut
023 SUB-ProS Glut
0097 SUB-ProS Glut_2
146_SUB-ProS Glut_2
Glut
01 IT-ET Glut
023 SUB-ProS Glut
0097 SUB-ProS Glut_2
147_SUB-ProS Glut_2
Glut
01 IT-ET Glut
023 SUB-ProS Glut
0097 SUB-ProS Glut_2
148_SUB-ProS Glut_2
Glut
01 IT-ET Glut
023 SUB-ProS Glut
0097 SUB-ProS Glut_2
149_SUB-ProS Glut_2
Glut
01 IT-ET Glut
023 SUB-ProS Glut
0097 SUB-ProS Glut_2
150_SUB-ProS Glut_2
Glut
01 IT-ET Glut
023 SUB-ProS Glut
0098 SUB-ProS Glut_3
151_SUB-ProS Glut_3
Glut
01 IT-ET Glut
023 SUB-ProS Glut
0098 SUB-ProS Glut_3
152_SUB-ProS Glut_3
Glut
01 IT-ET Glut
023 SUB-ProS Glut
0098 SUB-ProS Glut_3
153_SUB-ProS Glut_3
Glut
01 IT-ET Glut
024 L5 PPP Glut
0099 L5 PPP Glut_1
154_L5 PPP Glut_1
Glut
01 IT-ET Glut
024 L5 PPP Glut
0099 L5 PPP Glut_1
155_L5 PPP Glut_1
Glut
01 IT-ET Glut
025 CA2-FC-IG Glut
0101 CA2-FC-IG Glut_2
156_CA2-FC-IG Glut_2
Glut
02 NP-CT-L6b Glut
028 L6b/CT ENT Glut
0106 L6b/CT ENT Glut_1
157_L6b/CT ENT Glut_1
Glut
02 NP-CT-L6b Glut
028 L6b/CT ENT Glut
0106 L6b/CT ENT Glut_1
158_L6b/CT ENT Glut_1
Glut
02 NP-CT-L6b Glut
028 L6b/CT ENT Glut
0106 L6b/CT ENT Glut_1
159_L6b/CT ENT Glut_1
Glut
02 NP-CT-L6b Glut
028 L6b/CT ENT Glut
0106 L6b/CT ENT Glut_1
160_L6b/CT ENT Glut_1
Glut
02 NP-CT-L6b Glut
028 L6b/CT ENT Glut
0107 L6b/CT ENT Glut_2
161_L6b/CT ENT Glut_2
Glut
02 NP-CT-L6b Glut
028 L6b/CT ENT Glut
0107 L6b/CT ENT Glut_2
162_L6b/CT ENT Glut_2
Glut
02 NP-CT-L6b Glut
028 L6b/CT ENT Glut
0108 L6b/CT ENT Glut_3
163_L6b/CT ENT Glut_3
Glut
02 NP-CT-L6b Glut
028 L6b/CT ENT Glut
0108 L6b/CT ENT Glut_3
164_L6b/CT ENT Glut_3
Glut
02 NP-CT-L6b Glut
028 L6b/CT ENT Glut
0109 L6b/CT ENT Glut_4
165_L6b/CT ENT Glut_4
Glut
02 NP-CT-L6b Glut
028 L6b/CT ENT Glut
0109 L6b/CT ENT Glut_4
166_L6b/CT ENT Glut_4
Glut
02 NP-CT-L6b Glut
029 L6b CTX Glut
0112 L6b CTX Glut_3
167_L6b CTX Glut_3
Glut
02 NP-CT-L6b Glut
029 L6b CTX Glut
0113 L6b CTX Glut_4
168_L6b CTX Glut_4
Glut
02 NP-CT-L6b Glut
030 L6 CT CTX Glut
0114 L6 CT CTX Glut_1
169_L6 CT CTX Glut_1
Glut
02 NP-CT-L6b Glut
030 L6 CT CTX Glut
0115 L6 CT CTX Glut_2
170_L6 CT CTX Glut_2
Glut
02 NP-CT-L6b Glut
030 L6 CT CTX Glut
0116 L6 CT CTX Glut_3
171_L6 CT CTX Glut_3
Glut
02 NP-CT-L6b Glut
030 L6 CT CTX Glut
0116 L6 CT CTX Glut_3
172_L6 CT CTX Glut_3
Glut
02 NP-CT-L6b Glut
030 L6 CT CTX Glut
0116 L6 CT CTX Glut_3
173_L6 CT CTX Glut_3
Glut
02 NP-CT-L6b Glut
030 L6 CT CTX Glut
0116 L6 CT CTX Glut_3
174_L6 CT CTX Glut_3
Glut
02 NP-CT-L6b Glut
030 L6 CT CTX Glut
0117 L6 CT CTX Glut_4
175_L6 CT CTX Glut_4
Glut
02 NP-CT-L6b Glut
030 L6 CT CTX Glut
0118 L6 CT CTX Glut_5
176_L6 CT CTX Glut_5
Glut
02 NP-CT-L6b Glut
030 L6 CT CTX Glut
0118 L6 CT CTX Glut_5
177_L6 CT CTX Glut_5
Glut
02 NP-CT-L6b Glut
031 CT SUB Glut
0120 CT SUB Glut_1
178_CT SUB Glut_1
Glut
02 NP-CT-L6b Glut
031 CT SUB Glut
0121 CT SUB Glut_2
179_CT SUB Glut_2
Glut
02 NP-CT-L6b Glut
032 L5 NP CTX Glut
0122 L5 NP CTX Glut_1
180_L5 NP CTX Glut_1
Glut
02 NP-CT-L6b Glut
032 L5 NP CTX Glut
0122 L5 NP CTX Glut_1
181_L5 NP CTX Glut_1
Glut
02 NP-CT-L6b Glut
032 L5 NP CTX Glut
0123 L5 NP CTX Glut_2
182_L5 NP CTX Glut_2
Glut
02 NP-CT-L6b Glut
032 L5 NP CTX Glut
0124 L5 NP CTX Glut_3
183_L5 NP CTX Glut_3
Glut
02 NP-CT-L6b Glut
032 L5 NP CTX Glut
0124 L5 NP CTX Glut_3
184_L5 NP CTX Glut_3
Glut
02 NP-CT-L6b Glut
032 L5 NP CTX Glut
0125 L5 NP CTX Glut_4
185_L5 NP CTX Glut_4
Glut
02 NP-CT-L6b Glut
032 L5 NP CTX Glut
0125 L5 NP CTX Glut_4
186_L5 NP CTX Glut_4
Glut
02 NP-CT-L6b Glut
032 L5 NP CTX Glut
0126 L5 NP CTX Glut_5
187_L5 NP CTX Glut_5
Glut
02 NP-CT-L6b Glut
032 L5 NP CTX Glut
0126 L5 NP CTX Glut_5
188_L5 NP CTX Glut_5
Glut
02 NP-CT-L6b Glut
033 NP SUB Glut
0127 NP SUB Glut_1
189_NP SUB Glut_1
Glut
02 NP-CT-L6b Glut
033 NP SUB Glut
0128 NP SUB Glut_2
190_NP SUB Glut_2
Glut
02 NP-CT-L6b Glut
033 NP SUB Glut
0128 NP SUB Glut_2
191_NP SUB Glut_2
Glut
02 NP-CT-L6b Glut
033 NP SUB Glut
0128 NP SUB Glut_2
192_NP SUB Glut_2
Glut
02 NP-CT-L6b Glut
034 NP PPP Glut
0129 NP PPP Glut_1
193_NP PPP Glut_1
Glut
02 NP-CT-L6b Glut
034 NP PPP Glut
0129 NP PPP Glut_1
194_NP PPP Glut_1
Glut
03 OB-CR Glut
036 HPF CR Glut
0135 HPF CR Glut_1
195_HPF CR Glut_1
Glut
04 DG-IMN Glut
037 DG Glut
0137 DG Glut_2
196_DG Glut_2
Glut
04 DG-IMN Glut
037 DG Glut
0137 DG Glut_2
197_DG Glut_2
Glut
04 DG-IMN Glut
037 DG Glut
0137 DG Glut_2
198_DG Glut_2
Glut
04 DG-IMN Glut
037 DG Glut
0139 DG Glut_4
199_DG Glut_4
Glut
04 DG-IMN Glut
037 DG Glut
0139 DG Glut_4
200_DG Glut_4
Glut
04 DG-IMN Glut
038 DG-PIR Ex IMN
0141 DG-PIR Ex IMN_2
201_DG-PIR Ex IMN_2
Glut
05 OB-IMN GABA
045 OB-STR-CTX Inh IMN
0166 OB-STR-CTX Inh IMN_1
202_OB-STR-CTX Inh IMN_1
No-NT
05 OB-IMN GABA
045 OB-STR-CTX Inh IMN
0166 OB-STR-CTX Inh IMN_1
203_OB-STR-CTX Inh IMN_1
No-NT
05 OB-IMN GABA
045 OB-STR-CTX Inh IMN
0166 OB-STR-CTX Inh IMN_1
204_OB-STR-CTX Inh IMN_1
No-NT
05 OB-IMN GABA
045 OB-STR-CTX Inh IMN
0166 OB-STR-CTX Inh IMN_1
205_OB-STR-CTX Inh IMN_1
No-NT
06 CTX-CGE GABA
046 Vip Gaba
0173 Vip Gaba_1
206_Vip Gaba_1
GABA
06 CTX-CGE GABA
046 Vip Gaba
0173 Vip Gaba_1
207_Vip Gaba_1
GABA
06 CTX-CGE GABA
046 Vip Gaba
0174 Vip Gaba_2
208_Vip Gaba_2
GABA
06 CTX-CGE GABA
046 Vip Gaba
0175 Vip Gaba_3
209_Vip Gaba_3
GABA
06 CTX-CGE GABA
046 Vip Gaba
0176 Vip Gaba_4
210_Vip Gaba_4
GABA
06 CTX-CGE GABA
046 Vip Gaba
0177 Vip Gaba_5
211_Vip Gaba_5
GABA
06 CTX-CGE GABA
046 Vip Gaba
0177 Vip Gaba_5
212_Vip Gaba_5
GABA
06 CTX-CGE GABA
046 Vip Gaba
0178 Vip Gaba_6
213_Vip Gaba_6
GABA
06 CTX-CGE GABA
046 Vip Gaba
0179 Vip Gaba_7
214_Vip Gaba_7
GABA
06 CTX-CGE GABA
046 Vip Gaba
0181 Vip Gaba_9
215_Vip Gaba_9
GABA
06 CTX-CGE GABA
047 Sncg Gaba
0185 Sncg Gaba_1
216_Sncg Gaba_1
GABA
06 CTX-CGE GABA
047 Sncg Gaba
0187 Sncg Gaba_3
217_Sncg Gaba_3
GABA
06 CTX-CGE GABA
047 Sncg Gaba
0187 Sncg Gaba_3
218_Sncg Gaba_3
GABA
06 CTX-CGE GABA
047 Sncg Gaba
0187 Sncg Gaba_3
219_Sncg Gaba_3
GABA
06 CTX-CGE GABA
047 Sncg Gaba
0188 Sncg Gaba_4
220_Sncg Gaba_4
Glut-GABA
06 CTX-CGE GABA
047 Sncg Gaba
0190 Sncg Gaba_6
221_Sncg Gaba_6
GABA
06 CTX-CGE GABA
047 Sncg Gaba
0192 Sncg Gaba_8
222_Sncg Gaba_8
GABA
06 CTX-CGE GABA
048 RHP-COA Ndnf Gaba
0193 RHP-COA Ndnf Gaba_1
223_RHP-COA Ndnf Gaba_1
GABA
06 CTX-CGE GABA
048 RHP-COA Ndnf Gaba
0198 RHP-COA Ndnf Gaba_6
224_RHP-COA Ndnf Gaba_6
GABA
06 CTX-CGE GABA
049 Lamp5 Gaba
0199 Lamp5 Gaba_1
225_Lamp5 Gaba_1
GABA
06 CTX-CGE GABA
049 Lamp5 Gaba
0199 Lamp5 Gaba_1
226_Lamp5 Gaba_1
GABA
06 CTX-CGE GABA
049 Lamp5 Gaba
0200 Lamp5 Gaba_2
227_Lamp5 Gaba_2
GABA
06 CTX-CGE GABA
049 Lamp5 Gaba
0201 Lamp5 Gaba_3
228_Lamp5 Gaba_3
GABA
07 CTX-MGE GABA
050 Lamp5 Lhx6 Gaba
0203 Lamp5 Lhx6 Gaba_1
229_Lamp5 Lhx6 Gaba_1
GABA
07 CTX-MGE GABA
050 Lamp5 Lhx6 Gaba
0203 Lamp5 Lhx6 Gaba_1
230_Lamp5 Lhx6 Gaba_1
GABA
07 CTX-MGE GABA
051 Pvalb chandelier Gaba
0204 Pvalb chandelier Gaba_1
231_Pvalb chandelier Gaba_1
GABA
07 CTX-MGE GABA
051 Pvalb chandelier Gaba
0204 Pvalb chandelier Gaba_1
232_Pvalb chandelier Gaba_1
GABA
07 CTX-MGE GABA
052 Pvalb Gaba
0205 Pvalb Gaba_1
233_Pvalb Gaba_1
GABA
07 CTX-MGE GABA
052 Pvalb Gaba
0207 Pvalb Gaba_3
234_Pvalb Gaba_3
GABA
07 CTX-MGE GABA
052 Pvalb Gaba
0208 Pvalb Gaba_4
235_Pvalb Gaba_4
GABA
07 CTX-MGE GABA
052 Pvalb Gaba
0209 Pvalb Gaba_5
236_Pvalb Gaba_5
GABA
07 CTX-MGE GABA
052 Pvalb Gaba
0209 Pvalb Gaba_5
237_Pvalb Gaba_5
GABA
07 CTX-MGE GABA
052 Pvalb Gaba
0212 Pvalb Gaba_8
238_Pvalb Gaba_8
GABA
07 CTX-MGE GABA
053 Sst Gaba
0214 Sst Gaba_1
239_Sst Gaba_1
GABA
07 CTX-MGE GABA
053 Sst Gaba
0214 Sst Gaba_1
240_Sst Gaba_1
GABA
07 CTX-MGE GABA
053 Sst Gaba
0215 Sst Gaba_2
249_Sst Gaba_2
GABA
07 CTX-MGE GABA
053 Sst Gaba
0216 Sst Gaba_3
250_Sst Gaba_3
GABA
07 CTX-MGE GABA
053 Sst Gaba
0216 Sst Gaba_3
251_Sst Gaba_3
GABA
07 CTX-MGE GABA
053 Sst Gaba
0216 Sst Gaba_3
252_Sst Gaba_3
GABA
07 CTX-MGE GABA
053 Sst Gaba
0216 Sst Gaba_3
253_Sst Gaba_3
GABA
07 CTX-MGE GABA
053 Sst Gaba
0217 Sst Gaba_4
254_Sst Gaba_4
GABA
07 CTX-MGE GABA
053 Sst Gaba
0217 Sst Gaba_4
255_Sst Gaba_4
GABA
07 CTX-MGE GABA
053 Sst Gaba
0218 Sst Gaba_5
256_Sst Gaba_5
GABA
07 CTX-MGE GABA
053 Sst Gaba
0218 Sst Gaba_5
257_Sst Gaba_5
GABA
07 CTX-MGE GABA
053 Sst Gaba
0220 Sst Gaba_7
258_Sst Gaba_7
GABA
07 CTX-MGE GABA
053 Sst Gaba
0221 Sst Gaba_8
259_Sst Gaba_8
GABA
07 CTX-MGE GABA
053 Sst Gaba
0223 Sst Gaba_10
241_Sst Gaba_10
GABA
07 CTX-MGE GABA
053 Sst Gaba
0224 Sst Gaba_11
242_Sst Gaba_11
GABA
07 CTX-MGE GABA
053 Sst Gaba
0225 Sst Gaba_12
243_Sst Gaba_12
GABA
07 CTX-MGE GABA
053 Sst Gaba
0226 Sst Gaba_13
244_Sst Gaba_13
GABA
07 CTX-MGE GABA
053 Sst Gaba
0227 Sst Gaba_14
245_Sst Gaba_14
GABA
07 CTX-MGE GABA
053 Sst Gaba
0228 Sst Gaba_15
246_Sst Gaba_15
GABA
07 CTX-MGE GABA
053 Sst Gaba
0229 Sst Gaba_16
247_Sst Gaba_16
GABA
07 CTX-MGE GABA
053 Sst Gaba
0232 Sst Gaba_19
248_Sst Gaba_19
GABA
08 CNU-MGE GABA
054 STR Prox1 Lhx6 Gaba
0234 STR Prox1 Lhx6 Gaba_2
260_STR Prox1 Lhx6 Gaba_2
GABA
08 CNU-MGE GABA
054 STR Prox1 Lhx6 Gaba
0234 STR Prox1 Lhx6 Gaba_2
261_STR Prox1 Lhx6 Gaba_2
GABA
08 CNU-MGE GABA
055 STR Lhx8 Gaba
0237 STR Lhx8 Gaba_2
262_STR Lhx8 Gaba_2
GABA
08 CNU-MGE GABA
056 Sst Chodl Gaba
0239 Sst Chodl Gaba_2
263_Sst Chodl Gaba_2
GABA
08 CNU-MGE GABA
056 Sst Chodl Gaba
0239 Sst Chodl Gaba_2
264_Sst Chodl Gaba_2
GABA
08 CNU-MGE GABA
056 Sst Chodl Gaba
0241 Sst Chodl Gaba_4
265_Sst Chodl Gaba_4
GABA
08 CNU-MGE GABA
058 PAL-STR Gaba-Chol
0260 PAL-STR Gaba-Chol_2
267_PAL-STR Gaba-Chol_2
Chol
09 CNU-LGE GABA
059 GPe-SI Sox6 Cyp26b1 Gaba
0258 GPe-SI Sox6 Cyp26b1 Gaba_2
266_GPe-SI Sox6 Cyp26b1 Gaba_2
GABA
09 CNU-LGE GABA
061 STR D1 Gaba
0265 STR D1 Gaba_1
268_STR D1 Gaba_1
GABA
09 CNU-LGE GABA
061 STR D1 Gaba
0265 STR D1 Gaba_1
269_STR D1 Gaba_1
GABA
09 CNU-LGE GABA
061 STR D1 Gaba
0266 STR D1 Gaba_2
270_STR D1 Gaba_2
GABA
09 CNU-LGE GABA
061 STR D1 Gaba
0266 STR D1 Gaba_2
271_STR D1 Gaba_2
GABA
09 CNU-LGE GABA
061 STR D1 Gaba
0270 STR D1 Gaba_6
272_STR D1 Gaba_6
GABA
09 CNU-LGE GABA
061 STR D1 Gaba
0272 STR D1 Gaba_8
273_STR D1 Gaba_8
GABA
09 CNU-LGE GABA
061 STR D1 Gaba
0272 STR D1 Gaba_8
274_STR D1 Gaba_8
GABA
09 CNU-LGE GABA
061 STR D1 Gaba
0272 STR D1 Gaba_8
275_STR D1 Gaba_8
GABA
09 CNU-LGE GABA
061 STR D1 Gaba
0273 STR D1 Gaba_9
276_STR D1 Gaba_9
GABA
09 CNU-LGE GABA
061 STR D1 Gaba
0273 STR D1 Gaba_9
277_STR D1 Gaba_9
GABA
09 CNU-LGE GABA
062 STR D2 Gaba
0275 STR D2 Gaba_2
278_STR D2 Gaba_2
GABA
09 CNU-LGE GABA
062 STR D2 Gaba
0275 STR D2 Gaba_2
279_STR D2 Gaba_2
GABA
09 CNU-LGE GABA
062 STR D2 Gaba
0275 STR D2 Gaba_2
280_STR D2 Gaba_2
GABA
09 CNU-LGE GABA
062 STR D2 Gaba
0275 STR D2 Gaba_2
281_STR D2 Gaba_2
GABA
09 CNU-LGE GABA
062 STR D2 Gaba
0275 STR D2 Gaba_2
282_STR D2 Gaba_2
GABA
09 CNU-LGE GABA
062 STR D2 Gaba
0275 STR D2 Gaba_2
283_STR D2 Gaba_2
GABA
09 CNU-LGE GABA
062 STR D2 Gaba
0276 STR D2 Gaba_3
284_STR D2 Gaba_3
GABA
09 CNU-LGE GABA
062 STR D2 Gaba
0278 STR D2 Gaba_5
285_STR D2 Gaba_5
GABA
09 CNU-LGE GABA
062 STR D2 Gaba
0279 STR D2 Gaba_6
286_STR D2 Gaba_6
GABA
09 CNU-LGE GABA
063 STR D1 Sema5a Gaba
0282 STR D1 Sema5a Gaba_2
287_STR D1 Sema5a Gaba_2
GABA
09 CNU-LGE GABA
063 STR D1 Sema5a Gaba
0282 STR D1 Sema5a Gaba_2
288_STR D1 Sema5a Gaba_2
GABA
09 CNU-LGE GABA
063 STR D1 Sema5a Gaba
0284 STR D1 Sema5a Gaba_4
289_STR D1 Sema5a Gaba_4
GABA
11 CNU-HYa GABA
066 NDB-SI-ant Prdm12 Gaba
0295 NDB-SI-ant Prdm12 Gaba_1
290_NDB-SI-ant Prdm12 Gaba_1
GABA
11 CNU-HYa GABA
066 NDB-SI-ant Prdm12 Gaba
0295 NDB-SI-ant Prdm12 Gaba_1
291_NDB-SI-ant Prdm12 Gaba_1
GABA
11 CNU-HYa GABA
076 MEA-BST Lhx6 Nfib Gaba
0361 MEA-BST Lhx6 Nfib Gaba_5
292_MEA-BST Lhx6 Nfib Gaba_5
GABA
11 CNU-HYa GABA
085 SI-MPO-LPO Lhx8 Gaba
0398 SI-MPO-LPO Lhx8 Gaba_3
293_SI-MPO-LPO Lhx8 Gaba_3
GABA
11 CNU-HYa GABA
086 MPO-ADP Lhx8 Gaba
0403 MPO-ADP Lhx8 Gaba_2
294_MPO-ADP Lhx8 Gaba_2
GABA
11 CNU-HYa GABA
086 MPO-ADP Lhx8 Gaba
0406 MPO-ADP Lhx8 Gaba_5
295_MPO-ADP Lhx8 Gaba_5
GABA
11 CNU-HYa GABA
089 PVR Six3 Sox3 Gaba
0412 PVR Six3 Sox3 Gaba_2
296_PVR Six3 Sox3 Gaba_2
GABA
11 CNU-HYa GABA
089 PVR Six3 Sox3 Gaba
0412 PVR Six3 Sox3 Gaba_2
297_PVR Six3 Sox3 Gaba_2
GABA
11 CNU-HYa GABA
089 PVR Six3 Sox3 Gaba
0418 PVR Six3 Sox3 Gaba_8
298_PVR Six3 Sox3 Gaba_8
GABA
11 CNU-HYa GABA
089 PVR Six3 Sox3 Gaba
0419 PVR Six3 Sox3 Gaba_9
299_PVR Six3 Sox3 Gaba_9
GABA
11 CNU-HYa GABA
090 BST-MPN Six3 Nrgn Gaba
0420 BST-MPN Six3 Nrgn Gaba_1
300_BST-MPN Six3 Nrgn Gaba_1
GABA
11 CNU-HYa GABA
090 BST-MPN Six3 Nrgn Gaba
0422 BST-MPN Six3 Nrgn Gaba_3
301_BST-MPN Six3 Nrgn Gaba_3
GABA
11 CNU-HYa GABA
090 BST-MPN Six3 Nrgn Gaba
0426 BST-MPN Six3 Nrgn Gaba_7
302_BST-MPN Six3 Nrgn Gaba_7
GABA
12 HY GABA
091 ARH-PVi Six6 Dopa-Gaba
0427 ARH-PVi Six6 Dopa-Gaba_1
303_ARH-PVi Six6 Dopa-Gaba_1
Dopa
12 HY GABA
092 TMv-PMv Tbx3 Hist-Gaba
0429 TMv-PMv Tbx3 Hist-Gaba_1
304_TMv-PMv Tbx3 Hist-Gaba_1
Hist
12 HY GABA
094 SCH Six6 Cdc14a Gaba
0436 SCH Six6 Cdc14a Gaba_1
305_SCH Six6 Cdc14a Gaba_1
GABA
12 HY GABA
094 SCH Six6 Cdc14a Gaba
0437 SCH Six6 Cdc14a Gaba_2
306_SCH Six6 Cdc14a Gaba_2
GABA
12 HY GABA
094 SCH Six6 Cdc14a Gaba
0438 SCH Six6 Cdc14a Gaba_3
307_SCH Six6 Cdc14a Gaba_3
GABA
12 HY GABA
095 DMH Prdm13 Gaba
0439 DMH Prdm13 Gaba_1
308_DMH Prdm13 Gaba_1
GABA
12 HY GABA
095 DMH Prdm13 Gaba
0439 DMH Prdm13 Gaba_1
309_DMH Prdm13 Gaba_1
GABA
12 HY GABA
095 DMH Prdm13 Gaba
0440 DMH Prdm13 Gaba_2
310_DMH Prdm13 Gaba_2
GABA
12 HY GABA
097 PVHd-SBPV Six3 Prox1 Gaba
0442 PVHd-SBPV Six3 Prox1 Gaba_1
311_PVHd-SBPV Six3 Prox1 Gaba_1
GABA
12 HY GABA
097 PVHd-SBPV Six3 Prox1 Gaba
0443 PVHd-SBPV Six3 Prox1 Gaba_2
312_PVHd-SBPV Six3 Prox1 Gaba_2
GABA
12 HY GABA
097 PVHd-SBPV Six3 Prox1 Gaba
0444 PVHd-SBPV Six3 Prox1 Gaba_3
313_PVHd-SBPV Six3 Prox1 Gaba_3
GABA
12 HY GABA
097 PVHd-SBPV Six3 Prox1 Gaba
0445 PVHd-SBPV Six3 Prox1 Gaba_4
314_PVHd-SBPV Six3 Prox1 Gaba_4
GABA
12 HY GABA
098 AHN-SBPV-PVHd Pdrm12 Gaba
0447 AHN-SBPV-PVHd Pdrm12 Gaba_2
315_AHN-SBPV-PVHd Pdrm12 Gaba_2
GABA
12 HY GABA
098 AHN-SBPV-PVHd Pdrm12 Gaba
0448 AHN-SBPV-PVHd Pdrm12 Gaba_3
316_AHN-SBPV-PVHd Pdrm12 Gaba_3
GABA
12 HY GABA
098 AHN-SBPV-PVHd Pdrm12 Gaba
0448 AHN-SBPV-PVHd Pdrm12 Gaba_3
317_AHN-SBPV-PVHd Pdrm12 Gaba_3
GABA
12 HY GABA
098 AHN-SBPV-PVHd Pdrm12 Gaba
0449 AHN-SBPV-PVHd Pdrm12 Gaba_4
318_AHN-SBPV-PVHd Pdrm12 Gaba_4
GABA
12 HY GABA
098 AHN-SBPV-PVHd Pdrm12 Gaba
0450 AHN-SBPV-PVHd Pdrm12 Gaba_5
319_AHN-SBPV-PVHd Pdrm12 Gaba_5
GABA
12 HY GABA
099 SBPV-PVa Six6 Satb2 Gaba
0453 SBPV-PVa Six6 Satb2 Gaba_1
320_SBPV-PVa Six6 Satb2 Gaba_1
GABA
12 HY GABA
099 SBPV-PVa Six6 Satb2 Gaba
0453 SBPV-PVa Six6 Satb2 Gaba_1
321_SBPV-PVa Six6 Satb2 Gaba_1
GABA
12 HY GABA
099 SBPV-PVa Six6 Satb2 Gaba
0454 SBPV-PVa Six6 Satb2 Gaba_2
322_SBPV-PVa Six6 Satb2 Gaba_2
GABA
12 HY GABA
099 SBPV-PVa Six6 Satb2 Gaba
0455 SBPV-PVa Six6 Satb2 Gaba_3
323_SBPV-PVa Six6 Satb2 Gaba_3
GABA
12 HY GABA
100 AHN Onecut3 Gaba
0456 AHN Onecut3 Gaba_1
324_AHN Onecut3 Gaba_1
GABA
12 HY GABA
102 DMH-LHA Gsx1 Gaba
0470 DMH-LHA Gsx1 Gaba_1
325_DMH-LHA Gsx1 Gaba_1
GABA
12 HY GABA
102 DMH-LHA Gsx1 Gaba
0472 DMH-LHA Gsx1 Gaba_3
326_DMH-LHA Gsx1 Gaba_3
Chol
12 HY GABA
102 DMH-LHA Gsx1 Gaba
0473 DMH-LHA Gsx1 Gaba_4
327_DMH-LHA Gsx1 Gaba_4
GABA
12 HY GABA
103 PVHd-DMH Lhx6 Gaba
0475 PVHd-DMH Lhx6 Gaba_2
328_PVHd-DMH Lhx6 Gaba_2
GABA
12 HY GABA
104 TU-ARH Otp Six6 Gaba
0478 TU-ARH Otp Six6 Gaba_1
329_TU-ARH Otp Six6 Gaba_1
GABA
12 HY GABA
104 TU-ARH Otp Six6 Gaba
0478 TU-ARH Otp Six6 Gaba_1
330_TU-ARH Otp Six6 Gaba_1
GABA
12 HY GABA
104 TU-ARH Otp Six6 Gaba
0478 TU-ARH Otp Six6 Gaba_1
331_TU-ARH Otp Six6 Gaba_1
GABA
12 HY GABA
104 TU-ARH Otp Six6 Gaba
0479 TU-ARH Otp Six6 Gaba_2
332_TU-ARH Otp Six6 Gaba_2
GABA
12 HY GABA
104 TU-ARH Otp Six6 Gaba
0479 TU-ARH Otp Six6 Gaba_2
333_TU-ARH Otp Six6 Gaba_2
GABA
12 HY GABA
105 TMd-DMH Foxd2 Gaba
0481 TMd-DMH Foxd2 Gaba_1
334_TMd-DMH Foxd2 Gaba_1
GABA
12 HY GABA
105 TMd-DMH Foxd2 Gaba
0481 TMd-DMH Foxd2 Gaba_1
335_TMd-DMH Foxd2 Gaba_1
GABA
12 HY GABA
106 PVpo-VMPO-MPN Hmx2 Gaba
0482 PVpo-VMPO-MPN Hmx2 Gaba_1
336_PVpo-VMPO-MPN Hmx2 Gaba_1
GABA
12 HY GABA
106 PVpo-VMPO-MPN Hmx2 Gaba
0482 PVpo-VMPO-MPN Hmx2 Gaba_1
337_PVpo-VMPO-MPN Hmx2 Gaba_1
GABA
12 HY GABA
106 PVpo-VMPO-MPN Hmx2 Gaba
0482 PVpo-VMPO-MPN Hmx2 Gaba_1
338_PVpo-VMPO-MPN Hmx2 Gaba_1
GABA
12 HY GABA
106 PVpo-VMPO-MPN Hmx2 Gaba
0483 PVpo-VMPO-MPN Hmx2 Gaba_2
339_PVpo-VMPO-MPN Hmx2 Gaba_2
GABA
12 HY GABA
106 PVpo-VMPO-MPN Hmx2 Gaba
0483 PVpo-VMPO-MPN Hmx2 Gaba_2
340_PVpo-VMPO-MPN Hmx2 Gaba_2
GABA
12 HY GABA
106 PVpo-VMPO-MPN Hmx2 Gaba
0483 PVpo-VMPO-MPN Hmx2 Gaba_2
341_PVpo-VMPO-MPN Hmx2 Gaba_2
GABA
12 HY GABA
106 PVpo-VMPO-MPN Hmx2 Gaba
0484 PVpo-VMPO-MPN Hmx2 Gaba_3
342_PVpo-VMPO-MPN Hmx2 Gaba_3
Dopa
12 HY GABA
106 PVpo-VMPO-MPN Hmx2 Gaba
0484 PVpo-VMPO-MPN Hmx2 Gaba_3
343_PVpo-VMPO-MPN Hmx2 Gaba_3
Dopa
12 HY GABA
106 PVpo-VMPO-MPN Hmx2 Gaba
0486 PVpo-VMPO-MPN Hmx2 Gaba_5
344_PVpo-VMPO-MPN Hmx2 Gaba_5
GABA
12 HY GABA
106 PVpo-VMPO-MPN Hmx2 Gaba
0486 PVpo-VMPO-MPN Hmx2 Gaba_5
345_PVpo-VMPO-MPN Hmx2 Gaba_5
Dopa
12 HY GABA
107 DMH Hmx2 Gaba
0487 DMH Hmx2 Gaba_1
346_DMH Hmx2 Gaba_1
GABA
12 HY GABA
107 DMH Hmx2 Gaba
0489 DMH Hmx2 Gaba_3
347_DMH Hmx2 Gaba_3
Dopa
12 HY GABA
107 DMH Hmx2 Gaba
0489 DMH Hmx2 Gaba_3
348_DMH Hmx2 Gaba_3
GABA
12 HY GABA
107 DMH Hmx2 Gaba
0492 DMH Hmx2 Gaba_6
349_DMH Hmx2 Gaba_6
GABA
12 HY GABA
108 ARH-PVp Tbx3 Gaba
0493 ARH-PVp Tbx3 Gaba_1
350_ARH-PVp Tbx3 Gaba_1
GABA
12 HY GABA
108 ARH-PVp Tbx3 Gaba
0494 ARH-PVp Tbx3 Gaba_2
351_ARH-PVp Tbx3 Gaba_2
GABA
12 HY GABA
108 ARH-PVp Tbx3 Gaba
0495 ARH-PVp Tbx3 Gaba_3
352_ARH-PVp Tbx3 Gaba_3
GABA
12 HY GABA
108 ARH-PVp Tbx3 Gaba
0495 ARH-PVp Tbx3 Gaba_3
353_ARH-PVp Tbx3 Gaba_3
GABA
13 CNU-HYa Glut
111 TRS-BAC Sln Glut
0502 TRS-BAC Sln Glut_1
354_TRS-BAC Sln Glut_1
Glut
13 CNU-HYa Glut
114 COAa-PAA-MEA Barhl2 Glut
0515 COAa-PAA-MEA Barhl2 Glut_7
355_COAa-PAA-MEA Barhl2 Glut_7
Glut
13 CNU-HYa Glut
116 AVPV-MEPO-SFO Tbr1 Glut
0520 AVPV-MEPO-SFO Tbr1 Glut_2
356_AVPV-MEPO-SFO Tbr1 Glut_2
Glut
13 CNU-HYa Glut
116 AVPV-MEPO-SFO Tbr1 Glut
0521 AVPV-MEPO-SFO Tbr1 Glut_3
357_AVPV-MEPO-SFO Tbr1 Glut_3
Glut
13 CNU-HYa Glut
116 AVPV-MEPO-SFO Tbr1 Glut
0522 AVPV-MEPO-SFO Tbr1 Glut_4
358_AVPV-MEPO-SFO Tbr1 Glut_4
Glut
13 CNU-HYa Glut
118 ADP-MPO Trp73 Glut
0527 ADP-MPO Trp73 Glut_1
359_ADP-MPO Trp73 Glut_1
Glut
14 HY Glut
123 DMH Nkx2-4 Glut
0544 DMH Nkx2-4 Glut_1
360_DMH Nkx2-4 Glut_1
Glut
14 HY Glut
123 DMH Nkx2-4 Glut
0545 DMH Nkx2-4 Glut_2
361_DMH Nkx2-4 Glut_2
Glut
14 HY Glut
124 MPN-MPO-PVpo Hmx2 Glut
0546 MPN-MPO-PVpo Hmx2 Glut_1
362_MPN-MPO-PVpo Hmx2 Glut_1
Glut
14 HY Glut
124 MPN-MPO-PVpo Hmx2 Glut
0546 MPN-MPO-PVpo Hmx2 Glut_1
363_MPN-MPO-PVpo Hmx2 Glut_1
Glut
14 HY Glut
124 MPN-MPO-PVpo Hmx2 Glut
0547 MPN-MPO-PVpo Hmx2 Glut_2
364_MPN-MPO-PVpo Hmx2 Glut_2
Glut
14 HY Glut
124 MPN-MPO-PVpo Hmx2 Glut
0548 MPN-MPO-PVpo Hmx2 Glut_3
365_MPN-MPO-PVpo Hmx2 Glut_3
Glut
14 HY Glut
124 MPN-MPO-PVpo Hmx2 Glut
0548 MPN-MPO-PVpo Hmx2 Glut_3
366_MPN-MPO-PVpo Hmx2 Glut_3
Glut
14 HY Glut
124 MPN-MPO-PVpo Hmx2 Glut
0549 MPN-MPO-PVpo Hmx2 Glut_4
367_MPN-MPO-PVpo Hmx2 Glut_4
Glut
14 HY Glut
124 MPN-MPO-PVpo Hmx2 Glut
0550 MPN-MPO-PVpo Hmx2 Glut_5
368_MPN-MPO-PVpo Hmx2 Glut_5
Glut
14 HY Glut
124 MPN-MPO-PVpo Hmx2 Glut
0551 MPN-MPO-PVpo Hmx2 Glut_6
369_MPN-MPO-PVpo Hmx2 Glut_6
Glut
14 HY Glut
125 DMH Hmx2 Glut
0552 DMH Hmx2 Glut_1
370_DMH Hmx2 Glut_1
Glut
14 HY Glut
125 DMH Hmx2 Glut
0552 DMH Hmx2 Glut_1
371_DMH Hmx2 Glut_1
Glut
14 HY Glut
125 DMH Hmx2 Glut
0553 DMH Hmx2 Glut_2
372_DMH Hmx2 Glut_2
Glut
14 HY Glut
126 ARH-PVp Tbx3 Glut
0554 ARH-PVp Tbx3 Glut_1
373_ARH-PVp Tbx3 Glut_1
Glut
14 HY Glut
126 ARH-PVp Tbx3 Glut
0555 ARH-PVp Tbx3 Glut_2
374_ARH-PVp Tbx3 Glut_2
Glut-GABA
14 HY Glut
126 ARH-PVp Tbx3 Glut
0555 ARH-PVp Tbx3 Glut_2
375_ARH-PVp Tbx3 Glut_2
Glut
14 HY Glut
126 ARH-PVp Tbx3 Glut
0556 ARH-PVp Tbx3 Glut_3
376_ARH-PVp Tbx3 Glut_3
Glut
14 HY Glut
127 DMH-LHA Vgll2 Glut
0562 DMH-LHA Vgll2 Glut_4
377_DMH-LHA Vgll2 Glut_4
Glut
14 HY Glut
128 VMH Fezf1 Glut
0564 VMH Fezf1 Glut_2
378_VMH Fezf1 Glut_2
Glut
14 HY Glut
129 VMH Nr5a1 Glut
0566 VMH Nr5a1 Glut_1
379_VMH Nr5a1 Glut_1
Glut
14 HY Glut
129 VMH Nr5a1 Glut
0567 VMH Nr5a1 Glut_2
380_VMH Nr5a1 Glut_2
Glut
14 HY Glut
129 VMH Nr5a1 Glut
0568 VMH Nr5a1 Glut_3
381_VMH Nr5a1 Glut_3
Glut
14 HY Glut
129 VMH Nr5a1 Glut
0570 VMH Nr5a1 Glut_5
382_VMH Nr5a1 Glut_5
Glut
14 HY Glut
131 LHA-AHN-PVH Otp Trh Glut
0575 LHA-AHN-PVH Otp Trh Glut_2
383_LHA-AHN-PVH Otp Trh Glut_2
Glut
14 HY Glut
131 LHA-AHN-PVH Otp Trh Glut
0577 LHA-AHN-PVH Otp Trh Glut_4
384_LHA-AHN-PVH Otp Trh Glut_4
Glut
14 HY Glut
132 AHN-RCH-LHA Otp Fezf1 Glut
0580 AHN-RCH-LHA Otp Fezf1 Glut_2
385_AHN-RCH-LHA Otp Fezf1 Glut_2
Glut
14 HY Glut
132 AHN-RCH-LHA Otp Fezf1 Glut
0581 AHN-RCH-LHA Otp Fezf1 Glut_3
386_AHN-RCH-LHA Otp Fezf1 Glut_3
Glut-GABA
14 HY Glut
133 PVH-SO-PVa Otp Glut
0587 PVH-SO-PVa Otp Glut_3
387_PVH-SO-PVa Otp Glut_3
Glut
14 HY Glut
133 PVH-SO-PVa Otp Glut
0587 PVH-SO-PVa Otp Glut_3
388_PVH-SO-PVa Otp Glut_3
Glut
14 HY Glut
133 PVH-SO-PVa Otp Glut
0588 PVH-SO-PVa Otp Glut_4
389_PVH-SO-PVa Otp Glut_4
Glut
14 HY Glut
133 PVH-SO-PVa Otp Glut
0588 PVH-SO-PVa Otp Glut_4
390_PVH-SO-PVa Otp Glut_4
Glut
14 HY Glut
133 PVH-SO-PVa Otp Glut
0589 PVH-SO-PVa Otp Glut_5
391_PVH-SO-PVa Otp Glut_5
Glut
14 HY Glut
133 PVH-SO-PVa Otp Glut
0589 PVH-SO-PVa Otp Glut_5
392_PVH-SO-PVa Otp Glut_5
Glut
14 HY Glut
134 PH-ant-LHA Otp Bsx Glut
0595 PH-ant-LHA Otp Bsx Glut_5
393_PH-ant-LHA Otp Bsx Glut_5
Glut
14 HY Glut
135 STN-PSTN Pitx2 Glut
0599 STN-PSTN Pitx2 Glut_2
394_STN-PSTN Pitx2 Glut_2
Glut
14 HY Glut
136 PMv-TMv Pitx2 Glut
0607 PMv-TMv Pitx2 Glut_3
395_PMv-TMv Pitx2 Glut_3
Glut
14 HY Glut
137 PH-an Pitx2 Glut
0608 PH-an Pitx2 Glut_1
396_PH-an Pitx2 Glut_1
Glut
14 HY Glut
138 PH Pitx2 Glut
0610 PH Pitx2 Glut_1
397_PH Pitx2 Glut_1
Glut
14 HY Glut
138 PH Pitx2 Glut
0611 PH Pitx2 Glut_2
398_PH Pitx2 Glut_2
Glut
14 HY Glut
140 PMd-LHA Foxb1 Glut
0620 PMd-LHA Foxb1 Glut_2
399_PMd-LHA Foxb1 Glut_2
Glut
14 HY Glut
140 PMd-LHA Foxb1 Glut
0620 PMd-LHA Foxb1 Glut_2
400_PMd-LHA Foxb1 Glut_2
Glut
14 HY Glut
141 PH-SUM Foxa1 Glut
0623 PH-SUM Foxa1 Glut_2
401_PH-SUM Foxa1 Glut_2
Glut
14 HY Glut
141 PH-SUM Foxa1 Glut
0626 PH-SUM Foxa1 Glut_5
402_PH-SUM Foxa1 Glut_5
Glut
14 HY Glut
141 PH-SUM Foxa1 Glut
0627 PH-SUM Foxa1 Glut_6
403_PH-SUM Foxa1 Glut_6
Glut
14 HY Glut
141 PH-SUM Foxa1 Glut
0627 PH-SUM Foxa1 Glut_6
404_PH-SUM Foxa1 Glut_6
Glut
16 HY MM Glut
143 MM-ant Foxb1 Glut
0629 MM-ant Foxb1 Glut_1
405_MM-ant Foxb1 Glut_1
Glut
16 HY MM Glut
143 MM-ant Foxb1 Glut
0629 MM-ant Foxb1 Glut_1
406_MM-ant Foxb1 Glut_1
Glut
16 HY MM Glut
143 MM-ant Foxb1 Glut
0629 MM-ant Foxb1 Glut_1
407_MM-ant Foxb1 Glut_1
Glut
16 HY MM Glut
143 MM-ant Foxb1 Glut
0629 MM-ant Foxb1 Glut_1
408_MM-ant Foxb1 Glut_1
Glut
16 HY MM Glut
144 MM Foxb1 Glut
0630 MM Foxb1 Glut_1
409_MM Foxb1 Glut_1
Glut
16 HY MM Glut
144 MM Foxb1 Glut
0631 MM Foxb1 Glut_2
410_MM Foxb1 Glut_2
Glut
16 HY MM Glut
144 MM Foxb1 Glut
0631 MM Foxb1 Glut_2
411_MM Foxb1 Glut_2
Glut
19 MB Glut
155 PRC-PAG Pax6 Glut
0676 PRC-PAG Pax6 Glut_1
412_PRC-PAG Pax6 Glut_1
Glut
19 MB Glut
155 PRC-PAG Pax6 Glut
0676 PRC-PAG Pax6 Glut_1
413_PRC-PAG Pax6 Glut_1
Glut
19 MB Glut
155 PRC-PAG Pax6 Glut
0677 PRC-PAG Pax6 Glut_2
414_PRC-PAG Pax6 Glut_2
Glut
19 MB Glut
155 PRC-PAG Pax6 Glut
0677 PRC-PAG Pax6 Glut_2
415_PRC-PAG Pax6 Glut_2
Glut
19 MB Glut
155 PRC-PAG Pax6 Glut
0678 PRC-PAG Pax6 Glut_3
416_PRC-PAG Pax6 Glut_3
Glut
19 MB Glut
155 PRC-PAG Pax6 Glut
0678 PRC-PAG Pax6 Glut_3
417_PRC-PAG Pax6 Glut_3
Glut
19 MB Glut
156 MB-ant-ve Dmrta2 Glut
0681 MB-ant-ve Dmrta2 Glut_1
418_MB-ant-ve Dmrta2 Glut_1
Glut
19 MB Glut
159 IF-RL-CLI-PAG Foxa1 Glut
0685 IF-RL-CLI-PAG Foxa1 Glut_1
419_IF-RL-CLI-PAG Foxa1 Glut_1
Glut
19 MB Glut
159 IF-RL-CLI-PAG Foxa1 Glut
0686 IF-RL-CLI-PAG Foxa1 Glut_2
420_IF-RL-CLI-PAG Foxa1 Glut_2
Glut
19 MB Glut
159 IF-RL-CLI-PAG Foxa1 Glut
0686 IF-RL-CLI-PAG Foxa1 Glut_2
421_IF-RL-CLI-PAG Foxa1 Glut_2
Glut
19 MB Glut
159 IF-RL-CLI-PAG Foxa1 Glut
0687 IF-RL-CLI-PAG Foxa1 Glut_3
422_IF-RL-CLI-PAG Foxa1 Glut_3
Glut
19 MB Glut
159 IF-RL-CLI-PAG Foxa1 Glut
0688 IF-RL-CLI-PAG Foxa1 Glut_4
423_IF-RL-CLI-PAG Foxa1 Glut_4
Dopa
19 MB Glut
159 IF-RL-CLI-PAG Foxa1 Glut
0688 IF-RL-CLI-PAG Foxa1 Glut_4
424_IF-RL-CLI-PAG Foxa1 Glut_4
Dopa
19 MB Glut
159 IF-RL-CLI-PAG Foxa1 Glut
0688 IF-RL-CLI-PAG Foxa1 Glut_4
425_IF-RL-CLI-PAG Foxa1 Glut_4
Glut
19 MB Glut
160 PAG-SC Neurod2 Meis2 Glut
0691 PAG-SC Neurod2 Meis2 Glut_2
426_PAG-SC Neurod2 Meis2 Glut_2
Glut
19 MB Glut
160 PAG-SC Neurod2 Meis2 Glut
0693 PAG-SC Neurod2 Meis2 Glut_4
427_PAG-SC Neurod2 Meis2 Glut_4
Glut
19 MB Glut
160 PAG-SC Neurod2 Meis2 Glut
0693 PAG-SC Neurod2 Meis2 Glut_4
428_PAG-SC Neurod2 Meis2 Glut_4
Glut
19 MB Glut
160 PAG-SC Neurod2 Meis2 Glut
0693 PAG-SC Neurod2 Meis2 Glut_4
429_PAG-SC Neurod2 Meis2 Glut_4
Glut
19 MB Glut
160 PAG-SC Neurod2 Meis2 Glut
0693 PAG-SC Neurod2 Meis2 Glut_4
430_PAG-SC Neurod2 Meis2 Glut_4
Glut
19 MB Glut
161 PAG Pou4f3 Glut
0694 PAG Pou4f3 Glut_1
431_PAG Pou4f3 Glut_1
Glut
19 MB Glut
161 PAG Pou4f3 Glut
0694 PAG Pou4f3 Glut_1
432_PAG Pou4f3 Glut_1
Glut
19 MB Glut
161 PAG Pou4f3 Glut
0694 PAG Pou4f3 Glut_1
433_PAG Pou4f3 Glut_1
Glut
19 MB Glut
161 PAG Pou4f3 Glut
0694 PAG Pou4f3 Glut_1
434_PAG Pou4f3 Glut_1
Glut
19 MB Glut
161 PAG Pou4f3 Glut
0694 PAG Pou4f3 Glut_1
435_PAG Pou4f3 Glut_1
Glut
19 MB Glut
161 PAG Pou4f3 Glut
0694 PAG Pou4f3 Glut_1
436_PAG Pou4f3 Glut_1
Glut
19 MB Glut
161 PAG Pou4f3 Glut
0695 PAG Pou4f3 Glut_2
437_PAG Pou4f3 Glut_2
Glut
19 MB Glut
162 CUN Evx2 Lhx2 Glut
0697 CUN Evx2 Lhx2 Glut_1
438_CUN Evx2 Lhx2 Glut_1
Glut
19 MB Glut
162 CUN Evx2 Lhx2 Glut
0697 CUN Evx2 Lhx2 Glut_1
439_CUN Evx2 Lhx2 Glut_1
Glut
19 MB Glut
162 CUN Evx2 Lhx2 Glut
0698 CUN Evx2 Lhx2 Glut_2
440_CUN Evx2 Lhx2 Glut_2
Glut
19 MB Glut
162 CUN Evx2 Lhx2 Glut
0700 CUN Evx2 Lhx2 Glut_4
441_CUN Evx2 Lhx2 Glut_4
Glut
19 MB Glut
165 PAG-MRN Pou3f1 Glut
0704 PAG-MRN Pou3f1 Glut_1
442_PAG-MRN Pou3f1 Glut_1
Glut
19 MB Glut
165 PAG-MRN Pou3f1 Glut
0704 PAG-MRN Pou3f1 Glut_1
443_PAG-MRN Pou3f1 Glut_1
Glut
19 MB Glut
165 PAG-MRN Pou3f1 Glut
0704 PAG-MRN Pou3f1 Glut_1
444_PAG-MRN Pou3f1 Glut_1
Glut
19 MB Glut
165 PAG-MRN Pou3f1 Glut
0704 PAG-MRN Pou3f1 Glut_1
445_PAG-MRN Pou3f1 Glut_1
Glut
19 MB Glut
165 PAG-MRN Pou3f1 Glut
0704 PAG-MRN Pou3f1 Glut_1
446_PAG-MRN Pou3f1 Glut_1
Glut
19 MB Glut
165 PAG-MRN Pou3f1 Glut
0704 PAG-MRN Pou3f1 Glut_1
447_PAG-MRN Pou3f1 Glut_1
Glut
19 MB Glut
165 PAG-MRN Pou3f1 Glut
0705 PAG-MRN Pou3f1 Glut_2
448_PAG-MRN Pou3f1 Glut_2
Glut
19 MB Glut
165 PAG-MRN Pou3f1 Glut
0706 PAG-MRN Pou3f1 Glut_3
449_PAG-MRN Pou3f1 Glut_3
Glut
19 MB Glut
165 PAG-MRN Pou3f1 Glut
0709 PAG-MRN Pou3f1 Glut_6
450_PAG-MRN Pou3f1 Glut_6
Glut
19 MB Glut
166 MRN Pou3f1 C1ql4 Glut
0710 MRN Pou3f1 C1ql4 Glut_1
451_MRN Pou3f1 C1ql4 Glut_1
Glut
19 MB Glut
167 PRC-PAG Tcf7l2 Irx2 Glut
0713 PRC-PAG Tcf7l2 Irx2 Glut_1
452_PRC-PAG Tcf7l2 Irx2 Glut_1
Glut
19 MB Glut
167 PRC-PAG Tcf7l2 Irx2 Glut
0713 PRC-PAG Tcf7l2 Irx2 Glut_1
453_PRC-PAG Tcf7l2 Irx2 Glut_1
Glut
19 MB Glut
167 PRC-PAG Tcf7l2 Irx2 Glut
0713 PRC-PAG Tcf7l2 Irx2 Glut_1
454_PRC-PAG Tcf7l2 Irx2 Glut_1
Glut
19 MB Glut
167 PRC-PAG Tcf7l2 Irx2 Glut
0713 PRC-PAG Tcf7l2 Irx2 Glut_1
455_PRC-PAG Tcf7l2 Irx2 Glut_1
Glut
19 MB Glut
167 PRC-PAG Tcf7l2 Irx2 Glut
0713 PRC-PAG Tcf7l2 Irx2 Glut_1
456_PRC-PAG Tcf7l2 Irx2 Glut_1
Glut
19 MB Glut
167 PRC-PAG Tcf7l2 Irx2 Glut
0714 PRC-PAG Tcf7l2 Irx2 Glut_2
457_PRC-PAG Tcf7l2 Irx2 Glut_2
Glut
19 MB Glut
167 PRC-PAG Tcf7l2 Irx2 Glut
0714 PRC-PAG Tcf7l2 Irx2 Glut_2
458_PRC-PAG Tcf7l2 Irx2 Glut_2
Glut
19 MB Glut
167 PRC-PAG Tcf7l2 Irx2 Glut
0714 PRC-PAG Tcf7l2 Irx2 Glut_2
459_PRC-PAG Tcf7l2 Irx2 Glut_2
Glut
19 MB Glut
169 PAG-SC Pou4f1 Zic1 Glut
0730 PAG-SC Pou4f1 Zic1 Glut_1
460_PAG-SC Pou4f1 Zic1 Glut_1
Glut
19 MB Glut
169 PAG-SC Pou4f1 Zic1 Glut
0730 PAG-SC Pou4f1 Zic1 Glut_1
461_PAG-SC Pou4f1 Zic1 Glut_1
Glut
19 MB Glut
169 PAG-SC Pou4f1 Zic1 Glut
0730 PAG-SC Pou4f1 Zic1 Glut_1
462_PAG-SC Pou4f1 Zic1 Glut_1
Glut
19 MB Glut
169 PAG-SC Pou4f1 Zic1 Glut
0730 PAG-SC Pou4f1 Zic1 Glut_1
463_PAG-SC Pou4f1 Zic1 Glut_1
Glut
19 MB Glut
169 PAG-SC Pou4f1 Zic1 Glut
0730 PAG-SC Pou4f1 Zic1 Glut_1
464_PAG-SC Pou4f1 Zic1 Glut_1
Glut
19 MB Glut
169 PAG-SC Pou4f1 Zic1 Glut
0730 PAG-SC Pou4f1 Zic1 Glut_1
465_PAG-SC Pou4f1 Zic1 Glut_1
Glut
19 MB Glut
170 PAG-MRN Tfap2b Glut
0733 PAG-MRN Tfap2b Glut_1
466_PAG-MRN Tfap2b Glut_1
Glut
19 MB Glut
170 PAG-MRN Tfap2b Glut
0733 PAG-MRN Tfap2b Glut_1
467_PAG-MRN Tfap2b Glut_1
Glut
19 MB Glut
170 PAG-MRN Tfap2b Glut
0733 PAG-MRN Tfap2b Glut_1
468_PAG-MRN Tfap2b Glut_1
Glut
19 MB Glut
170 PAG-MRN Tfap2b Glut
0733 PAG-MRN Tfap2b Glut_1
469_PAG-MRN Tfap2b Glut_1
Glut
19 MB Glut
170 PAG-MRN Tfap2b Glut
0733 PAG-MRN Tfap2b Glut_1
470_PAG-MRN Tfap2b Glut_1
Glut
19 MB Glut
170 PAG-MRN Tfap2b Glut
0733 PAG-MRN Tfap2b Glut_1
471_PAG-MRN Tfap2b Glut_1
Glut
19 MB Glut
170 PAG-MRN Tfap2b Glut
0733 PAG-MRN Tfap2b Glut_1
472_PAG-MRN Tfap2b Glut_1
Glut
19 MB Glut
170 PAG-MRN Tfap2b Glut
0733 PAG-MRN Tfap2b Glut_1
473_PAG-MRN Tfap2b Glut_1
Glut
19 MB Glut
170 PAG-MRN Tfap2b Glut
0733 PAG-MRN Tfap2b Glut_1
474_PAG-MRN Tfap2b Glut_1
Glut
19 MB Glut
171 PAG Pou4f1 Bnc2 Glut
0735 PAG Pou4f1 Bnc2 Glut_1
475_PAG Pou4f1 Bnc2 Glut_1
Glut
19 MB Glut
171 PAG Pou4f1 Bnc2 Glut
0736 PAG Pou4f1 Bnc2 Glut_2
476_PAG Pou4f1 Bnc2 Glut_2
Glut
19 MB Glut
171 PAG Pou4f1 Bnc2 Glut
0736 PAG Pou4f1 Bnc2 Glut_2
477_PAG Pou4f1 Bnc2 Glut_2
Glut
19 MB Glut
171 PAG Pou4f1 Bnc2 Glut
0736 PAG Pou4f1 Bnc2 Glut_2
478_PAG Pou4f1 Bnc2 Glut_2
Glut
19 MB Glut
171 PAG Pou4f1 Bnc2 Glut
0736 PAG Pou4f1 Bnc2 Glut_2
479_PAG Pou4f1 Bnc2 Glut_2
Glut
19 MB Glut
172 PAG Pou4f1 Ebf2 Glut
0737 PAG Pou4f1 Ebf2 Glut_1
480_PAG Pou4f1 Ebf2 Glut_1
Glut
19 MB Glut
172 PAG Pou4f1 Ebf2 Glut
0737 PAG Pou4f1 Ebf2 Glut_1
481_PAG Pou4f1 Ebf2 Glut_1
Glut
19 MB Glut
172 PAG Pou4f1 Ebf2 Glut
0737 PAG Pou4f1 Ebf2 Glut_1
482_PAG Pou4f1 Ebf2 Glut_1
Glut
19 MB Glut
172 PAG Pou4f1 Ebf2 Glut
0737 PAG Pou4f1 Ebf2 Glut_1
483_PAG Pou4f1 Ebf2 Glut_1
Glut
19 MB Glut
172 PAG Pou4f1 Ebf2 Glut
0738 PAG Pou4f1 Ebf2 Glut_2
484_PAG Pou4f1 Ebf2 Glut_2
Glut
19 MB Glut
172 PAG Pou4f1 Ebf2 Glut
0738 PAG Pou4f1 Ebf2 Glut_2
485_PAG Pou4f1 Ebf2 Glut_2
Glut
19 MB Glut
172 PAG Pou4f1 Ebf2 Glut
0738 PAG Pou4f1 Ebf2 Glut_2
486_PAG Pou4f1 Ebf2 Glut_2
Glut
19 MB Glut
172 PAG Pou4f1 Ebf2 Glut
0738 PAG Pou4f1 Ebf2 Glut_2
487_PAG Pou4f1 Ebf2 Glut_2
Glut
19 MB Glut
172 PAG Pou4f1 Ebf2 Glut
0739 PAG Pou4f1 Ebf2 Glut_3
488_PAG Pou4f1 Ebf2 Glut_3
Glut
19 MB Glut
172 PAG Pou4f1 Ebf2 Glut
0739 PAG Pou4f1 Ebf2 Glut_3
489_PAG Pou4f1 Ebf2 Glut_3
Glut
19 MB Glut
172 PAG Pou4f1 Ebf2 Glut
0739 PAG Pou4f1 Ebf2 Glut_3
490_PAG Pou4f1 Ebf2 Glut_3
Glut
19 MB Glut
172 PAG Pou4f1 Ebf2 Glut
0739 PAG Pou4f1 Ebf2 Glut_3
491_PAG Pou4f1 Ebf2 Glut_3
Glut
19 MB Glut
172 PAG Pou4f1 Ebf2 Glut
0740 PAG Pou4f1 Ebf2 Glut_4
492_PAG Pou4f1 Ebf2 Glut_4
Glut
19 MB Glut
172 PAG Pou4f1 Ebf2 Glut
0740 PAG Pou4f1 Ebf2 Glut_4
493_PAG Pou4f1 Ebf2 Glut_4
Glut
19 MB Glut
172 PAG Pou4f1 Ebf2 Glut
0740 PAG Pou4f1 Ebf2 Glut_4
494_PAG Pou4f1 Ebf2 Glut_4
Glut
19 MB Glut
172 PAG Pou4f1 Ebf2 Glut
0740 PAG Pou4f1 Ebf2 Glut_4
495_PAG Pou4f1 Ebf2 Glut_4
Glut
19 MB Glut
172 PAG Pou4f1 Ebf2 Glut
0740 PAG Pou4f1 Ebf2 Glut_4
496_PAG Pou4f1 Ebf2 Glut_4
Glut
19 MB Glut
172 PAG Pou4f1 Ebf2 Glut
0741 PAG Pou4f1 Ebf2 Glut_5
497_PAG Pou4f1 Ebf2 Glut_5
Glut
19 MB Glut
172 PAG Pou4f1 Ebf2 Glut
0741 PAG Pou4f1 Ebf2 Glut_5
498_PAG Pou4f1 Ebf2 Glut_5
Glut
19 MB Glut
172 PAG Pou4f1 Ebf2 Glut
0742 PAG Pou4f1 Ebf2 Glut_6
499_PAG Pou4f1 Ebf2 Glut_6
Glut
19 MB Glut
172 PAG Pou4f1 Ebf2 Glut
0742 PAG Pou4f1 Ebf2 Glut_6
500_PAG Pou4f1 Ebf2 Glut_6
Glut
19 MB Glut
172 PAG Pou4f1 Ebf2 Glut
0743 PAG Pou4f1 Ebf2 Glut_7
501_PAG Pou4f1 Ebf2 Glut_7
Glut
19 MB Glut
172 PAG Pou4f1 Ebf2 Glut
0743 PAG Pou4f1 Ebf2 Glut_7
502_PAG Pou4f1 Ebf2 Glut_7
Glut
19 MB Glut
173 PAG Pou4f2 Glut
0745 PAG Pou4f2 Glut_1
503_PAG Pou4f2 Glut_1
Glut
19 MB Glut
173 PAG Pou4f2 Glut
0745 PAG Pou4f2 Glut_1
504_PAG Pou4f2 Glut_1
Glut
19 MB Glut
173 PAG Pou4f2 Glut
0745 PAG Pou4f2 Glut_1
505_PAG Pou4f2 Glut_1
Glut
19 MB Glut
173 PAG Pou4f2 Glut
0745 PAG Pou4f2 Glut_1
506_PAG Pou4f2 Glut_1
Glut
19 MB Glut
173 PAG Pou4f2 Glut
0745 PAG Pou4f2 Glut_1
507_PAG Pou4f2 Glut_1
Glut
19 MB Glut
173 PAG Pou4f2 Glut
0745 PAG Pou4f2 Glut_1
508_PAG Pou4f2 Glut_1
Glut
19 MB Glut
173 PAG Pou4f2 Glut
0746 PAG Pou4f2 Glut_2
509_PAG Pou4f2 Glut_2
Glut
19 MB Glut
173 PAG Pou4f2 Glut
0746 PAG Pou4f2 Glut_2
510_PAG Pou4f2 Glut_2
Glut
19 MB Glut
173 PAG Pou4f2 Glut
0746 PAG Pou4f2 Glut_2
511_PAG Pou4f2 Glut_2
Glut
19 MB Glut
173 PAG Pou4f2 Glut
0746 PAG Pou4f2 Glut_2
512_PAG Pou4f2 Glut_2
Glut
19 MB Glut
173 PAG Pou4f2 Glut
0747 PAG Pou4f2 Glut_3
513_PAG Pou4f2 Glut_3
Glut
19 MB Glut
173 PAG Pou4f2 Glut
0747 PAG Pou4f2 Glut_3
514_PAG Pou4f2 Glut_3
Glut
19 MB Glut
173 PAG Pou4f2 Glut
0747 PAG Pou4f2 Glut_3
515_PAG Pou4f2 Glut_3
Glut
19 MB Glut
173 PAG Pou4f2 Glut
0748 PAG Pou4f2 Glut_4
516_PAG Pou4f2 Glut_4
Glut
19 MB Glut
173 PAG Pou4f2 Glut
0748 PAG Pou4f2 Glut_4
517_PAG Pou4f2 Glut_4
Glut
19 MB Glut
173 PAG Pou4f2 Glut
0749 PAG Pou4f2 Glut_5
518_PAG Pou4f2 Glut_5
Glut
19 MB Glut
173 PAG Pou4f2 Glut
0749 PAG Pou4f2 Glut_5
519_PAG Pou4f2 Glut_5
Glut
19 MB Glut
174 PAG Pou4f2 Mesi2 Glut
0750 PAG Pou4f2 Mesi2 Glut_1
520_PAG Pou4f2 Mesi2 Glut_1
Glut
19 MB Glut
174 PAG Pou4f2 Mesi2 Glut
0750 PAG Pou4f2 Mesi2 Glut_1
521_PAG Pou4f2 Mesi2 Glut_1
Glut
19 MB Glut
174 PAG Pou4f2 Mesi2 Glut
0750 PAG Pou4f2 Mesi2 Glut_1
522_PAG Pou4f2 Mesi2 Glut_1
Glut
19 MB Glut
174 PAG Pou4f2 Mesi2 Glut
0751 PAG Pou4f2 Mesi2 Glut_2
523_PAG Pou4f2 Mesi2 Glut_2
Glut
19 MB Glut
174 PAG Pou4f2 Mesi2 Glut
0751 PAG Pou4f2 Mesi2 Glut_2
524_PAG Pou4f2 Mesi2 Glut_2
Glut
19 MB Glut
174 PAG Pou4f2 Mesi2 Glut
0751 PAG Pou4f2 Mesi2 Glut_2
525_PAG Pou4f2 Mesi2 Glut_2
Glut
19 MB Glut
174 PAG Pou4f2 Mesi2 Glut
0751 PAG Pou4f2 Mesi2 Glut_2
526_PAG Pou4f2 Mesi2 Glut_2
Glut
19 MB Glut
174 PAG Pou4f2 Mesi2 Glut
0751 PAG Pou4f2 Mesi2 Glut_2
527_PAG Pou4f2 Mesi2 Glut_2
Glut
19 MB Glut
174 PAG Pou4f2 Mesi2 Glut
0751 PAG Pou4f2 Mesi2 Glut_2
528_PAG Pou4f2 Mesi2 Glut_2
Glut
19 MB Glut
174 PAG Pou4f2 Mesi2 Glut
0752 PAG Pou4f2 Mesi2 Glut_3
529_PAG Pou4f2 Mesi2 Glut_3
Glut
19 MB Glut
174 PAG Pou4f2 Mesi2 Glut
0752 PAG Pou4f2 Mesi2 Glut_3
530_PAG Pou4f2 Mesi2 Glut_3
Glut
19 MB Glut
174 PAG Pou4f2 Mesi2 Glut
0752 PAG Pou4f2 Mesi2 Glut_3
531_PAG Pou4f2 Mesi2 Glut_3
Glut
19 MB Glut
174 PAG Pou4f2 Mesi2 Glut
0752 PAG Pou4f2 Mesi2 Glut_3
532_PAG Pou4f2 Mesi2 Glut_3
Glut
19 MB Glut
174 PAG Pou4f2 Mesi2 Glut
0754 PAG Pou4f2 Mesi2 Glut_5
533_PAG Pou4f2 Mesi2 Glut_5
Glut
19 MB Glut
174 PAG Pou4f2 Mesi2 Glut
0755 PAG Pou4f2 Mesi2 Glut_6
534_PAG Pou4f2 Mesi2 Glut_6
Glut
19 MB Glut
174 PAG Pou4f2 Mesi2 Glut
0755 PAG Pou4f2 Mesi2 Glut_6
535_PAG Pou4f2 Mesi2 Glut_6
Glut
19 MB Glut
176 SCig Foxb1 Glut
0763 SCig Foxb1 Glut_4
536_SCig Foxb1 Glut_4
Glut
19 MB Glut
179 SCdg-PAG Tfap2b Glut
0766 SCdg-PAG Tfap2b Glut_1
537_SCdg-PAG Tfap2b Glut_1
Glut
19 MB Glut
179 SCdg-PAG Tfap2b Glut
0766 SCdg-PAG Tfap2b Glut_1
538_SCdg-PAG Tfap2b Glut_1
Glut
19 MB Glut
182 CUN-PPN Evx2 Meis2 Glut
0777 CUN-PPN Evx2 Meis2 Glut_2
539_CUN-PPN Evx2 Meis2 Glut_2
Glut
19 MB Glut
182 CUN-PPN Evx2 Meis2 Glut
0778 CUN-PPN Evx2 Meis2 Glut_3
540_CUN-PPN Evx2 Meis2 Glut_3
Chol
19 MB Glut
182 CUN-PPN Evx2 Meis2 Glut
0779 CUN-PPN Evx2 Meis2 Glut_4
541_CUN-PPN Evx2 Meis2 Glut_4
Dopa
19 MB Glut
190 ND-INC Foxd2 Glut
0790 ND-INC Foxd2 Glut_1
542_ND-INC Foxd2 Glut_1
Glut
20 MB GABA
191 PAG-MRN Rln3 Gaba
0791 PAG-MRN Rln3 Gaba_1
543_PAG-MRN Rln3 Gaba_1
GABA
20 MB GABA
192 PPN-CUN-PCG Otp En1 Gaba
0792 PPN-CUN-PCG Otp En1 Gaba_1
544_PPN-CUN-PCG Otp En1 Gaba_1
GABA
20 MB GABA
193 MRN-PPN-CUN Pax8 Gaba
0795 MRN-PPN-CUN Pax8 Gaba_1
545_MRN-PPN-CUN Pax8 Gaba_1
GABA
20 MB GABA
193 MRN-PPN-CUN Pax8 Gaba
0796 MRN-PPN-CUN Pax8 Gaba_2
546_MRN-PPN-CUN Pax8 Gaba_2
GABA
20 MB GABA
193 MRN-PPN-CUN Pax8 Gaba
0796 MRN-PPN-CUN Pax8 Gaba_2
547_MRN-PPN-CUN Pax8 Gaba_2
GABA
20 MB GABA
194 MRN-VTN-PPN Pax5 Cdh23 Gaba
0798 MRN-VTN-PPN Pax5 Cdh23 Gaba_1
548_MRN-VTN-PPN Pax5 Cdh23 Gaba_1
GABA
20 MB GABA
194 MRN-VTN-PPN Pax5 Cdh23 Gaba
0799 MRN-VTN-PPN Pax5 Cdh23 Gaba_2
549_MRN-VTN-PPN Pax5 Cdh23 Gaba_2
GABA
20 MB GABA
194 MRN-VTN-PPN Pax5 Cdh23 Gaba
0799 MRN-VTN-PPN Pax5 Cdh23 Gaba_2
550_MRN-VTN-PPN Pax5 Cdh23 Gaba_2
GABA
20 MB GABA
195 SNr-VTA Pax5 Npas1 Gaba
0800 SNr-VTA Pax5 Npas1 Gaba_1
551_SNr-VTA Pax5 Npas1 Gaba_1
GABA
20 MB GABA
195 SNr-VTA Pax5 Npas1 Gaba
0800 SNr-VTA Pax5 Npas1 Gaba_1
552_SNr-VTA Pax5 Npas1 Gaba_1
GABA
20 MB GABA
195 SNr-VTA Pax5 Npas1 Gaba
0800 SNr-VTA Pax5 Npas1 Gaba_1
553_SNr-VTA Pax5 Npas1 Gaba_1
GABA
20 MB GABA
196 PAG-PPN Pax5 Sox21 Gaba
0802 PAG-PPN Pax5 Sox21 Gaba_1
554_PAG-PPN Pax5 Sox21 Gaba_1
GABA
20 MB GABA
196 PAG-PPN Pax5 Sox21 Gaba
0802 PAG-PPN Pax5 Sox21 Gaba_1
555_PAG-PPN Pax5 Sox21 Gaba_1
GABA
20 MB GABA
196 PAG-PPN Pax5 Sox21 Gaba
0802 PAG-PPN Pax5 Sox21 Gaba_1
556_PAG-PPN Pax5 Sox21 Gaba_1
GABA
20 MB GABA
196 PAG-PPN Pax5 Sox21 Gaba
0803 PAG-PPN Pax5 Sox21 Gaba_2
557_PAG-PPN Pax5 Sox21 Gaba_2
GABA
20 MB GABA
196 PAG-PPN Pax5 Sox21 Gaba
0803 PAG-PPN Pax5 Sox21 Gaba_2
558_PAG-PPN Pax5 Sox21 Gaba_2
GABA
20 MB GABA
196 PAG-PPN Pax5 Sox21 Gaba
0803 PAG-PPN Pax5 Sox21 Gaba_2
559_PAG-PPN Pax5 Sox21 Gaba_2
GABA
20 MB GABA
196 PAG-PPN Pax5 Sox21 Gaba
0804 PAG-PPN Pax5 Sox21 Gaba_3
560_PAG-PPN Pax5 Sox21 Gaba_3
GABA
20 MB GABA
196 PAG-PPN Pax5 Sox21 Gaba
0805 PAG-PPN Pax5 Sox21 Gaba_4
561_PAG-PPN Pax5 Sox21 Gaba_4
GABA
20 MB GABA
196 PAG-PPN Pax5 Sox21 Gaba
0805 PAG-PPN Pax5 Sox21 Gaba_4
562_PAG-PPN Pax5 Sox21 Gaba_4
GABA
20 MB GABA
197 SNr Six3 Gaba
0806 SNr Six3 Gaba_1
563_SNr Six3 Gaba_1
GABA
20 MB GABA
197 SNr Six3 Gaba
0806 SNr Six3 Gaba_1
564_SNr Six3 Gaba_1
GABA
20 MB GABA
198 IC Six3 En2 Gaba
0808 IC Six3 En2 Gaba_2
565_IC Six3 En2 Gaba_2
GABA
20 MB GABA
198 IC Six3 En2 Gaba
0808 IC Six3 En2 Gaba_2
566_IC Six3 En2 Gaba_2
GABA
20 MB GABA
198 IC Six3 En2 Gaba
0808 IC Six3 En2 Gaba_2
567_IC Six3 En2 Gaba_2
GABA
20 MB GABA
198 IC Six3 En2 Gaba
0812 IC Six3 En2 Gaba_6
568_IC Six3 En2 Gaba_6
GABA
20 MB GABA
199 PAG-MRN-RN Foxa2 Gaba
0814 PAG-MRN-RN Foxa2 Gaba_1
569_PAG-MRN-RN Foxa2 Gaba_1
GABA
20 MB GABA
199 PAG-MRN-RN Foxa2 Gaba
0814 PAG-MRN-RN Foxa2 Gaba_1
570_PAG-MRN-RN Foxa2 Gaba_1
GABA
20 MB GABA
199 PAG-MRN-RN Foxa2 Gaba
0815 PAG-MRN-RN Foxa2 Gaba_2
571_PAG-MRN-RN Foxa2 Gaba_2
GABA
20 MB GABA
199 PAG-MRN-RN Foxa2 Gaba
0816 PAG-MRN-RN Foxa2 Gaba_3
572_PAG-MRN-RN Foxa2 Gaba_3
GABA
20 MB GABA
199 PAG-MRN-RN Foxa2 Gaba
0817 PAG-MRN-RN Foxa2 Gaba_4
573_PAG-MRN-RN Foxa2 Gaba_4
GABA
20 MB GABA
199 PAG-MRN-RN Foxa2 Gaba
0817 PAG-MRN-RN Foxa2 Gaba_4
574_PAG-MRN-RN Foxa2 Gaba_4
GABA
20 MB GABA
199 PAG-MRN-RN Foxa2 Gaba
0817 PAG-MRN-RN Foxa2 Gaba_4
575_PAG-MRN-RN Foxa2 Gaba_4
GABA
20 MB GABA
200 PAG-ND-PCG Onecut1 Gaba
0818 PAG-ND-PCG Onecut1 Gaba_1
576_PAG-ND-PCG Onecut1 Gaba_1
GABA
20 MB GABA
200 PAG-ND-PCG Onecut1 Gaba
0818 PAG-ND-PCG Onecut1 Gaba_1
577_PAG-ND-PCG Onecut1 Gaba_1
GABA
20 MB GABA
200 PAG-ND-PCG Onecut1 Gaba
0819 PAG-ND-PCG Onecut1 Gaba_2
578_PAG-ND-PCG Onecut1 Gaba_2
GABA
20 MB GABA
200 PAG-ND-PCG Onecut1 Gaba
0819 PAG-ND-PCG Onecut1 Gaba_2
579_PAG-ND-PCG Onecut1 Gaba_2
GABA
20 MB GABA
200 PAG-ND-PCG Onecut1 Gaba
0819 PAG-ND-PCG Onecut1 Gaba_2
580_PAG-ND-PCG Onecut1 Gaba_2
GABA
20 MB GABA
200 PAG-ND-PCG Onecut1 Gaba
0820 PAG-ND-PCG Onecut1 Gaba_3
581_PAG-ND-PCG Onecut1 Gaba_3
GABA
20 MB GABA
200 PAG-ND-PCG Onecut1 Gaba
0821 PAG-ND-PCG Onecut1 Gaba_4
582_PAG-ND-PCG Onecut1 Gaba_4
GABA
20 MB GABA
201 PAG-RN Nkx2-2 Otx1 Gaba
0824 PAG-RN Nkx2-2 Otx1 Gaba_2
583_PAG-RN Nkx2-2 Otx1 Gaba_2
GABA-Glyc
20 MB GABA
201 PAG-RN Nkx2-2 Otx1 Gaba
0824 PAG-RN Nkx2-2 Otx1 Gaba_2
584_PAG-RN Nkx2-2 Otx1 Gaba_2
GABA-Glyc
20 MB GABA
201 PAG-RN Nkx2-2 Otx1 Gaba
0825 PAG-RN Nkx2-2 Otx1 Gaba_3
585_PAG-RN Nkx2-2 Otx1 Gaba_3
GABA-Glyc
20 MB GABA
201 PAG-RN Nkx2-2 Otx1 Gaba
0825 PAG-RN Nkx2-2 Otx1 Gaba_3
586_PAG-RN Nkx2-2 Otx1 Gaba_3
GABA
20 MB GABA
201 PAG-RN Nkx2-2 Otx1 Gaba
0825 PAG-RN Nkx2-2 Otx1 Gaba_3
587_PAG-RN Nkx2-2 Otx1 Gaba_3
GABA-Glyc
20 MB GABA
201 PAG-RN Nkx2-2 Otx1 Gaba
0825 PAG-RN Nkx2-2 Otx1 Gaba_3
588_PAG-RN Nkx2-2 Otx1 Gaba_3
GABA-Glyc
20 MB GABA
201 PAG-RN Nkx2-2 Otx1 Gaba
0825 PAG-RN Nkx2-2 Otx1 Gaba_3
589_PAG-RN Nkx2-2 Otx1 Gaba_3
GABA-Glyc
20 MB GABA
201 PAG-RN Nkx2-2 Otx1 Gaba
0825 PAG-RN Nkx2-2 Otx1 Gaba_3
590_PAG-RN Nkx2-2 Otx1 Gaba_3
GABA-Glyc
20 MB GABA
201 PAG-RN Nkx2-2 Otx1 Gaba
0826 PAG-RN Nkx2-2 Otx1 Gaba_4
591_PAG-RN Nkx2-2 Otx1 Gaba_4
GABA-Glyc
20 MB GABA
201 PAG-RN Nkx2-2 Otx1 Gaba
0827 PAG-RN Nkx2-2 Otx1 Gaba_5
592_PAG-RN Nkx2-2 Otx1 Gaba_5
GABA
20 MB GABA
201 PAG-RN Nkx2-2 Otx1 Gaba
0828 PAG-RN Nkx2-2 Otx1 Gaba_6
593_PAG-RN Nkx2-2 Otx1 Gaba_6
GABA
20 MB GABA
202 PRT Tcf7l2 Gaba
0829 PRT Tcf7l2 Gaba_1
594_PRT Tcf7l2 Gaba_1
GABA
20 MB GABA
202 PRT Tcf7l2 Gaba
0829 PRT Tcf7l2 Gaba_1
595_PRT Tcf7l2 Gaba_1
GABA
20 MB GABA
202 PRT Tcf7l2 Gaba
0829 PRT Tcf7l2 Gaba_1
596_PRT Tcf7l2 Gaba_1
GABA
20 MB GABA
202 PRT Tcf7l2 Gaba
0829 PRT Tcf7l2 Gaba_1
597_PRT Tcf7l2 Gaba_1
GABA
20 MB GABA
205 SC-PAG Lef1 Emx2 Gaba
0844 SC-PAG Lef1 Emx2 Gaba_2
598_SC-PAG Lef1 Emx2 Gaba_2
GABA
20 MB GABA
205 SC-PAG Lef1 Emx2 Gaba
0844 SC-PAG Lef1 Emx2 Gaba_2
599_SC-PAG Lef1 Emx2 Gaba_2
GABA
20 MB GABA
205 SC-PAG Lef1 Emx2 Gaba
0846 SC-PAG Lef1 Emx2 Gaba_4
600_SC-PAG Lef1 Emx2 Gaba_4
GABA
20 MB GABA
206 SCm-PAG Cdh23 Gaba
0848 SCm-PAG Cdh23 Gaba_1
601_SCm-PAG Cdh23 Gaba_1
GABA
20 MB GABA
206 SCm-PAG Cdh23 Gaba
0848 SCm-PAG Cdh23 Gaba_1
602_SCm-PAG Cdh23 Gaba_1
GABA
20 MB GABA
206 SCm-PAG Cdh23 Gaba
0848 SCm-PAG Cdh23 Gaba_1
603_SCm-PAG Cdh23 Gaba_1
GABA
20 MB GABA
206 SCm-PAG Cdh23 Gaba
0848 SCm-PAG Cdh23 Gaba_1
604_SCm-PAG Cdh23 Gaba_1
GABA
20 MB GABA
206 SCm-PAG Cdh23 Gaba
0848 SCm-PAG Cdh23 Gaba_1
605_SCm-PAG Cdh23 Gaba_1
GABA
20 MB GABA
206 SCm-PAG Cdh23 Gaba
0850 SCm-PAG Cdh23 Gaba_3
606_SCm-PAG Cdh23 Gaba_3
GABA
20 MB GABA
206 SCm-PAG Cdh23 Gaba
0850 SCm-PAG Cdh23 Gaba_3
607_SCm-PAG Cdh23 Gaba_3
GABA
20 MB GABA
214 IPN Otp Crisp1 Gaba
0877 IPN Otp Crisp1 Gaba_1
608_IPN Otp Crisp1 Gaba_1
GABA
20 MB GABA
214 IPN Otp Crisp1 Gaba
0877 IPN Otp Crisp1 Gaba_1
609_IPN Otp Crisp1 Gaba_1
GABA
20 MB GABA
214 IPN Otp Crisp1 Gaba
0878 IPN Otp Crisp1 Gaba_2
610_IPN Otp Crisp1 Gaba_2
GABA
20 MB GABA
214 IPN Otp Crisp1 Gaba
0878 IPN Otp Crisp1 Gaba_2
611_IPN Otp Crisp1 Gaba_2
GABA
20 MB GABA
214 IPN Otp Crisp1 Gaba
0879 IPN Otp Crisp1 Gaba_3
612_IPN Otp Crisp1 Gaba_3
GABA
21 MB Dopa
215 SNc-VTA-RAmb Foxa1 Dopa
0880 SNc-VTA-RAmb Foxa1 Dopa_1
613_SNc-VTA-RAmb Foxa1 Dopa_1
Dopa
21 MB Dopa
215 SNc-VTA-RAmb Foxa1 Dopa
0880 SNc-VTA-RAmb Foxa1 Dopa_1
614_SNc-VTA-RAmb Foxa1 Dopa_1
Dopa
21 MB Dopa
215 SNc-VTA-RAmb Foxa1 Dopa
0881 SNc-VTA-RAmb Foxa1 Dopa_2
615_SNc-VTA-RAmb Foxa1 Dopa_2
Dopa
21 MB Dopa
215 SNc-VTA-RAmb Foxa1 Dopa
0881 SNc-VTA-RAmb Foxa1 Dopa_2
616_SNc-VTA-RAmb Foxa1 Dopa_2
Dopa
21 MB Dopa
215 SNc-VTA-RAmb Foxa1 Dopa
0882 SNc-VTA-RAmb Foxa1 Dopa_3
617_SNc-VTA-RAmb Foxa1 Dopa_3
Dopa
21 MB Dopa
215 SNc-VTA-RAmb Foxa1 Dopa
0882 SNc-VTA-RAmb Foxa1 Dopa_3
618_SNc-VTA-RAmb Foxa1 Dopa_3
Dopa
21 MB Dopa
215 SNc-VTA-RAmb Foxa1 Dopa
0882 SNc-VTA-RAmb Foxa1 Dopa_3
619_SNc-VTA-RAmb Foxa1 Dopa_3
Dopa
21 MB Dopa
215 SNc-VTA-RAmb Foxa1 Dopa
0883 SNc-VTA-RAmb Foxa1 Dopa_4
620_SNc-VTA-RAmb Foxa1 Dopa_4
Dopa
21 MB Dopa
215 SNc-VTA-RAmb Foxa1 Dopa
0883 SNc-VTA-RAmb Foxa1 Dopa_4
621_SNc-VTA-RAmb Foxa1 Dopa_4
Dopa
21 MB Dopa
215 SNc-VTA-RAmb Foxa1 Dopa
0883 SNc-VTA-RAmb Foxa1 Dopa_4
622_SNc-VTA-RAmb Foxa1 Dopa_4
Dopa
21 MB Dopa
215 SNc-VTA-RAmb Foxa1 Dopa
0883 SNc-VTA-RAmb Foxa1 Dopa_4
623_SNc-VTA-RAmb Foxa1 Dopa_4
Dopa
21 MB Dopa
215 SNc-VTA-RAmb Foxa1 Dopa
0884 SNc-VTA-RAmb Foxa1 Dopa_5
624_SNc-VTA-RAmb Foxa1 Dopa_5
Dopa
21 MB Dopa
215 SNc-VTA-RAmb Foxa1 Dopa
0884 SNc-VTA-RAmb Foxa1 Dopa_5
625_SNc-VTA-RAmb Foxa1 Dopa_5
Dopa
21 MB Dopa
215 SNc-VTA-RAmb Foxa1 Dopa
0885 SNc-VTA-RAmb Foxa1 Dopa_6
626_SNc-VTA-RAmb Foxa1 Dopa_6
Dopa
21 MB Dopa
215 SNc-VTA-RAmb Foxa1 Dopa
0886 SNc-VTA-RAmb Foxa1 Dopa_7
627_SNc-VTA-RAmb Foxa1 Dopa_7
Dopa
21 MB Dopa
215 SNc-VTA-RAmb Foxa1 Dopa
0887 SNc-VTA-RAmb Foxa1 Dopa_8
628_SNc-VTA-RAmb Foxa1 Dopa_8
Dopa
21 MB Dopa
215 SNc-VTA-RAmb Foxa1 Dopa
0887 SNc-VTA-RAmb Foxa1 Dopa_8
629_SNc-VTA-RAmb Foxa1 Dopa_8
Glut-GABA
22 MB-HB Sero
216 MB-MY Tph2 Glut-Sero
0888 MB-MY Tph2 Glut-Sero_1
630_MB-MY Tph2 Glut-Sero_1
Sero
22 MB-HB Sero
216 MB-MY Tph2 Glut-Sero
0888 MB-MY Tph2 Glut-Sero_1
631_MB-MY Tph2 Glut-Sero_1
Sero
22 MB-HB Sero
216 MB-MY Tph2 Glut-Sero
0888 MB-MY Tph2 Glut-Sero_1
632_MB-MY Tph2 Glut-Sero_1
Sero
22 MB-HB Sero
216 MB-MY Tph2 Glut-Sero
0888 MB-MY Tph2 Glut-Sero_1
633_MB-MY Tph2 Glut-Sero_1
Sero
22 MB-HB Sero
216 MB-MY Tph2 Glut-Sero
0889 MB-MY Tph2 Glut-Sero_2
634_MB-MY Tph2 Glut-Sero_2
Glut
22 MB-HB Sero
216 MB-MY Tph2 Glut-Sero
0889 MB-MY Tph2 Glut-Sero_2
635_MB-MY Tph2 Glut-Sero_2
Glut
22 MB-HB Sero
216 MB-MY Tph2 Glut-Sero
0890 MB-MY Tph2 Glut-Sero_3
636_MB-MY Tph2 Glut-Sero_3
Glut
22 MB-HB Sero
216 MB-MY Tph2 Glut-Sero
0890 MB-MY Tph2 Glut-Sero_3
637_MB-MY Tph2 Glut-Sero_3
Glut
22 MB-HB Sero
216 MB-MY Tph2 Glut-Sero
0891 MB-MY Tph2 Glut-Sero_4
638_MB-MY Tph2 Glut-Sero_4
Sero
22 MB-HB Sero
216 MB-MY Tph2 Glut-Sero
0891 MB-MY Tph2 Glut-Sero_4
639_MB-MY Tph2 Glut-Sero_4
Sero
22 MB-HB Sero
216 MB-MY Tph2 Glut-Sero
0892 MB-MY Tph2 Glut-Sero_5
640_MB-MY Tph2 Glut-Sero_5
Glut
22 MB-HB Sero
216 MB-MY Tph2 Glut-Sero
0893 MB-MY Tph2 Glut-Sero_6
641_MB-MY Tph2 Glut-Sero_6
Sero
23 P Glut
220 PB Pax5 Glut
0904 PB Pax5 Glut_1
642_PB Pax5 Glut_1
Glut
23 P Glut
221 LDT-PCG Vsx2 Lhx4 Glut
0906 LDT-PCG Vsx2 Lhx4 Glut_1
643_LDT-PCG Vsx2 Lhx4 Glut_1
Glut
23 P Glut
221 LDT-PCG Vsx2 Lhx4 Glut
0906 LDT-PCG Vsx2 Lhx4 Glut_1
644_LDT-PCG Vsx2 Lhx4 Glut_1
Glut
23 P Glut
221 LDT-PCG Vsx2 Lhx4 Glut
0906 LDT-PCG Vsx2 Lhx4 Glut_1
645_LDT-PCG Vsx2 Lhx4 Glut_1
Glut
23 P Glut
221 LDT-PCG Vsx2 Lhx4 Glut
0907 LDT-PCG Vsx2 Lhx4 Glut_2
646_LDT-PCG Vsx2 Lhx4 Glut_2
Glut
23 P Glut
221 LDT-PCG Vsx2 Lhx4 Glut
0907 LDT-PCG Vsx2 Lhx4 Glut_2
647_LDT-PCG Vsx2 Lhx4 Glut_2
Glut
23 P Glut
221 LDT-PCG Vsx2 Lhx4 Glut
0907 LDT-PCG Vsx2 Lhx4 Glut_2
648_LDT-PCG Vsx2 Lhx4 Glut_2
Glut
23 P Glut
221 LDT-PCG Vsx2 Lhx4 Glut
0908 LDT-PCG Vsx2 Lhx4 Glut_3
649_LDT-PCG Vsx2 Lhx4 Glut_3
Glut
23 P Glut
221 LDT-PCG Vsx2 Lhx4 Glut
0908 LDT-PCG Vsx2 Lhx4 Glut_3
650_LDT-PCG Vsx2 Lhx4 Glut_3
Glut
23 P Glut
221 LDT-PCG Vsx2 Lhx4 Glut
0908 LDT-PCG Vsx2 Lhx4 Glut_3
651_LDT-PCG Vsx2 Lhx4 Glut_3
Glut
23 P Glut
221 LDT-PCG Vsx2 Lhx4 Glut
0909 LDT-PCG Vsx2 Lhx4 Glut_4
652_LDT-PCG Vsx2 Lhx4 Glut_4
Glut
23 P Glut
221 LDT-PCG Vsx2 Lhx4 Glut
0909 LDT-PCG Vsx2 Lhx4 Glut_4
653_LDT-PCG Vsx2 Lhx4 Glut_4
Glut
23 P Glut
221 LDT-PCG Vsx2 Lhx4 Glut
0909 LDT-PCG Vsx2 Lhx4 Glut_4
654_LDT-PCG Vsx2 Lhx4 Glut_4
Glut
23 P Glut
221 LDT-PCG Vsx2 Lhx4 Glut
0909 LDT-PCG Vsx2 Lhx4 Glut_4
655_LDT-PCG Vsx2 Lhx4 Glut_4
Glut
23 P Glut
221 LDT-PCG Vsx2 Lhx4 Glut
0910 LDT-PCG Vsx2 Lhx4 Glut_5
656_LDT-PCG Vsx2 Lhx4 Glut_5
Glut
23 P Glut
221 LDT-PCG Vsx2 Lhx4 Glut
0911 LDT-PCG Vsx2 Lhx4 Glut_6
657_LDT-PCG Vsx2 Lhx4 Glut_6
Glut
23 P Glut
221 LDT-PCG Vsx2 Lhx4 Glut
0912 LDT-PCG Vsx2 Lhx4 Glut_7
658_LDT-PCG Vsx2 Lhx4 Glut_7
Glut
23 P Glut
221 LDT-PCG Vsx2 Lhx4 Glut
0912 LDT-PCG Vsx2 Lhx4 Glut_7
659_LDT-PCG Vsx2 Lhx4 Glut_7
Glut
23 P Glut
221 LDT-PCG Vsx2 Lhx4 Glut
0912 LDT-PCG Vsx2 Lhx4 Glut_7
660_LDT-PCG Vsx2 Lhx4 Glut_7
Glut
23 P Glut
223 B-PB Nr4a2 Glut
0923 B-PB Nr4a2 Glut_1
661_B-PB Nr4a2 Glut_1
Glut
23 P Glut
223 B-PB Nr4a2 Glut
0923 B-PB Nr4a2 Glut_1
662_B-PB Nr4a2 Glut_1
Glut
23 P Glut
224 PCG-PRNr Vsx2 Nkx6-1 Glut
0925 PCG-PRNr Vsx2 Nkx6-1 Glut_1
663_PCG-PRNr Vsx2 Nkx6-1 Glut_1
Glut
23 P Glut
224 PCG-PRNr Vsx2 Nkx6-1 Glut
0926 PCG-PRNr Vsx2 Nkx6-1 Glut_2
664_PCG-PRNr Vsx2 Nkx6-1 Glut_2
Glut
23 P Glut
224 PCG-PRNr Vsx2 Nkx6-1 Glut
0926 PCG-PRNr Vsx2 Nkx6-1 Glut_2
665_PCG-PRNr Vsx2 Nkx6-1 Glut_2
Glut
23 P Glut
224 PCG-PRNr Vsx2 Nkx6-1 Glut
0926 PCG-PRNr Vsx2 Nkx6-1 Glut_2
666_PCG-PRNr Vsx2 Nkx6-1 Glut_2
Glut
23 P Glut
224 PCG-PRNr Vsx2 Nkx6-1 Glut
0927 PCG-PRNr Vsx2 Nkx6-1 Glut_3
667_PCG-PRNr Vsx2 Nkx6-1 Glut_3
Glut
23 P Glut
224 PCG-PRNr Vsx2 Nkx6-1 Glut
0927 PCG-PRNr Vsx2 Nkx6-1 Glut_3
668_PCG-PRNr Vsx2 Nkx6-1 Glut_3
Glut
23 P Glut
224 PCG-PRNr Vsx2 Nkx6-1 Glut
0927 PCG-PRNr Vsx2 Nkx6-1 Glut_3
669_PCG-PRNr Vsx2 Nkx6-1 Glut_3
Glut
23 P Glut
224 PCG-PRNr Vsx2 Nkx6-1 Glut
0928 PCG-PRNr Vsx2 Nkx6-1 Glut_4
670_PCG-PRNr Vsx2 Nkx6-1 Glut_4
Glut
23 P Glut
225 PRNc-NI-SG-RPO Vsx2 Nr4a2 Glut
0931 PRNc-NI-SG-RPO Vsx2 Nr4a2 Glut_1
671_PRNc-NI-SG-RPO Vsx2 Nr4a2 Glut_1
Glut
23 P Glut
225 PRNc-NI-SG-RPO Vsx2 Nr4a2 Glut
0931 PRNc-NI-SG-RPO Vsx2 Nr4a2 Glut_1
672_PRNc-NI-SG-RPO Vsx2 Nr4a2 Glut_1
Glut
23 P Glut
225 PRNc-NI-SG-RPO Vsx2 Nr4a2 Glut
0932 PRNc-NI-SG-RPO Vsx2 Nr4a2 Glut_2
673_PRNc-NI-SG-RPO Vsx2 Nr4a2 Glut_2
Glut
23 P Glut
225 PRNc-NI-SG-RPO Vsx2 Nr4a2 Glut
0932 PRNc-NI-SG-RPO Vsx2 Nr4a2 Glut_2
674_PRNc-NI-SG-RPO Vsx2 Nr4a2 Glut_2
Glut
23 P Glut
225 PRNc-NI-SG-RPO Vsx2 Nr4a2 Glut
0933 PRNc-NI-SG-RPO Vsx2 Nr4a2 Glut_3
675_PRNc-NI-SG-RPO Vsx2 Nr4a2 Glut_3
Glut
23 P Glut
226 PRNc-PARN Tlx1 Glut
0935 PRNc-PARN Tlx1 Glut_1
676_PRNc-PARN Tlx1 Glut_1
Glut
23 P Glut
230 PRNr Otp Nfib Glut
0945 PRNr Otp Nfib Glut_1
677_PRNr Otp Nfib Glut_1
Glut
23 P Glut
231 IPN-LDT Vsx2 Nkx6-1 Glut
0946 IPN-LDT Vsx2 Nkx6-1 Glut_1
678_IPN-LDT Vsx2 Nkx6-1 Glut_1
Glut
23 P Glut
231 IPN-LDT Vsx2 Nkx6-1 Glut
0946 IPN-LDT Vsx2 Nkx6-1 Glut_1
679_IPN-LDT Vsx2 Nkx6-1 Glut_1
Glut
23 P Glut
231 IPN-LDT Vsx2 Nkx6-1 Glut
0947 IPN-LDT Vsx2 Nkx6-1 Glut_2
680_IPN-LDT Vsx2 Nkx6-1 Glut_2
Glut
23 P Glut
231 IPN-LDT Vsx2 Nkx6-1 Glut
0947 IPN-LDT Vsx2 Nkx6-1 Glut_2
681_IPN-LDT Vsx2 Nkx6-1 Glut_2
Glut
23 P Glut
232 LDT Vsx2 Nkx6-1 Nfib Glut
0948 LDT Vsx2 Nkx6-1 Nfib Glut_1
682_LDT Vsx2 Nkx6-1 Nfib Glut_1
Glut
23 P Glut
232 LDT Vsx2 Nkx6-1 Nfib Glut
0948 LDT Vsx2 Nkx6-1 Nfib Glut_1
683_LDT Vsx2 Nkx6-1 Nfib Glut_1
Glut
23 P Glut
232 LDT Vsx2 Nkx6-1 Nfib Glut
0948 LDT Vsx2 Nkx6-1 Nfib Glut_1
684_LDT Vsx2 Nkx6-1 Nfib Glut_1
Glut
23 P Glut
232 LDT Vsx2 Nkx6-1 Nfib Glut
0948 LDT Vsx2 Nkx6-1 Nfib Glut_1
685_LDT Vsx2 Nkx6-1 Nfib Glut_1
Glut
23 P Glut
232 LDT Vsx2 Nkx6-1 Nfib Glut
0949 LDT Vsx2 Nkx6-1 Nfib Glut_2
686_LDT Vsx2 Nkx6-1 Nfib Glut_2
Glut
23 P Glut
235 PG-TRN-LRN Fat2 Glut
0953 PG-TRN-LRN Fat2 Glut_1
687_PG-TRN-LRN Fat2 Glut_1
Glut
23 P Glut
235 PG-TRN-LRN Fat2 Glut
0953 PG-TRN-LRN Fat2 Glut_1
688_PG-TRN-LRN Fat2 Glut_1
Glut
23 P Glut
235 PG-TRN-LRN Fat2 Glut
0953 PG-TRN-LRN Fat2 Glut_1
689_PG-TRN-LRN Fat2 Glut_1
Glut
23 P Glut
235 PG-TRN-LRN Fat2 Glut
0953 PG-TRN-LRN Fat2 Glut_1
690_PG-TRN-LRN Fat2 Glut_1
Glut
24 MY Glut
237 PRP-NI-PRNc-GRN Otp Glut
0956 PRP-NI-PRNc-GRN Otp Glut_2
691_PRP-NI-PRNc-GRN Otp Glut_2
Glut
24 MY Glut
237 PRP-NI-PRNc-GRN Otp Glut
0957 PRP-NI-PRNc-GRN Otp Glut_3
692_PRP-NI-PRNc-GRN Otp Glut_3
Glut
24 MY Glut
237 PRP-NI-PRNc-GRN Otp Glut
0958 PRP-NI-PRNc-GRN Otp Glut_4
693_PRP-NI-PRNc-GRN Otp Glut_4
Glut
24 MY Glut
237 PRP-NI-PRNc-GRN Otp Glut
0958 PRP-NI-PRNc-GRN Otp Glut_4
694_PRP-NI-PRNc-GRN Otp Glut_4
Glut
24 MY Glut
251 NTS Dbh Glut
1007 NTS Dbh Glut_4
695_NTS Dbh Glut_4
Glut
26 P GABA
263 CS-RPO Meis2 Gaba
1031 CS-RPO Meis2 Gaba_1
696_CS-RPO Meis2 Gaba_1
GABA
26 P GABA
263 CS-RPO Meis2 Gaba
1032 CS-RPO Meis2 Gaba_2
697_CS-RPO Meis2 Gaba_2
GABA
26 P GABA
263 CS-RPO Meis2 Gaba
1033 CS-RPO Meis2 Gaba_3
698_CS-RPO Meis2 Gaba_3
Glut-GABA
26 P GABA
263 CS-RPO Meis2 Gaba
1033 CS-RPO Meis2 Gaba_3
699_CS-RPO Meis2 Gaba_3
GABA
26 P GABA
263 CS-RPO Meis2 Gaba
1034 CS-RPO Meis2 Gaba_4
700_CS-RPO Meis2 Gaba_4
GABA
26 P GABA
263 CS-RPO Meis2 Gaba
1034 CS-RPO Meis2 Gaba_4
701_CS-RPO Meis2 Gaba_4
GABA
26 P GABA
263 CS-RPO Meis2 Gaba
1034 CS-RPO Meis2 Gaba_4
702_CS-RPO Meis2 Gaba_4
GABA
26 P GABA
263 CS-RPO Meis2 Gaba
1035 CS-RPO Meis2 Gaba_5
703_CS-RPO Meis2 Gaba_5
GABA
26 P GABA
263 CS-RPO Meis2 Gaba
1035 CS-RPO Meis2 Gaba_5
704_CS-RPO Meis2 Gaba_5
GABA
26 P GABA
264 PRNc Otp Gly-Gaba
1036 PRNc Otp Gly-Gaba_1
705_PRNc Otp Gly-Gaba_1
GABA-Glyc
26 P GABA
264 PRNc Otp Gly-Gaba
1036 PRNc Otp Gly-Gaba_1
706_PRNc Otp Gly-Gaba_1
GABA-Glyc
26 P GABA
264 PRNc Otp Gly-Gaba
1036 PRNc Otp Gly-Gaba_1
707_PRNc Otp Gly-Gaba_1
GABA-Glyc
26 P GABA
264 PRNc Otp Gly-Gaba
1036 PRNc Otp Gly-Gaba_1
708_PRNc Otp Gly-Gaba_1
GABA-Glyc
26 P GABA
264 PRNc Otp Gly-Gaba
1037 PRNc Otp Gly-Gaba_2
709_PRNc Otp Gly-Gaba_2
GABA-Glyc
26 P GABA
264 PRNc Otp Gly-Gaba
1038 PRNc Otp Gly-Gaba_3
710_PRNc Otp Gly-Gaba_3
GABA-Glyc
26 P GABA
264 PRNc Otp Gly-Gaba
1039 PRNc Otp Gly-Gaba_4
711_PRNc Otp Gly-Gaba_4
GABA-Glyc
26 P GABA
264 PRNc Otp Gly-Gaba
1039 PRNc Otp Gly-Gaba_4
712_PRNc Otp Gly-Gaba_4
GABA-Glyc
26 P GABA
264 PRNc Otp Gly-Gaba
1039 PRNc Otp Gly-Gaba_4
713_PRNc Otp Gly-Gaba_4
GABA-Glyc
26 P GABA
264 PRNc Otp Gly-Gaba
1040 PRNc Otp Gly-Gaba_5
714_PRNc Otp Gly-Gaba_5
GABA-Glyc
26 P GABA
265 PB Sst Gly-Gaba
1041 PB Sst Gly-Gaba_1
715_PB Sst Gly-Gaba_1
Glut-GABA
26 P GABA
266 PRNc Prox1 Brs3 Gly-Gaba
1043 PRNc Prox1 Brs3 Gly-Gaba_1
716_PRNc Prox1 Brs3 Gly-Gaba_1
GABA-Glyc
26 P GABA
267 CS-PRNr-PCG Tmem163 Otp Gaba
1044 CS-PRNr-PCG Tmem163 Otp Gaba_1
717_CS-PRNr-PCG Tmem163 Otp Gaba_1
GABA
26 P GABA
267 CS-PRNr-PCG Tmem163 Otp Gaba
1044 CS-PRNr-PCG Tmem163 Otp Gaba_1
718_CS-PRNr-PCG Tmem163 Otp Gaba_1
GABA
26 P GABA
267 CS-PRNr-PCG Tmem163 Otp Gaba
1044 CS-PRNr-PCG Tmem163 Otp Gaba_1
719_CS-PRNr-PCG Tmem163 Otp Gaba_1
GABA
26 P GABA
267 CS-PRNr-PCG Tmem163 Otp Gaba
1044 CS-PRNr-PCG Tmem163 Otp Gaba_1
720_CS-PRNr-PCG Tmem163 Otp Gaba_1
GABA
26 P GABA
267 CS-PRNr-PCG Tmem163 Otp Gaba
1044 CS-PRNr-PCG Tmem163 Otp Gaba_1
721_CS-PRNr-PCG Tmem163 Otp Gaba_1
GABA
26 P GABA
267 CS-PRNr-PCG Tmem163 Otp Gaba
1044 CS-PRNr-PCG Tmem163 Otp Gaba_1
722_CS-PRNr-PCG Tmem163 Otp Gaba_1
GABA
26 P GABA
267 CS-PRNr-PCG Tmem163 Otp Gaba
1044 CS-PRNr-PCG Tmem163 Otp Gaba_1
723_CS-PRNr-PCG Tmem163 Otp Gaba_1
GABA
26 P GABA
267 CS-PRNr-PCG Tmem163 Otp Gaba
1045 CS-PRNr-PCG Tmem163 Otp Gaba_2
724_CS-PRNr-PCG Tmem163 Otp Gaba_2
GABA
26 P GABA
268 CS-PRNr-DR En1 Sox2 Gaba
1047 CS-PRNr-DR En1 Sox2 Gaba_1
725_CS-PRNr-DR En1 Sox2 Gaba_1
GABA
26 P GABA
268 CS-PRNr-DR En1 Sox2 Gaba
1047 CS-PRNr-DR En1 Sox2 Gaba_1
726_CS-PRNr-DR En1 Sox2 Gaba_1
GABA
26 P GABA
268 CS-PRNr-DR En1 Sox2 Gaba
1047 CS-PRNr-DR En1 Sox2 Gaba_1
727_CS-PRNr-DR En1 Sox2 Gaba_1
GABA
26 P GABA
268 CS-PRNr-DR En1 Sox2 Gaba
1048 CS-PRNr-DR En1 Sox2 Gaba_2
728_CS-PRNr-DR En1 Sox2 Gaba_2
GABA
26 P GABA
268 CS-PRNr-DR En1 Sox2 Gaba
1048 CS-PRNr-DR En1 Sox2 Gaba_2
729_CS-PRNr-DR En1 Sox2 Gaba_2
GABA
26 P GABA
269 LDT Fgf7 Gaba
1049 LDT Fgf7 Gaba_1
730_LDT Fgf7 Gaba_1
GABA
26 P GABA
270 LDT-DTN Gata3 Nfix Gaba
1050 LDT-DTN Gata3 Nfix Gaba_1
731_LDT-DTN Gata3 Nfix Gaba_1
GABA
26 P GABA
270 LDT-DTN Gata3 Nfix Gaba
1050 LDT-DTN Gata3 Nfix Gaba_1
732_LDT-DTN Gata3 Nfix Gaba_1
GABA
26 P GABA
270 LDT-DTN Gata3 Nfix Gaba
1051 LDT-DTN Gata3 Nfix Gaba_2
733_LDT-DTN Gata3 Nfix Gaba_2
GABA
26 P GABA
270 LDT-DTN Gata3 Nfix Gaba
1051 LDT-DTN Gata3 Nfix Gaba_2
734_LDT-DTN Gata3 Nfix Gaba_2
GABA
26 P GABA
271 NI-RPO Gata3 Nr4a2 Gaba
1052 NI-RPO Gata3 Nr4a2 Gaba_1
735_NI-RPO Gata3 Nr4a2 Gaba_1
GABA
26 P GABA
271 NI-RPO Gata3 Nr4a2 Gaba
1052 NI-RPO Gata3 Nr4a2 Gaba_1
736_NI-RPO Gata3 Nr4a2 Gaba_1
Glut-GABA
26 P GABA
271 NI-RPO Gata3 Nr4a2 Gaba
1053 NI-RPO Gata3 Nr4a2 Gaba_2
737_NI-RPO Gata3 Nr4a2 Gaba_2
Glut-GABA
26 P GABA
271 NI-RPO Gata3 Nr4a2 Gaba
1053 NI-RPO Gata3 Nr4a2 Gaba_2
738_NI-RPO Gata3 Nr4a2 Gaba_2
Glut-GABA
26 P GABA
271 NI-RPO Gata3 Nr4a2 Gaba
1055 NI-RPO Gata3 Nr4a2 Gaba_4
739_NI-RPO Gata3 Nr4a2 Gaba_4
Glut
26 P GABA
272 LDT-PCG-CS Gata3 Lhx1 Gaba
1056 LDT-PCG-CS Gata3 Lhx1 Gaba_1
740_LDT-PCG-CS Gata3 Lhx1 Gaba_1
GABA
26 P GABA
272 LDT-PCG-CS Gata3 Lhx1 Gaba
1057 LDT-PCG-CS Gata3 Lhx1 Gaba_2
741_LDT-PCG-CS Gata3 Lhx1 Gaba_2
GABA
26 P GABA
272 LDT-PCG-CS Gata3 Lhx1 Gaba
1057 LDT-PCG-CS Gata3 Lhx1 Gaba_2
742_LDT-PCG-CS Gata3 Lhx1 Gaba_2
GABA
26 P GABA
272 LDT-PCG-CS Gata3 Lhx1 Gaba
1058 LDT-PCG-CS Gata3 Lhx1 Gaba_3
743_LDT-PCG-CS Gata3 Lhx1 Gaba_3
Glut-GABA
26 P GABA
272 LDT-PCG-CS Gata3 Lhx1 Gaba
1059 LDT-PCG-CS Gata3 Lhx1 Gaba_4
744_LDT-PCG-CS Gata3 Lhx1 Gaba_4
GABA
26 P GABA
273 PDTg-PCG Pax6 Gaba
1061 PDTg-PCG Pax6 Gaba_1
745_PDTg-PCG Pax6 Gaba_1
GABA
26 P GABA
273 PDTg-PCG Pax6 Gaba
1061 PDTg-PCG Pax6 Gaba_1
746_PDTg-PCG Pax6 Gaba_1
GABA
26 P GABA
273 PDTg-PCG Pax6 Gaba
1061 PDTg-PCG Pax6 Gaba_1
747_PDTg-PCG Pax6 Gaba_1
GABA
26 P GABA
273 PDTg-PCG Pax6 Gaba
1061 PDTg-PCG Pax6 Gaba_1
748_PDTg-PCG Pax6 Gaba_1
GABA
26 P GABA
273 PDTg-PCG Pax6 Gaba
1061 PDTg-PCG Pax6 Gaba_1
749_PDTg-PCG Pax6 Gaba_1
GABA
26 P GABA
273 PDTg-PCG Pax6 Gaba
1061 PDTg-PCG Pax6 Gaba_1
750_PDTg-PCG Pax6 Gaba_1
GABA
26 P GABA
273 PDTg-PCG Pax6 Gaba
1062 PDTg-PCG Pax6 Gaba_2
751_PDTg-PCG Pax6 Gaba_2
Glut-GABA
26 P GABA
273 PDTg-PCG Pax6 Gaba
1062 PDTg-PCG Pax6 Gaba_2
752_PDTg-PCG Pax6 Gaba_2
Glut-GABA
26 P GABA
273 PDTg-PCG Pax6 Gaba
1063 PDTg-PCG Pax6 Gaba_3
753_PDTg-PCG Pax6 Gaba_3
GABA
26 P GABA
273 PDTg-PCG Pax6 Gaba
1063 PDTg-PCG Pax6 Gaba_3
754_PDTg-PCG Pax6 Gaba_3
GABA
26 P GABA
273 PDTg-PCG Pax6 Gaba
1064 PDTg-PCG Pax6 Gaba_4
755_PDTg-PCG Pax6 Gaba_4
Glut-GABA
26 P GABA
274 PDTg Otp Shroom3 Gaba
1065 PDTg Otp Shroom3 Gaba_1
756_PDTg Otp Shroom3 Gaba_1
GABA
26 P GABA
275 PDTg Otp Olig3 Gaba
1066 PDTg Otp Olig3 Gaba_1
757_PDTg Otp Olig3 Gaba_1
GABA
26 P GABA
276 LDT-PCG St18 Gaba
1067 LDT-PCG St18 Gaba_1
758_LDT-PCG St18 Gaba_1
GABA
26 P GABA
276 LDT-PCG St18 Gaba
1067 LDT-PCG St18 Gaba_1
759_LDT-PCG St18 Gaba_1
GABA
26 P GABA
276 LDT-PCG St18 Gaba
1067 LDT-PCG St18 Gaba_1
760_LDT-PCG St18 Gaba_1
GABA
26 P GABA
276 LDT-PCG St18 Gaba
1067 LDT-PCG St18 Gaba_1
761_LDT-PCG St18 Gaba_1
GABA
26 P GABA
276 LDT-PCG St18 Gaba
1067 LDT-PCG St18 Gaba_1
762_LDT-PCG St18 Gaba_1
GABA-Glyc
26 P GABA
276 LDT-PCG St18 Gaba
1067 LDT-PCG St18 Gaba_1
763_LDT-PCG St18 Gaba_1
GABA
26 P GABA
276 LDT-PCG St18 Gaba
1068 LDT-PCG St18 Gaba_2
764_LDT-PCG St18 Gaba_2
GABA
26 P GABA
277 DTN-LDT-IPN Otp Pax3 Gaba
1069 DTN-LDT-IPN Otp Pax3 Gaba_1
765_DTN-LDT-IPN Otp Pax3 Gaba_1
GABA
26 P GABA
277 DTN-LDT-IPN Otp Pax3 Gaba
1069 DTN-LDT-IPN Otp Pax3 Gaba_1
766_DTN-LDT-IPN Otp Pax3 Gaba_1
GABA
26 P GABA
277 DTN-LDT-IPN Otp Pax3 Gaba
1070 DTN-LDT-IPN Otp Pax3 Gaba_2
767_DTN-LDT-IPN Otp Pax3 Gaba_2
GABA
26 P GABA
277 DTN-LDT-IPN Otp Pax3 Gaba
1070 DTN-LDT-IPN Otp Pax3 Gaba_2
768_DTN-LDT-IPN Otp Pax3 Gaba_2
GABA
26 P GABA
277 DTN-LDT-IPN Otp Pax3 Gaba
1071 DTN-LDT-IPN Otp Pax3 Gaba_3
769_DTN-LDT-IPN Otp Pax3 Gaba_3
GABA
26 P GABA
277 DTN-LDT-IPN Otp Pax3 Gaba
1071 DTN-LDT-IPN Otp Pax3 Gaba_3
770_DTN-LDT-IPN Otp Pax3 Gaba_3
GABA
26 P GABA
277 DTN-LDT-IPN Otp Pax3 Gaba
1071 DTN-LDT-IPN Otp Pax3 Gaba_3
771_DTN-LDT-IPN Otp Pax3 Gaba_3
GABA
26 P GABA
277 DTN-LDT-IPN Otp Pax3 Gaba
1072 DTN-LDT-IPN Otp Pax3 Gaba_4
772_DTN-LDT-IPN Otp Pax3 Gaba_4
GABA
26 P GABA
277 DTN-LDT-IPN Otp Pax3 Gaba
1072 DTN-LDT-IPN Otp Pax3 Gaba_4
773_DTN-LDT-IPN Otp Pax3 Gaba_4
GABA
26 P GABA
277 DTN-LDT-IPN Otp Pax3 Gaba
1072 DTN-LDT-IPN Otp Pax3 Gaba_4
774_DTN-LDT-IPN Otp Pax3 Gaba_4
GABA
26 P GABA
277 DTN-LDT-IPN Otp Pax3 Gaba
1073 DTN-LDT-IPN Otp Pax3 Gaba_5
775_DTN-LDT-IPN Otp Pax3 Gaba_5
GABA
26 P GABA
277 DTN-LDT-IPN Otp Pax3 Gaba
1073 DTN-LDT-IPN Otp Pax3 Gaba_5
776_DTN-LDT-IPN Otp Pax3 Gaba_5
GABA
26 P GABA
277 DTN-LDT-IPN Otp Pax3 Gaba
1073 DTN-LDT-IPN Otp Pax3 Gaba_5
777_DTN-LDT-IPN Otp Pax3 Gaba_5
GABA
30 Astro-Epen
318 Astro-NT NN
1159 Astro-NT NN_1
778_Astro-NT NN_1
No-NT
30 Astro-Epen
318 Astro-NT NN
1159 Astro-NT NN_1
779_Astro-NT NN_1
No-NT
30 Astro-Epen
318 Astro-NT NN
1160 Astro-NT NN_2
780_Astro-NT NN_2
No-NT
30 Astro-Epen
318 Astro-NT NN
1160 Astro-NT NN_2
781_Astro-NT NN_2
No-NT
30 Astro-Epen
318 Astro-NT NN
1160 Astro-NT NN_2
782_Astro-NT NN_2
No-NT
30 Astro-Epen
318 Astro-NT NN
1160 Astro-NT NN_2
783_Astro-NT NN_2
No-NT
30 Astro-Epen
318 Astro-NT NN
1160 Astro-NT NN_2
784_Astro-NT NN_2
No-NT
30 Astro-Epen
319 Astro-TE NN
1161 Astro-TE NN_1
785_Astro-TE NN_1
No-NT
30 Astro-Epen
319 Astro-TE NN
1162 Astro-TE NN_2
786_Astro-TE NN_2
No-NT
30 Astro-Epen
319 Astro-TE NN
1163 Astro-TE NN_3
787_Astro-TE NN_3
No-NT
30 Astro-Epen
319 Astro-TE NN
1163 Astro-TE NN_3
788_Astro-TE NN_3
Glut
30 Astro-Epen
319 Astro-TE NN
1165 Astro-TE NN_5
789_Astro-TE NN_5
No-NT
30 Astro-Epen
321 Astroependymal NN
1171 Astroependymal NN_3
790_Astroependymal NN_3
No-NT
30 Astro-Epen
321 Astroependymal NN
1171 Astroependymal NN_3
791_Astroependymal NN_3
No-NT
30 Astro-Epen
322 Tanycyte NN
1173 Tanycyte NN_2
792_Tanycyte NN_2
No-NT
30 Astro-Epen
322 Tanycyte NN
1173 Tanycyte NN_2
793_Tanycyte NN_2
No-NT
30 Astro-Epen
322 Tanycyte NN
1173 Tanycyte NN_2
794_Tanycyte NN_2
Glut
30 Astro-Epen
322 Tanycyte NN
1173 Tanycyte NN_2
795_Tanycyte NN_2
No-NT
30 Astro-Epen
322 Tanycyte NN
1173 Tanycyte NN_2
796_Tanycyte NN_2
No-NT
30 Astro-Epen
322 Tanycyte NN
1173 Tanycyte NN_2
797_Tanycyte NN_2
No-NT
30 Astro-Epen
323 Ependymal NN
1175 Ependymal NN_1
798_Ependymal NN_1
No-NT
30 Astro-Epen
323 Ependymal NN
1175 Ependymal NN_1
799_Ependymal NN_1
No-NT
30 Astro-Epen
323 Ependymal NN
1175 Ependymal NN_1
800_Ependymal NN_1
No-NT
30 Astro-Epen
324 Hypendymal NN
1177 Hypendymal NN_1
801_Hypendymal NN_1
No-NT
31 OPC-Oligo
326 OPC NN
1179 OPC NN_1
802_OPC NN_1
No-NT
31 OPC-Oligo
326 OPC NN
1179 OPC NN_1
803_OPC NN_1
No-NT
31 OPC-Oligo
326 OPC NN
1179 OPC NN_1
804_OPC NN_1
No-NT
31 OPC-Oligo
326 OPC NN
1179 OPC NN_1
805_OPC NN_1
No-NT
31 OPC-Oligo
327 Oligo NN
1181 COP NN_1
806_COP NN_1
No-NT
31 OPC-Oligo
327 Oligo NN
1181 COP NN_1
807_COP NN_1
No-NT
31 OPC-Oligo
327 Oligo NN
1182 NFOL NN_2
808_NFOL NN_2
No-NT
31 OPC-Oligo
327 Oligo NN
1182 NFOL NN_2
809_NFOL NN_2
No-NT
31 OPC-Oligo
327 Oligo NN
1182 NFOL NN_2
810_NFOL NN_2
No-NT
31 OPC-Oligo
327 Oligo NN
1183 MFOL NN_3
811_MFOL NN_3
No-NT
31 OPC-Oligo
327 Oligo NN
1183 MFOL NN_3
812_MFOL NN_3
No-NT
31 OPC-Oligo
327 Oligo NN
1183 MFOL NN_3
813_MFOL NN_3
No-NT
31 OPC-Oligo
327 Oligo NN
1184 MOL NN_4
814_MOL NN_4
No-NT
31 OPC-Oligo
327 Oligo NN
1184 MOL NN_4
815_MOL NN_4
No-NT
31 OPC-Oligo
327 Oligo NN
1184 MOL NN_4
816_MOL NN_4
No-NT
31 OPC-Oligo
327 Oligo NN
1184 MOL NN_4
817_MOL NN_4
No-NT
31 OPC-Oligo
327 Oligo NN
1184 MOL NN_4
818_MOL NN_4
No-NT
31 OPC-Oligo
327 Oligo NN
1184 MOL NN_4
819_MOL NN_4
No-NT
33 Vascular
329 ABC NN
1186 ABC NN_1
820_ABC NN_1
No-NT
33 Vascular
330 VLMC NN
1187 VLMC NN_1
821_VLMC NN_1
No-NT
33 Vascular
330 VLMC NN
1187 VLMC NN_1
822_VLMC NN_1
No-NT
33 Vascular
330 VLMC NN
1188 VLMC NN_2
823_VLMC NN_2
No-NT
33 Vascular
330 VLMC NN
1188 VLMC NN_2
824_VLMC NN_2
No-NT
33 Vascular
331 Peri NN
1191 Peri NN_1
825_Peri NN_1
No-NT
33 Vascular
331 Peri NN
1191 Peri NN_1
826_Peri NN_1
No-NT
33 Vascular
331 Peri NN
1191 Peri NN_1
827_Peri NN_1
No-NT
33 Vascular
331 Peri NN
1191 Peri NN_1
828_Peri NN_1
No-NT
33 Vascular
332 SMC NN
1192 SMC NN_1
829_SMC NN_1
No-NT
33 Vascular
332 SMC NN
1192 SMC NN_1
830_SMC NN_1
No-NT
33 Vascular
332 SMC NN
1192 SMC NN_1
831_SMC NN_1
No-NT
33 Vascular
332 SMC NN
1192 SMC NN_1
832_SMC NN_1
No-NT
33 Vascular
333 Endo NN
1193 Endo NN_1
833_Endo NN_1
No-NT
33 Vascular
333 Endo NN
1193 Endo NN_1
834_Endo NN_1
No-NT
33 Vascular
333 Endo NN
1193 Endo NN_1
835_Endo NN_1
No-NT
33 Vascular
333 Endo NN
1193 Endo NN_1
836_Endo NN_1
No-NT
33 Vascular
333 Endo NN
1193 Endo NN_1
837_Endo NN_1
No-NT
33 Vascular
333 Endo NN
1193 Endo NN_1
838_Endo NN_1
No-NT
33 Vascular
333 Endo NN
1193 Endo NN_1
839_Endo NN_1
Glut
34 Immune
334 Microglia NN
1194 Microglia NN_1
840_Microglia NN_1
No-NT
34 Immune
334 Microglia NN
1194 Microglia NN_1
841_Microglia NN_1
No-NT
34 Immune
334 Microglia NN
1194 Microglia NN_1
842_Microglia NN_1
No-NT
34 Immune
334 Microglia NN
1194 Microglia NN_1
843_Microglia NN_1
No-NT
34 Immune
334 Microglia NN
1194 Microglia NN_1
844_Microglia NN_1
No-NT
34 Immune
335 BAM NN
1195 BAM NN_1
845_BAM NN_1
No-NT
34 Immune
337 DC NN
1197 DC NN_1
846_DC NN_1
No-NT
34 Immune
338 Lymphoid NN
1201 T cells NN_4
847_T cells NN_4
No-NT
+ + . + \ No newline at end of file diff --git a/_static/Zeng-Aging-Mouse-taxonomy/20241130/neurotransmitter.html b/_static/Zeng-Aging-Mouse-taxonomy/20241130/neurotransmitter.html new file mode 100644 index 0000000..8f6e89d --- /dev/null +++ b/_static/Zeng-Aging-Mouse-taxonomy/20241130/neurotransmitter.html @@ -0,0 +1,44 @@ + + + Zeng-Aging-Mouse-taxonmy: neurotransmitter types + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
neurotransmitter
Glut
No-NT
GABA
Glut-GABA
Chol
Dopa
Hist
GABA-Glyc
Sero
+ + . + \ No newline at end of file diff --git a/_static/Zeng-Aging-Mouse-taxonomy/20241130/subclass.html b/_static/Zeng-Aging-Mouse-taxonomy/20241130/subclass.html new file mode 100644 index 0000000..64df6ac --- /dev/null +++ b/_static/Zeng-Aging-Mouse-taxonomy/20241130/subclass.html @@ -0,0 +1,706 @@ + + + Zeng-Aging-Mouse-taxonmy: cell type subclasses + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
classsubclass
01 IT-ET Glut
001 CLA-EPd-CTX Car3 Glut
01 IT-ET Glut
002 IT EP-CLA Glut
01 IT-ET Glut
003 L5/6 IT TPE-ENT Glut
01 IT-ET Glut
004 L6 IT CTX Glut
01 IT-ET Glut
005 L5 IT CTX Glut
01 IT-ET Glut
006 L4/5 IT CTX Glut
01 IT-ET Glut
007 L2/3 IT CTX Glut
01 IT-ET Glut
008 L2/3 IT ENT Glut
01 IT-ET Glut
009 L2/3 IT PIR-ENTl Glut
01 IT-ET Glut
011 L2 IT ENT-po Glut
01 IT-ET Glut
015 ENTmv-PA-COAp Glut
01 IT-ET Glut
016 CA1-ProS Glut
01 IT-ET Glut
017 CA3 Glut
01 IT-ET Glut
018 L2 IT PPP-APr Glut
01 IT-ET Glut
019 L2/3 IT PPP Glut
01 IT-ET Glut
020 L2/3 IT RSP Glut
01 IT-ET Glut
021 L4 RSP-ACA Glut
01 IT-ET Glut
022 L5 ET CTX Glut
01 IT-ET Glut
023 SUB-ProS Glut
01 IT-ET Glut
024 L5 PPP Glut
01 IT-ET Glut
025 CA2-FC-IG Glut
02 NP-CT-L6b Glut
028 L6b/CT ENT Glut
02 NP-CT-L6b Glut
029 L6b CTX Glut
02 NP-CT-L6b Glut
030 L6 CT CTX Glut
02 NP-CT-L6b Glut
031 CT SUB Glut
02 NP-CT-L6b Glut
032 L5 NP CTX Glut
02 NP-CT-L6b Glut
033 NP SUB Glut
02 NP-CT-L6b Glut
034 NP PPP Glut
03 OB-CR Glut
036 HPF CR Glut
04 DG-IMN Glut
037 DG Glut
04 DG-IMN Glut
038 DG-PIR Ex IMN
05 OB-IMN GABA
045 OB-STR-CTX Inh IMN
06 CTX-CGE GABA
046 Vip Gaba
06 CTX-CGE GABA
047 Sncg Gaba
06 CTX-CGE GABA
048 RHP-COA Ndnf Gaba
06 CTX-CGE GABA
049 Lamp5 Gaba
07 CTX-MGE GABA
050 Lamp5 Lhx6 Gaba
07 CTX-MGE GABA
051 Pvalb chandelier Gaba
07 CTX-MGE GABA
052 Pvalb Gaba
07 CTX-MGE GABA
053 Sst Gaba
08 CNU-MGE GABA
054 STR Prox1 Lhx6 Gaba
08 CNU-MGE GABA
055 STR Lhx8 Gaba
08 CNU-MGE GABA
056 Sst Chodl Gaba
08 CNU-MGE GABA
058 PAL-STR Gaba-Chol
09 CNU-LGE GABA
059 GPe-SI Sox6 Cyp26b1 Gaba
09 CNU-LGE GABA
061 STR D1 Gaba
09 CNU-LGE GABA
062 STR D2 Gaba
09 CNU-LGE GABA
063 STR D1 Sema5a Gaba
11 CNU-HYa GABA
066 NDB-SI-ant Prdm12 Gaba
11 CNU-HYa GABA
076 MEA-BST Lhx6 Nfib Gaba
11 CNU-HYa GABA
085 SI-MPO-LPO Lhx8 Gaba
11 CNU-HYa GABA
086 MPO-ADP Lhx8 Gaba
11 CNU-HYa GABA
089 PVR Six3 Sox3 Gaba
11 CNU-HYa GABA
090 BST-MPN Six3 Nrgn Gaba
12 HY GABA
091 ARH-PVi Six6 Dopa-Gaba
12 HY GABA
092 TMv-PMv Tbx3 Hist-Gaba
12 HY GABA
094 SCH Six6 Cdc14a Gaba
12 HY GABA
095 DMH Prdm13 Gaba
12 HY GABA
097 PVHd-SBPV Six3 Prox1 Gaba
12 HY GABA
098 AHN-SBPV-PVHd Pdrm12 Gaba
12 HY GABA
099 SBPV-PVa Six6 Satb2 Gaba
12 HY GABA
100 AHN Onecut3 Gaba
12 HY GABA
102 DMH-LHA Gsx1 Gaba
12 HY GABA
103 PVHd-DMH Lhx6 Gaba
12 HY GABA
104 TU-ARH Otp Six6 Gaba
12 HY GABA
105 TMd-DMH Foxd2 Gaba
12 HY GABA
106 PVpo-VMPO-MPN Hmx2 Gaba
12 HY GABA
107 DMH Hmx2 Gaba
12 HY GABA
108 ARH-PVp Tbx3 Gaba
13 CNU-HYa Glut
111 TRS-BAC Sln Glut
13 CNU-HYa Glut
114 COAa-PAA-MEA Barhl2 Glut
13 CNU-HYa Glut
116 AVPV-MEPO-SFO Tbr1 Glut
13 CNU-HYa Glut
118 ADP-MPO Trp73 Glut
14 HY Glut
123 DMH Nkx2-4 Glut
14 HY Glut
124 MPN-MPO-PVpo Hmx2 Glut
14 HY Glut
125 DMH Hmx2 Glut
14 HY Glut
126 ARH-PVp Tbx3 Glut
14 HY Glut
127 DMH-LHA Vgll2 Glut
14 HY Glut
128 VMH Fezf1 Glut
14 HY Glut
129 VMH Nr5a1 Glut
14 HY Glut
131 LHA-AHN-PVH Otp Trh Glut
14 HY Glut
132 AHN-RCH-LHA Otp Fezf1 Glut
14 HY Glut
133 PVH-SO-PVa Otp Glut
14 HY Glut
134 PH-ant-LHA Otp Bsx Glut
14 HY Glut
135 STN-PSTN Pitx2 Glut
14 HY Glut
136 PMv-TMv Pitx2 Glut
14 HY Glut
137 PH-an Pitx2 Glut
14 HY Glut
138 PH Pitx2 Glut
14 HY Glut
140 PMd-LHA Foxb1 Glut
14 HY Glut
141 PH-SUM Foxa1 Glut
16 HY MM Glut
143 MM-ant Foxb1 Glut
16 HY MM Glut
144 MM Foxb1 Glut
19 MB Glut
155 PRC-PAG Pax6 Glut
19 MB Glut
156 MB-ant-ve Dmrta2 Glut
19 MB Glut
159 IF-RL-CLI-PAG Foxa1 Glut
19 MB Glut
160 PAG-SC Neurod2 Meis2 Glut
19 MB Glut
161 PAG Pou4f3 Glut
19 MB Glut
162 CUN Evx2 Lhx2 Glut
19 MB Glut
165 PAG-MRN Pou3f1 Glut
19 MB Glut
166 MRN Pou3f1 C1ql4 Glut
19 MB Glut
167 PRC-PAG Tcf7l2 Irx2 Glut
19 MB Glut
169 PAG-SC Pou4f1 Zic1 Glut
19 MB Glut
170 PAG-MRN Tfap2b Glut
19 MB Glut
171 PAG Pou4f1 Bnc2 Glut
19 MB Glut
172 PAG Pou4f1 Ebf2 Glut
19 MB Glut
173 PAG Pou4f2 Glut
19 MB Glut
174 PAG Pou4f2 Mesi2 Glut
19 MB Glut
176 SCig Foxb1 Glut
19 MB Glut
179 SCdg-PAG Tfap2b Glut
19 MB Glut
182 CUN-PPN Evx2 Meis2 Glut
19 MB Glut
190 ND-INC Foxd2 Glut
20 MB GABA
191 PAG-MRN Rln3 Gaba
20 MB GABA
192 PPN-CUN-PCG Otp En1 Gaba
20 MB GABA
193 MRN-PPN-CUN Pax8 Gaba
20 MB GABA
194 MRN-VTN-PPN Pax5 Cdh23 Gaba
20 MB GABA
195 SNr-VTA Pax5 Npas1 Gaba
20 MB GABA
196 PAG-PPN Pax5 Sox21 Gaba
20 MB GABA
197 SNr Six3 Gaba
20 MB GABA
198 IC Six3 En2 Gaba
20 MB GABA
199 PAG-MRN-RN Foxa2 Gaba
20 MB GABA
200 PAG-ND-PCG Onecut1 Gaba
20 MB GABA
201 PAG-RN Nkx2-2 Otx1 Gaba
20 MB GABA
202 PRT Tcf7l2 Gaba
20 MB GABA
205 SC-PAG Lef1 Emx2 Gaba
20 MB GABA
206 SCm-PAG Cdh23 Gaba
20 MB GABA
214 IPN Otp Crisp1 Gaba
21 MB Dopa
215 SNc-VTA-RAmb Foxa1 Dopa
22 MB-HB Sero
216 MB-MY Tph2 Glut-Sero
23 P Glut
220 PB Pax5 Glut
23 P Glut
221 LDT-PCG Vsx2 Lhx4 Glut
23 P Glut
223 B-PB Nr4a2 Glut
23 P Glut
224 PCG-PRNr Vsx2 Nkx6-1 Glut
23 P Glut
225 PRNc-NI-SG-RPO Vsx2 Nr4a2 Glut
23 P Glut
226 PRNc-PARN Tlx1 Glut
23 P Glut
230 PRNr Otp Nfib Glut
23 P Glut
231 IPN-LDT Vsx2 Nkx6-1 Glut
23 P Glut
232 LDT Vsx2 Nkx6-1 Nfib Glut
23 P Glut
235 PG-TRN-LRN Fat2 Glut
24 MY Glut
237 PRP-NI-PRNc-GRN Otp Glut
24 MY Glut
251 NTS Dbh Glut
26 P GABA
263 CS-RPO Meis2 Gaba
26 P GABA
264 PRNc Otp Gly-Gaba
26 P GABA
265 PB Sst Gly-Gaba
26 P GABA
266 PRNc Prox1 Brs3 Gly-Gaba
26 P GABA
267 CS-PRNr-PCG Tmem163 Otp Gaba
26 P GABA
268 CS-PRNr-DR En1 Sox2 Gaba
26 P GABA
269 LDT Fgf7 Gaba
26 P GABA
270 LDT-DTN Gata3 Nfix Gaba
26 P GABA
271 NI-RPO Gata3 Nr4a2 Gaba
26 P GABA
272 LDT-PCG-CS Gata3 Lhx1 Gaba
26 P GABA
273 PDTg-PCG Pax6 Gaba
26 P GABA
274 PDTg Otp Shroom3 Gaba
26 P GABA
275 PDTg Otp Olig3 Gaba
26 P GABA
276 LDT-PCG St18 Gaba
26 P GABA
277 DTN-LDT-IPN Otp Pax3 Gaba
30 Astro-Epen
318 Astro-NT NN
30 Astro-Epen
319 Astro-TE NN
30 Astro-Epen
321 Astroependymal NN
30 Astro-Epen
322 Tanycyte NN
30 Astro-Epen
323 Ependymal NN
30 Astro-Epen
324 Hypendymal NN
31 OPC-Oligo
326 OPC NN
31 OPC-Oligo
327 Oligo NN
33 Vascular
329 ABC NN
33 Vascular
330 VLMC NN
33 Vascular
331 Peri NN
33 Vascular
332 SMC NN
33 Vascular
333 Endo NN
34 Immune
334 Microglia NN
34 Immune
335 BAM NN
34 Immune
337 DC NN
34 Immune
338 Lymphoid NN
+ + . + \ No newline at end of file diff --git a/_static/Zeng-Aging-Mouse-taxonomy/20241130/supertype.html b/_static/Zeng-Aging-Mouse-taxonomy/20241130/supertype.html new file mode 100644 index 0000000..71f0eec --- /dev/null +++ b/_static/Zeng-Aging-Mouse-taxonomy/20241130/supertype.html @@ -0,0 +1,2179 @@ + + + Zeng-Aging-Mouse-taxonmy: cell type supertypes + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
classsubclasssupertype
01 IT-ET Glut
001 CLA-EPd-CTX Car3 Glut
0001 CLA-EPd-CTX Car3 Glut_1
01 IT-ET Glut
002 IT EP-CLA Glut
0003 IT EP-CLA Glut_1
01 IT-ET Glut
002 IT EP-CLA Glut
0004 IT EP-CLA Glut_2
01 IT-ET Glut
003 L5/6 IT TPE-ENT Glut
0007 L5/6 IT TPE-ENT Glut_1
01 IT-ET Glut
003 L5/6 IT TPE-ENT Glut
0009 L5/6 IT TPE-ENT Glut_3
01 IT-ET Glut
003 L5/6 IT TPE-ENT Glut
0010 L5/6 IT TPE-ENT Glut_4
01 IT-ET Glut
003 L5/6 IT TPE-ENT Glut
0011 L5/6 IT TPE-ENT Glut_5
01 IT-ET Glut
004 L6 IT CTX Glut
0013 L6 IT CTX Glut_1
01 IT-ET Glut
004 L6 IT CTX Glut
0014 L6 IT CTX Glut_2
01 IT-ET Glut
004 L6 IT CTX Glut
0015 L6 IT CTX Glut_3
01 IT-ET Glut
004 L6 IT CTX Glut
0016 L6 IT CTX Glut_4
01 IT-ET Glut
004 L6 IT CTX Glut
0017 L6 IT CTX Glut_5
01 IT-ET Glut
005 L5 IT CTX Glut
0018 L5 IT CTX Glut_1
01 IT-ET Glut
005 L5 IT CTX Glut
0019 L5 IT CTX Glut_2
01 IT-ET Glut
005 L5 IT CTX Glut
0022 L5 IT CTX Glut_5
01 IT-ET Glut
006 L4/5 IT CTX Glut
0023 L4/5 IT CTX Glut_1
01 IT-ET Glut
006 L4/5 IT CTX Glut
0024 L4/5 IT CTX Glut_2
01 IT-ET Glut
006 L4/5 IT CTX Glut
0025 L4/5 IT CTX Glut_3
01 IT-ET Glut
006 L4/5 IT CTX Glut
0026 L4/5 IT CTX Glut_4
01 IT-ET Glut
006 L4/5 IT CTX Glut
0027 L4/5 IT CTX Glut_5
01 IT-ET Glut
006 L4/5 IT CTX Glut
0028 L4/5 IT CTX Glut_6
01 IT-ET Glut
007 L2/3 IT CTX Glut
0029 L2/3 IT CTX Glut_1
01 IT-ET Glut
007 L2/3 IT CTX Glut
0030 L2/3 IT CTX Glut_2
01 IT-ET Glut
007 L2/3 IT CTX Glut
0031 L2/3 IT CTX Glut_3
01 IT-ET Glut
008 L2/3 IT ENT Glut
0033 L2/3 IT ENT Glut_1
01 IT-ET Glut
008 L2/3 IT ENT Glut
0035 L2/3 IT ENT Glut_3
01 IT-ET Glut
008 L2/3 IT ENT Glut
0036 L2/3 IT ENT Glut_4
01 IT-ET Glut
008 L2/3 IT ENT Glut
0037 L2/3 IT ENT Glut_5
01 IT-ET Glut
008 L2/3 IT ENT Glut
0038 L2/3 IT ENT Glut_6
01 IT-ET Glut
009 L2/3 IT PIR-ENTl Glut
0039 L2/3 IT PIR-ENTl Glut_1
01 IT-ET Glut
009 L2/3 IT PIR-ENTl Glut
0042 L2/3 IT PIR-ENTl Glut_4
01 IT-ET Glut
009 L2/3 IT PIR-ENTl Glut
0043 L2/3 IT PIR-ENTl Glut_5
01 IT-ET Glut
011 L2 IT ENT-po Glut
0051 L2 IT ENT-po Glut_1
01 IT-ET Glut
011 L2 IT ENT-po Glut
0052 L2 IT ENT-po Glut_2
01 IT-ET Glut
011 L2 IT ENT-po Glut
0054 L2 IT ENT-po Glut_4
01 IT-ET Glut
015 ENTmv-PA-COAp Glut
0066 ENTmv-PA-COAp Glut_1
01 IT-ET Glut
015 ENTmv-PA-COAp Glut
0067 ENTmv-PA-COAp Glut_2
01 IT-ET Glut
015 ENTmv-PA-COAp Glut
0068 ENTmv-PA-COAp Glut_3
01 IT-ET Glut
016 CA1-ProS Glut
0069 CA1-ProS Glut_1
01 IT-ET Glut
016 CA1-ProS Glut
0070 CA1-ProS Glut_2
01 IT-ET Glut
016 CA1-ProS Glut
0071 CA1-ProS Glut_3
01 IT-ET Glut
016 CA1-ProS Glut
0072 CA1-ProS Glut_4
01 IT-ET Glut
016 CA1-ProS Glut
0073 CA1-ProS Glut_5
01 IT-ET Glut
016 CA1-ProS Glut
0074 CA1-ProS Glut_6
01 IT-ET Glut
017 CA3 Glut
0075 CA3 Glut_1
01 IT-ET Glut
017 CA3 Glut
0076 CA3 Glut_2
01 IT-ET Glut
017 CA3 Glut
0077 CA3 Glut_3
01 IT-ET Glut
017 CA3 Glut
0078 CA3 Glut_4
01 IT-ET Glut
017 CA3 Glut
0079 CA3 Glut_5
01 IT-ET Glut
018 L2 IT PPP-APr Glut
0080 L2 IT PPP-APr Glut_1
01 IT-ET Glut
018 L2 IT PPP-APr Glut
0081 L2 IT PPP-APr Glut_2
01 IT-ET Glut
018 L2 IT PPP-APr Glut
0082 L2 IT PPP-APr Glut_3
01 IT-ET Glut
018 L2 IT PPP-APr Glut
0083 L2 IT PPP-APr Glut_4
01 IT-ET Glut
019 L2/3 IT PPP Glut
0084 L2/3 IT PPP Glut_1
01 IT-ET Glut
019 L2/3 IT PPP Glut
0085 L2/3 IT PPP Glut_2
01 IT-ET Glut
019 L2/3 IT PPP Glut
0086 L2/3 IT PPP Glut_3
01 IT-ET Glut
020 L2/3 IT RSP Glut
0087 L2/3 IT RSP Glut_1
01 IT-ET Glut
020 L2/3 IT RSP Glut
0088 L2/3 IT RSP Glut_2
01 IT-ET Glut
021 L4 RSP-ACA Glut
0089 L4 RSP-ACA Glut_1
01 IT-ET Glut
022 L5 ET CTX Glut
0090 L5 ET CTX Glut_1
01 IT-ET Glut
022 L5 ET CTX Glut
0091 L5 ET CTX Glut_2
01 IT-ET Glut
022 L5 ET CTX Glut
0094 L5 ET CTX Glut_5
01 IT-ET Glut
022 L5 ET CTX Glut
0095 L5 ET CTX Glut_6
01 IT-ET Glut
023 SUB-ProS Glut
0096 SUB-ProS Glut_1
01 IT-ET Glut
023 SUB-ProS Glut
0097 SUB-ProS Glut_2
01 IT-ET Glut
023 SUB-ProS Glut
0098 SUB-ProS Glut_3
01 IT-ET Glut
024 L5 PPP Glut
0099 L5 PPP Glut_1
01 IT-ET Glut
025 CA2-FC-IG Glut
0101 CA2-FC-IG Glut_2
02 NP-CT-L6b Glut
028 L6b/CT ENT Glut
0106 L6b/CT ENT Glut_1
02 NP-CT-L6b Glut
028 L6b/CT ENT Glut
0107 L6b/CT ENT Glut_2
02 NP-CT-L6b Glut
028 L6b/CT ENT Glut
0108 L6b/CT ENT Glut_3
02 NP-CT-L6b Glut
028 L6b/CT ENT Glut
0109 L6b/CT ENT Glut_4
02 NP-CT-L6b Glut
029 L6b CTX Glut
0112 L6b CTX Glut_3
02 NP-CT-L6b Glut
029 L6b CTX Glut
0113 L6b CTX Glut_4
02 NP-CT-L6b Glut
030 L6 CT CTX Glut
0114 L6 CT CTX Glut_1
02 NP-CT-L6b Glut
030 L6 CT CTX Glut
0115 L6 CT CTX Glut_2
02 NP-CT-L6b Glut
030 L6 CT CTX Glut
0116 L6 CT CTX Glut_3
02 NP-CT-L6b Glut
030 L6 CT CTX Glut
0117 L6 CT CTX Glut_4
02 NP-CT-L6b Glut
030 L6 CT CTX Glut
0118 L6 CT CTX Glut_5
02 NP-CT-L6b Glut
031 CT SUB Glut
0120 CT SUB Glut_1
02 NP-CT-L6b Glut
031 CT SUB Glut
0121 CT SUB Glut_2
02 NP-CT-L6b Glut
032 L5 NP CTX Glut
0122 L5 NP CTX Glut_1
02 NP-CT-L6b Glut
032 L5 NP CTX Glut
0123 L5 NP CTX Glut_2
02 NP-CT-L6b Glut
032 L5 NP CTX Glut
0124 L5 NP CTX Glut_3
02 NP-CT-L6b Glut
032 L5 NP CTX Glut
0125 L5 NP CTX Glut_4
02 NP-CT-L6b Glut
032 L5 NP CTX Glut
0126 L5 NP CTX Glut_5
02 NP-CT-L6b Glut
033 NP SUB Glut
0127 NP SUB Glut_1
02 NP-CT-L6b Glut
033 NP SUB Glut
0128 NP SUB Glut_2
02 NP-CT-L6b Glut
034 NP PPP Glut
0129 NP PPP Glut_1
03 OB-CR Glut
036 HPF CR Glut
0135 HPF CR Glut_1
04 DG-IMN Glut
037 DG Glut
0137 DG Glut_2
04 DG-IMN Glut
037 DG Glut
0139 DG Glut_4
04 DG-IMN Glut
038 DG-PIR Ex IMN
0141 DG-PIR Ex IMN_2
05 OB-IMN GABA
045 OB-STR-CTX Inh IMN
0166 OB-STR-CTX Inh IMN_1
06 CTX-CGE GABA
046 Vip Gaba
0173 Vip Gaba_1
06 CTX-CGE GABA
046 Vip Gaba
0174 Vip Gaba_2
06 CTX-CGE GABA
046 Vip Gaba
0175 Vip Gaba_3
06 CTX-CGE GABA
046 Vip Gaba
0176 Vip Gaba_4
06 CTX-CGE GABA
046 Vip Gaba
0177 Vip Gaba_5
06 CTX-CGE GABA
046 Vip Gaba
0178 Vip Gaba_6
06 CTX-CGE GABA
046 Vip Gaba
0179 Vip Gaba_7
06 CTX-CGE GABA
046 Vip Gaba
0181 Vip Gaba_9
06 CTX-CGE GABA
047 Sncg Gaba
0185 Sncg Gaba_1
06 CTX-CGE GABA
047 Sncg Gaba
0187 Sncg Gaba_3
06 CTX-CGE GABA
047 Sncg Gaba
0188 Sncg Gaba_4
06 CTX-CGE GABA
047 Sncg Gaba
0190 Sncg Gaba_6
06 CTX-CGE GABA
047 Sncg Gaba
0192 Sncg Gaba_8
06 CTX-CGE GABA
048 RHP-COA Ndnf Gaba
0193 RHP-COA Ndnf Gaba_1
06 CTX-CGE GABA
048 RHP-COA Ndnf Gaba
0198 RHP-COA Ndnf Gaba_6
06 CTX-CGE GABA
049 Lamp5 Gaba
0199 Lamp5 Gaba_1
06 CTX-CGE GABA
049 Lamp5 Gaba
0200 Lamp5 Gaba_2
06 CTX-CGE GABA
049 Lamp5 Gaba
0201 Lamp5 Gaba_3
07 CTX-MGE GABA
050 Lamp5 Lhx6 Gaba
0203 Lamp5 Lhx6 Gaba_1
07 CTX-MGE GABA
051 Pvalb chandelier Gaba
0204 Pvalb chandelier Gaba_1
07 CTX-MGE GABA
052 Pvalb Gaba
0205 Pvalb Gaba_1
07 CTX-MGE GABA
052 Pvalb Gaba
0207 Pvalb Gaba_3
07 CTX-MGE GABA
052 Pvalb Gaba
0208 Pvalb Gaba_4
07 CTX-MGE GABA
052 Pvalb Gaba
0209 Pvalb Gaba_5
07 CTX-MGE GABA
052 Pvalb Gaba
0212 Pvalb Gaba_8
07 CTX-MGE GABA
053 Sst Gaba
0214 Sst Gaba_1
07 CTX-MGE GABA
053 Sst Gaba
0215 Sst Gaba_2
07 CTX-MGE GABA
053 Sst Gaba
0216 Sst Gaba_3
07 CTX-MGE GABA
053 Sst Gaba
0217 Sst Gaba_4
07 CTX-MGE GABA
053 Sst Gaba
0218 Sst Gaba_5
07 CTX-MGE GABA
053 Sst Gaba
0220 Sst Gaba_7
07 CTX-MGE GABA
053 Sst Gaba
0221 Sst Gaba_8
07 CTX-MGE GABA
053 Sst Gaba
0223 Sst Gaba_10
07 CTX-MGE GABA
053 Sst Gaba
0224 Sst Gaba_11
07 CTX-MGE GABA
053 Sst Gaba
0225 Sst Gaba_12
07 CTX-MGE GABA
053 Sst Gaba
0226 Sst Gaba_13
07 CTX-MGE GABA
053 Sst Gaba
0227 Sst Gaba_14
07 CTX-MGE GABA
053 Sst Gaba
0228 Sst Gaba_15
07 CTX-MGE GABA
053 Sst Gaba
0229 Sst Gaba_16
07 CTX-MGE GABA
053 Sst Gaba
0232 Sst Gaba_19
08 CNU-MGE GABA
054 STR Prox1 Lhx6 Gaba
0234 STR Prox1 Lhx6 Gaba_2
08 CNU-MGE GABA
055 STR Lhx8 Gaba
0237 STR Lhx8 Gaba_2
08 CNU-MGE GABA
056 Sst Chodl Gaba
0239 Sst Chodl Gaba_2
08 CNU-MGE GABA
056 Sst Chodl Gaba
0241 Sst Chodl Gaba_4
08 CNU-MGE GABA
058 PAL-STR Gaba-Chol
0260 PAL-STR Gaba-Chol_2
09 CNU-LGE GABA
059 GPe-SI Sox6 Cyp26b1 Gaba
0258 GPe-SI Sox6 Cyp26b1 Gaba_2
09 CNU-LGE GABA
061 STR D1 Gaba
0265 STR D1 Gaba_1
09 CNU-LGE GABA
061 STR D1 Gaba
0266 STR D1 Gaba_2
09 CNU-LGE GABA
061 STR D1 Gaba
0270 STR D1 Gaba_6
09 CNU-LGE GABA
061 STR D1 Gaba
0272 STR D1 Gaba_8
09 CNU-LGE GABA
061 STR D1 Gaba
0273 STR D1 Gaba_9
09 CNU-LGE GABA
062 STR D2 Gaba
0275 STR D2 Gaba_2
09 CNU-LGE GABA
062 STR D2 Gaba
0276 STR D2 Gaba_3
09 CNU-LGE GABA
062 STR D2 Gaba
0278 STR D2 Gaba_5
09 CNU-LGE GABA
062 STR D2 Gaba
0279 STR D2 Gaba_6
09 CNU-LGE GABA
063 STR D1 Sema5a Gaba
0282 STR D1 Sema5a Gaba_2
09 CNU-LGE GABA
063 STR D1 Sema5a Gaba
0284 STR D1 Sema5a Gaba_4
11 CNU-HYa GABA
066 NDB-SI-ant Prdm12 Gaba
0295 NDB-SI-ant Prdm12 Gaba_1
11 CNU-HYa GABA
076 MEA-BST Lhx6 Nfib Gaba
0361 MEA-BST Lhx6 Nfib Gaba_5
11 CNU-HYa GABA
085 SI-MPO-LPO Lhx8 Gaba
0398 SI-MPO-LPO Lhx8 Gaba_3
11 CNU-HYa GABA
086 MPO-ADP Lhx8 Gaba
0403 MPO-ADP Lhx8 Gaba_2
11 CNU-HYa GABA
086 MPO-ADP Lhx8 Gaba
0406 MPO-ADP Lhx8 Gaba_5
11 CNU-HYa GABA
089 PVR Six3 Sox3 Gaba
0412 PVR Six3 Sox3 Gaba_2
11 CNU-HYa GABA
089 PVR Six3 Sox3 Gaba
0418 PVR Six3 Sox3 Gaba_8
11 CNU-HYa GABA
089 PVR Six3 Sox3 Gaba
0419 PVR Six3 Sox3 Gaba_9
11 CNU-HYa GABA
090 BST-MPN Six3 Nrgn Gaba
0420 BST-MPN Six3 Nrgn Gaba_1
11 CNU-HYa GABA
090 BST-MPN Six3 Nrgn Gaba
0422 BST-MPN Six3 Nrgn Gaba_3
11 CNU-HYa GABA
090 BST-MPN Six3 Nrgn Gaba
0426 BST-MPN Six3 Nrgn Gaba_7
12 HY GABA
091 ARH-PVi Six6 Dopa-Gaba
0427 ARH-PVi Six6 Dopa-Gaba_1
12 HY GABA
092 TMv-PMv Tbx3 Hist-Gaba
0429 TMv-PMv Tbx3 Hist-Gaba_1
12 HY GABA
094 SCH Six6 Cdc14a Gaba
0436 SCH Six6 Cdc14a Gaba_1
12 HY GABA
094 SCH Six6 Cdc14a Gaba
0437 SCH Six6 Cdc14a Gaba_2
12 HY GABA
094 SCH Six6 Cdc14a Gaba
0438 SCH Six6 Cdc14a Gaba_3
12 HY GABA
095 DMH Prdm13 Gaba
0439 DMH Prdm13 Gaba_1
12 HY GABA
095 DMH Prdm13 Gaba
0440 DMH Prdm13 Gaba_2
12 HY GABA
097 PVHd-SBPV Six3 Prox1 Gaba
0442 PVHd-SBPV Six3 Prox1 Gaba_1
12 HY GABA
097 PVHd-SBPV Six3 Prox1 Gaba
0443 PVHd-SBPV Six3 Prox1 Gaba_2
12 HY GABA
097 PVHd-SBPV Six3 Prox1 Gaba
0444 PVHd-SBPV Six3 Prox1 Gaba_3
12 HY GABA
097 PVHd-SBPV Six3 Prox1 Gaba
0445 PVHd-SBPV Six3 Prox1 Gaba_4
12 HY GABA
098 AHN-SBPV-PVHd Pdrm12 Gaba
0447 AHN-SBPV-PVHd Pdrm12 Gaba_2
12 HY GABA
098 AHN-SBPV-PVHd Pdrm12 Gaba
0448 AHN-SBPV-PVHd Pdrm12 Gaba_3
12 HY GABA
098 AHN-SBPV-PVHd Pdrm12 Gaba
0449 AHN-SBPV-PVHd Pdrm12 Gaba_4
12 HY GABA
098 AHN-SBPV-PVHd Pdrm12 Gaba
0450 AHN-SBPV-PVHd Pdrm12 Gaba_5
12 HY GABA
099 SBPV-PVa Six6 Satb2 Gaba
0453 SBPV-PVa Six6 Satb2 Gaba_1
12 HY GABA
099 SBPV-PVa Six6 Satb2 Gaba
0454 SBPV-PVa Six6 Satb2 Gaba_2
12 HY GABA
099 SBPV-PVa Six6 Satb2 Gaba
0455 SBPV-PVa Six6 Satb2 Gaba_3
12 HY GABA
100 AHN Onecut3 Gaba
0456 AHN Onecut3 Gaba_1
12 HY GABA
102 DMH-LHA Gsx1 Gaba
0470 DMH-LHA Gsx1 Gaba_1
12 HY GABA
102 DMH-LHA Gsx1 Gaba
0472 DMH-LHA Gsx1 Gaba_3
12 HY GABA
102 DMH-LHA Gsx1 Gaba
0473 DMH-LHA Gsx1 Gaba_4
12 HY GABA
103 PVHd-DMH Lhx6 Gaba
0475 PVHd-DMH Lhx6 Gaba_2
12 HY GABA
104 TU-ARH Otp Six6 Gaba
0478 TU-ARH Otp Six6 Gaba_1
12 HY GABA
104 TU-ARH Otp Six6 Gaba
0479 TU-ARH Otp Six6 Gaba_2
12 HY GABA
105 TMd-DMH Foxd2 Gaba
0481 TMd-DMH Foxd2 Gaba_1
12 HY GABA
106 PVpo-VMPO-MPN Hmx2 Gaba
0482 PVpo-VMPO-MPN Hmx2 Gaba_1
12 HY GABA
106 PVpo-VMPO-MPN Hmx2 Gaba
0483 PVpo-VMPO-MPN Hmx2 Gaba_2
12 HY GABA
106 PVpo-VMPO-MPN Hmx2 Gaba
0484 PVpo-VMPO-MPN Hmx2 Gaba_3
12 HY GABA
106 PVpo-VMPO-MPN Hmx2 Gaba
0486 PVpo-VMPO-MPN Hmx2 Gaba_5
12 HY GABA
107 DMH Hmx2 Gaba
0487 DMH Hmx2 Gaba_1
12 HY GABA
107 DMH Hmx2 Gaba
0489 DMH Hmx2 Gaba_3
12 HY GABA
107 DMH Hmx2 Gaba
0492 DMH Hmx2 Gaba_6
12 HY GABA
108 ARH-PVp Tbx3 Gaba
0493 ARH-PVp Tbx3 Gaba_1
12 HY GABA
108 ARH-PVp Tbx3 Gaba
0494 ARH-PVp Tbx3 Gaba_2
12 HY GABA
108 ARH-PVp Tbx3 Gaba
0495 ARH-PVp Tbx3 Gaba_3
13 CNU-HYa Glut
111 TRS-BAC Sln Glut
0502 TRS-BAC Sln Glut_1
13 CNU-HYa Glut
114 COAa-PAA-MEA Barhl2 Glut
0515 COAa-PAA-MEA Barhl2 Glut_7
13 CNU-HYa Glut
116 AVPV-MEPO-SFO Tbr1 Glut
0520 AVPV-MEPO-SFO Tbr1 Glut_2
13 CNU-HYa Glut
116 AVPV-MEPO-SFO Tbr1 Glut
0521 AVPV-MEPO-SFO Tbr1 Glut_3
13 CNU-HYa Glut
116 AVPV-MEPO-SFO Tbr1 Glut
0522 AVPV-MEPO-SFO Tbr1 Glut_4
13 CNU-HYa Glut
118 ADP-MPO Trp73 Glut
0527 ADP-MPO Trp73 Glut_1
14 HY Glut
123 DMH Nkx2-4 Glut
0544 DMH Nkx2-4 Glut_1
14 HY Glut
123 DMH Nkx2-4 Glut
0545 DMH Nkx2-4 Glut_2
14 HY Glut
124 MPN-MPO-PVpo Hmx2 Glut
0546 MPN-MPO-PVpo Hmx2 Glut_1
14 HY Glut
124 MPN-MPO-PVpo Hmx2 Glut
0547 MPN-MPO-PVpo Hmx2 Glut_2
14 HY Glut
124 MPN-MPO-PVpo Hmx2 Glut
0548 MPN-MPO-PVpo Hmx2 Glut_3
14 HY Glut
124 MPN-MPO-PVpo Hmx2 Glut
0549 MPN-MPO-PVpo Hmx2 Glut_4
14 HY Glut
124 MPN-MPO-PVpo Hmx2 Glut
0550 MPN-MPO-PVpo Hmx2 Glut_5
14 HY Glut
124 MPN-MPO-PVpo Hmx2 Glut
0551 MPN-MPO-PVpo Hmx2 Glut_6
14 HY Glut
125 DMH Hmx2 Glut
0552 DMH Hmx2 Glut_1
14 HY Glut
125 DMH Hmx2 Glut
0553 DMH Hmx2 Glut_2
14 HY Glut
126 ARH-PVp Tbx3 Glut
0554 ARH-PVp Tbx3 Glut_1
14 HY Glut
126 ARH-PVp Tbx3 Glut
0555 ARH-PVp Tbx3 Glut_2
14 HY Glut
126 ARH-PVp Tbx3 Glut
0556 ARH-PVp Tbx3 Glut_3
14 HY Glut
127 DMH-LHA Vgll2 Glut
0562 DMH-LHA Vgll2 Glut_4
14 HY Glut
128 VMH Fezf1 Glut
0564 VMH Fezf1 Glut_2
14 HY Glut
129 VMH Nr5a1 Glut
0566 VMH Nr5a1 Glut_1
14 HY Glut
129 VMH Nr5a1 Glut
0567 VMH Nr5a1 Glut_2
14 HY Glut
129 VMH Nr5a1 Glut
0568 VMH Nr5a1 Glut_3
14 HY Glut
129 VMH Nr5a1 Glut
0570 VMH Nr5a1 Glut_5
14 HY Glut
131 LHA-AHN-PVH Otp Trh Glut
0575 LHA-AHN-PVH Otp Trh Glut_2
14 HY Glut
131 LHA-AHN-PVH Otp Trh Glut
0577 LHA-AHN-PVH Otp Trh Glut_4
14 HY Glut
132 AHN-RCH-LHA Otp Fezf1 Glut
0580 AHN-RCH-LHA Otp Fezf1 Glut_2
14 HY Glut
132 AHN-RCH-LHA Otp Fezf1 Glut
0581 AHN-RCH-LHA Otp Fezf1 Glut_3
14 HY Glut
133 PVH-SO-PVa Otp Glut
0587 PVH-SO-PVa Otp Glut_3
14 HY Glut
133 PVH-SO-PVa Otp Glut
0588 PVH-SO-PVa Otp Glut_4
14 HY Glut
133 PVH-SO-PVa Otp Glut
0589 PVH-SO-PVa Otp Glut_5
14 HY Glut
134 PH-ant-LHA Otp Bsx Glut
0595 PH-ant-LHA Otp Bsx Glut_5
14 HY Glut
135 STN-PSTN Pitx2 Glut
0599 STN-PSTN Pitx2 Glut_2
14 HY Glut
136 PMv-TMv Pitx2 Glut
0607 PMv-TMv Pitx2 Glut_3
14 HY Glut
137 PH-an Pitx2 Glut
0608 PH-an Pitx2 Glut_1
14 HY Glut
138 PH Pitx2 Glut
0610 PH Pitx2 Glut_1
14 HY Glut
138 PH Pitx2 Glut
0611 PH Pitx2 Glut_2
14 HY Glut
140 PMd-LHA Foxb1 Glut
0620 PMd-LHA Foxb1 Glut_2
14 HY Glut
141 PH-SUM Foxa1 Glut
0623 PH-SUM Foxa1 Glut_2
14 HY Glut
141 PH-SUM Foxa1 Glut
0626 PH-SUM Foxa1 Glut_5
14 HY Glut
141 PH-SUM Foxa1 Glut
0627 PH-SUM Foxa1 Glut_6
16 HY MM Glut
143 MM-ant Foxb1 Glut
0629 MM-ant Foxb1 Glut_1
16 HY MM Glut
144 MM Foxb1 Glut
0630 MM Foxb1 Glut_1
16 HY MM Glut
144 MM Foxb1 Glut
0631 MM Foxb1 Glut_2
19 MB Glut
155 PRC-PAG Pax6 Glut
0676 PRC-PAG Pax6 Glut_1
19 MB Glut
155 PRC-PAG Pax6 Glut
0677 PRC-PAG Pax6 Glut_2
19 MB Glut
155 PRC-PAG Pax6 Glut
0678 PRC-PAG Pax6 Glut_3
19 MB Glut
156 MB-ant-ve Dmrta2 Glut
0681 MB-ant-ve Dmrta2 Glut_1
19 MB Glut
159 IF-RL-CLI-PAG Foxa1 Glut
0685 IF-RL-CLI-PAG Foxa1 Glut_1
19 MB Glut
159 IF-RL-CLI-PAG Foxa1 Glut
0686 IF-RL-CLI-PAG Foxa1 Glut_2
19 MB Glut
159 IF-RL-CLI-PAG Foxa1 Glut
0687 IF-RL-CLI-PAG Foxa1 Glut_3
19 MB Glut
159 IF-RL-CLI-PAG Foxa1 Glut
0688 IF-RL-CLI-PAG Foxa1 Glut_4
19 MB Glut
160 PAG-SC Neurod2 Meis2 Glut
0691 PAG-SC Neurod2 Meis2 Glut_2
19 MB Glut
160 PAG-SC Neurod2 Meis2 Glut
0693 PAG-SC Neurod2 Meis2 Glut_4
19 MB Glut
161 PAG Pou4f3 Glut
0694 PAG Pou4f3 Glut_1
19 MB Glut
161 PAG Pou4f3 Glut
0695 PAG Pou4f3 Glut_2
19 MB Glut
162 CUN Evx2 Lhx2 Glut
0697 CUN Evx2 Lhx2 Glut_1
19 MB Glut
162 CUN Evx2 Lhx2 Glut
0698 CUN Evx2 Lhx2 Glut_2
19 MB Glut
162 CUN Evx2 Lhx2 Glut
0700 CUN Evx2 Lhx2 Glut_4
19 MB Glut
165 PAG-MRN Pou3f1 Glut
0704 PAG-MRN Pou3f1 Glut_1
19 MB Glut
165 PAG-MRN Pou3f1 Glut
0705 PAG-MRN Pou3f1 Glut_2
19 MB Glut
165 PAG-MRN Pou3f1 Glut
0706 PAG-MRN Pou3f1 Glut_3
19 MB Glut
165 PAG-MRN Pou3f1 Glut
0709 PAG-MRN Pou3f1 Glut_6
19 MB Glut
166 MRN Pou3f1 C1ql4 Glut
0710 MRN Pou3f1 C1ql4 Glut_1
19 MB Glut
167 PRC-PAG Tcf7l2 Irx2 Glut
0713 PRC-PAG Tcf7l2 Irx2 Glut_1
19 MB Glut
167 PRC-PAG Tcf7l2 Irx2 Glut
0714 PRC-PAG Tcf7l2 Irx2 Glut_2
19 MB Glut
169 PAG-SC Pou4f1 Zic1 Glut
0730 PAG-SC Pou4f1 Zic1 Glut_1
19 MB Glut
170 PAG-MRN Tfap2b Glut
0733 PAG-MRN Tfap2b Glut_1
19 MB Glut
171 PAG Pou4f1 Bnc2 Glut
0735 PAG Pou4f1 Bnc2 Glut_1
19 MB Glut
171 PAG Pou4f1 Bnc2 Glut
0736 PAG Pou4f1 Bnc2 Glut_2
19 MB Glut
172 PAG Pou4f1 Ebf2 Glut
0737 PAG Pou4f1 Ebf2 Glut_1
19 MB Glut
172 PAG Pou4f1 Ebf2 Glut
0738 PAG Pou4f1 Ebf2 Glut_2
19 MB Glut
172 PAG Pou4f1 Ebf2 Glut
0739 PAG Pou4f1 Ebf2 Glut_3
19 MB Glut
172 PAG Pou4f1 Ebf2 Glut
0740 PAG Pou4f1 Ebf2 Glut_4
19 MB Glut
172 PAG Pou4f1 Ebf2 Glut
0741 PAG Pou4f1 Ebf2 Glut_5
19 MB Glut
172 PAG Pou4f1 Ebf2 Glut
0742 PAG Pou4f1 Ebf2 Glut_6
19 MB Glut
172 PAG Pou4f1 Ebf2 Glut
0743 PAG Pou4f1 Ebf2 Glut_7
19 MB Glut
173 PAG Pou4f2 Glut
0745 PAG Pou4f2 Glut_1
19 MB Glut
173 PAG Pou4f2 Glut
0746 PAG Pou4f2 Glut_2
19 MB Glut
173 PAG Pou4f2 Glut
0747 PAG Pou4f2 Glut_3
19 MB Glut
173 PAG Pou4f2 Glut
0748 PAG Pou4f2 Glut_4
19 MB Glut
173 PAG Pou4f2 Glut
0749 PAG Pou4f2 Glut_5
19 MB Glut
174 PAG Pou4f2 Mesi2 Glut
0750 PAG Pou4f2 Mesi2 Glut_1
19 MB Glut
174 PAG Pou4f2 Mesi2 Glut
0751 PAG Pou4f2 Mesi2 Glut_2
19 MB Glut
174 PAG Pou4f2 Mesi2 Glut
0752 PAG Pou4f2 Mesi2 Glut_3
19 MB Glut
174 PAG Pou4f2 Mesi2 Glut
0754 PAG Pou4f2 Mesi2 Glut_5
19 MB Glut
174 PAG Pou4f2 Mesi2 Glut
0755 PAG Pou4f2 Mesi2 Glut_6
19 MB Glut
176 SCig Foxb1 Glut
0763 SCig Foxb1 Glut_4
19 MB Glut
179 SCdg-PAG Tfap2b Glut
0766 SCdg-PAG Tfap2b Glut_1
19 MB Glut
182 CUN-PPN Evx2 Meis2 Glut
0777 CUN-PPN Evx2 Meis2 Glut_2
19 MB Glut
182 CUN-PPN Evx2 Meis2 Glut
0778 CUN-PPN Evx2 Meis2 Glut_3
19 MB Glut
182 CUN-PPN Evx2 Meis2 Glut
0779 CUN-PPN Evx2 Meis2 Glut_4
19 MB Glut
190 ND-INC Foxd2 Glut
0790 ND-INC Foxd2 Glut_1
20 MB GABA
191 PAG-MRN Rln3 Gaba
0791 PAG-MRN Rln3 Gaba_1
20 MB GABA
192 PPN-CUN-PCG Otp En1 Gaba
0792 PPN-CUN-PCG Otp En1 Gaba_1
20 MB GABA
193 MRN-PPN-CUN Pax8 Gaba
0795 MRN-PPN-CUN Pax8 Gaba_1
20 MB GABA
193 MRN-PPN-CUN Pax8 Gaba
0796 MRN-PPN-CUN Pax8 Gaba_2
20 MB GABA
194 MRN-VTN-PPN Pax5 Cdh23 Gaba
0798 MRN-VTN-PPN Pax5 Cdh23 Gaba_1
20 MB GABA
194 MRN-VTN-PPN Pax5 Cdh23 Gaba
0799 MRN-VTN-PPN Pax5 Cdh23 Gaba_2
20 MB GABA
195 SNr-VTA Pax5 Npas1 Gaba
0800 SNr-VTA Pax5 Npas1 Gaba_1
20 MB GABA
196 PAG-PPN Pax5 Sox21 Gaba
0802 PAG-PPN Pax5 Sox21 Gaba_1
20 MB GABA
196 PAG-PPN Pax5 Sox21 Gaba
0803 PAG-PPN Pax5 Sox21 Gaba_2
20 MB GABA
196 PAG-PPN Pax5 Sox21 Gaba
0804 PAG-PPN Pax5 Sox21 Gaba_3
20 MB GABA
196 PAG-PPN Pax5 Sox21 Gaba
0805 PAG-PPN Pax5 Sox21 Gaba_4
20 MB GABA
197 SNr Six3 Gaba
0806 SNr Six3 Gaba_1
20 MB GABA
198 IC Six3 En2 Gaba
0808 IC Six3 En2 Gaba_2
20 MB GABA
198 IC Six3 En2 Gaba
0812 IC Six3 En2 Gaba_6
20 MB GABA
199 PAG-MRN-RN Foxa2 Gaba
0814 PAG-MRN-RN Foxa2 Gaba_1
20 MB GABA
199 PAG-MRN-RN Foxa2 Gaba
0815 PAG-MRN-RN Foxa2 Gaba_2
20 MB GABA
199 PAG-MRN-RN Foxa2 Gaba
0816 PAG-MRN-RN Foxa2 Gaba_3
20 MB GABA
199 PAG-MRN-RN Foxa2 Gaba
0817 PAG-MRN-RN Foxa2 Gaba_4
20 MB GABA
200 PAG-ND-PCG Onecut1 Gaba
0818 PAG-ND-PCG Onecut1 Gaba_1
20 MB GABA
200 PAG-ND-PCG Onecut1 Gaba
0819 PAG-ND-PCG Onecut1 Gaba_2
20 MB GABA
200 PAG-ND-PCG Onecut1 Gaba
0820 PAG-ND-PCG Onecut1 Gaba_3
20 MB GABA
200 PAG-ND-PCG Onecut1 Gaba
0821 PAG-ND-PCG Onecut1 Gaba_4
20 MB GABA
201 PAG-RN Nkx2-2 Otx1 Gaba
0824 PAG-RN Nkx2-2 Otx1 Gaba_2
20 MB GABA
201 PAG-RN Nkx2-2 Otx1 Gaba
0825 PAG-RN Nkx2-2 Otx1 Gaba_3
20 MB GABA
201 PAG-RN Nkx2-2 Otx1 Gaba
0826 PAG-RN Nkx2-2 Otx1 Gaba_4
20 MB GABA
201 PAG-RN Nkx2-2 Otx1 Gaba
0827 PAG-RN Nkx2-2 Otx1 Gaba_5
20 MB GABA
201 PAG-RN Nkx2-2 Otx1 Gaba
0828 PAG-RN Nkx2-2 Otx1 Gaba_6
20 MB GABA
202 PRT Tcf7l2 Gaba
0829 PRT Tcf7l2 Gaba_1
20 MB GABA
205 SC-PAG Lef1 Emx2 Gaba
0844 SC-PAG Lef1 Emx2 Gaba_2
20 MB GABA
205 SC-PAG Lef1 Emx2 Gaba
0846 SC-PAG Lef1 Emx2 Gaba_4
20 MB GABA
206 SCm-PAG Cdh23 Gaba
0848 SCm-PAG Cdh23 Gaba_1
20 MB GABA
206 SCm-PAG Cdh23 Gaba
0850 SCm-PAG Cdh23 Gaba_3
20 MB GABA
214 IPN Otp Crisp1 Gaba
0877 IPN Otp Crisp1 Gaba_1
20 MB GABA
214 IPN Otp Crisp1 Gaba
0878 IPN Otp Crisp1 Gaba_2
20 MB GABA
214 IPN Otp Crisp1 Gaba
0879 IPN Otp Crisp1 Gaba_3
21 MB Dopa
215 SNc-VTA-RAmb Foxa1 Dopa
0880 SNc-VTA-RAmb Foxa1 Dopa_1
21 MB Dopa
215 SNc-VTA-RAmb Foxa1 Dopa
0881 SNc-VTA-RAmb Foxa1 Dopa_2
21 MB Dopa
215 SNc-VTA-RAmb Foxa1 Dopa
0882 SNc-VTA-RAmb Foxa1 Dopa_3
21 MB Dopa
215 SNc-VTA-RAmb Foxa1 Dopa
0883 SNc-VTA-RAmb Foxa1 Dopa_4
21 MB Dopa
215 SNc-VTA-RAmb Foxa1 Dopa
0884 SNc-VTA-RAmb Foxa1 Dopa_5
21 MB Dopa
215 SNc-VTA-RAmb Foxa1 Dopa
0885 SNc-VTA-RAmb Foxa1 Dopa_6
21 MB Dopa
215 SNc-VTA-RAmb Foxa1 Dopa
0886 SNc-VTA-RAmb Foxa1 Dopa_7
21 MB Dopa
215 SNc-VTA-RAmb Foxa1 Dopa
0887 SNc-VTA-RAmb Foxa1 Dopa_8
22 MB-HB Sero
216 MB-MY Tph2 Glut-Sero
0888 MB-MY Tph2 Glut-Sero_1
22 MB-HB Sero
216 MB-MY Tph2 Glut-Sero
0889 MB-MY Tph2 Glut-Sero_2
22 MB-HB Sero
216 MB-MY Tph2 Glut-Sero
0890 MB-MY Tph2 Glut-Sero_3
22 MB-HB Sero
216 MB-MY Tph2 Glut-Sero
0891 MB-MY Tph2 Glut-Sero_4
22 MB-HB Sero
216 MB-MY Tph2 Glut-Sero
0892 MB-MY Tph2 Glut-Sero_5
22 MB-HB Sero
216 MB-MY Tph2 Glut-Sero
0893 MB-MY Tph2 Glut-Sero_6
23 P Glut
220 PB Pax5 Glut
0904 PB Pax5 Glut_1
23 P Glut
221 LDT-PCG Vsx2 Lhx4 Glut
0906 LDT-PCG Vsx2 Lhx4 Glut_1
23 P Glut
221 LDT-PCG Vsx2 Lhx4 Glut
0907 LDT-PCG Vsx2 Lhx4 Glut_2
23 P Glut
221 LDT-PCG Vsx2 Lhx4 Glut
0908 LDT-PCG Vsx2 Lhx4 Glut_3
23 P Glut
221 LDT-PCG Vsx2 Lhx4 Glut
0909 LDT-PCG Vsx2 Lhx4 Glut_4
23 P Glut
221 LDT-PCG Vsx2 Lhx4 Glut
0910 LDT-PCG Vsx2 Lhx4 Glut_5
23 P Glut
221 LDT-PCG Vsx2 Lhx4 Glut
0911 LDT-PCG Vsx2 Lhx4 Glut_6
23 P Glut
221 LDT-PCG Vsx2 Lhx4 Glut
0912 LDT-PCG Vsx2 Lhx4 Glut_7
23 P Glut
223 B-PB Nr4a2 Glut
0923 B-PB Nr4a2 Glut_1
23 P Glut
224 PCG-PRNr Vsx2 Nkx6-1 Glut
0925 PCG-PRNr Vsx2 Nkx6-1 Glut_1
23 P Glut
224 PCG-PRNr Vsx2 Nkx6-1 Glut
0926 PCG-PRNr Vsx2 Nkx6-1 Glut_2
23 P Glut
224 PCG-PRNr Vsx2 Nkx6-1 Glut
0927 PCG-PRNr Vsx2 Nkx6-1 Glut_3
23 P Glut
224 PCG-PRNr Vsx2 Nkx6-1 Glut
0928 PCG-PRNr Vsx2 Nkx6-1 Glut_4
23 P Glut
225 PRNc-NI-SG-RPO Vsx2 Nr4a2 Glut
0931 PRNc-NI-SG-RPO Vsx2 Nr4a2 Glut_1
23 P Glut
225 PRNc-NI-SG-RPO Vsx2 Nr4a2 Glut
0932 PRNc-NI-SG-RPO Vsx2 Nr4a2 Glut_2
23 P Glut
225 PRNc-NI-SG-RPO Vsx2 Nr4a2 Glut
0933 PRNc-NI-SG-RPO Vsx2 Nr4a2 Glut_3
23 P Glut
226 PRNc-PARN Tlx1 Glut
0935 PRNc-PARN Tlx1 Glut_1
23 P Glut
230 PRNr Otp Nfib Glut
0945 PRNr Otp Nfib Glut_1
23 P Glut
231 IPN-LDT Vsx2 Nkx6-1 Glut
0946 IPN-LDT Vsx2 Nkx6-1 Glut_1
23 P Glut
231 IPN-LDT Vsx2 Nkx6-1 Glut
0947 IPN-LDT Vsx2 Nkx6-1 Glut_2
23 P Glut
232 LDT Vsx2 Nkx6-1 Nfib Glut
0948 LDT Vsx2 Nkx6-1 Nfib Glut_1
23 P Glut
232 LDT Vsx2 Nkx6-1 Nfib Glut
0949 LDT Vsx2 Nkx6-1 Nfib Glut_2
23 P Glut
235 PG-TRN-LRN Fat2 Glut
0953 PG-TRN-LRN Fat2 Glut_1
24 MY Glut
237 PRP-NI-PRNc-GRN Otp Glut
0956 PRP-NI-PRNc-GRN Otp Glut_2
24 MY Glut
237 PRP-NI-PRNc-GRN Otp Glut
0957 PRP-NI-PRNc-GRN Otp Glut_3
24 MY Glut
237 PRP-NI-PRNc-GRN Otp Glut
0958 PRP-NI-PRNc-GRN Otp Glut_4
24 MY Glut
251 NTS Dbh Glut
1007 NTS Dbh Glut_4
26 P GABA
263 CS-RPO Meis2 Gaba
1031 CS-RPO Meis2 Gaba_1
26 P GABA
263 CS-RPO Meis2 Gaba
1032 CS-RPO Meis2 Gaba_2
26 P GABA
263 CS-RPO Meis2 Gaba
1033 CS-RPO Meis2 Gaba_3
26 P GABA
263 CS-RPO Meis2 Gaba
1034 CS-RPO Meis2 Gaba_4
26 P GABA
263 CS-RPO Meis2 Gaba
1035 CS-RPO Meis2 Gaba_5
26 P GABA
264 PRNc Otp Gly-Gaba
1036 PRNc Otp Gly-Gaba_1
26 P GABA
264 PRNc Otp Gly-Gaba
1037 PRNc Otp Gly-Gaba_2
26 P GABA
264 PRNc Otp Gly-Gaba
1038 PRNc Otp Gly-Gaba_3
26 P GABA
264 PRNc Otp Gly-Gaba
1039 PRNc Otp Gly-Gaba_4
26 P GABA
264 PRNc Otp Gly-Gaba
1040 PRNc Otp Gly-Gaba_5
26 P GABA
265 PB Sst Gly-Gaba
1041 PB Sst Gly-Gaba_1
26 P GABA
266 PRNc Prox1 Brs3 Gly-Gaba
1043 PRNc Prox1 Brs3 Gly-Gaba_1
26 P GABA
267 CS-PRNr-PCG Tmem163 Otp Gaba
1044 CS-PRNr-PCG Tmem163 Otp Gaba_1
26 P GABA
267 CS-PRNr-PCG Tmem163 Otp Gaba
1045 CS-PRNr-PCG Tmem163 Otp Gaba_2
26 P GABA
268 CS-PRNr-DR En1 Sox2 Gaba
1047 CS-PRNr-DR En1 Sox2 Gaba_1
26 P GABA
268 CS-PRNr-DR En1 Sox2 Gaba
1048 CS-PRNr-DR En1 Sox2 Gaba_2
26 P GABA
269 LDT Fgf7 Gaba
1049 LDT Fgf7 Gaba_1
26 P GABA
270 LDT-DTN Gata3 Nfix Gaba
1050 LDT-DTN Gata3 Nfix Gaba_1
26 P GABA
270 LDT-DTN Gata3 Nfix Gaba
1051 LDT-DTN Gata3 Nfix Gaba_2
26 P GABA
271 NI-RPO Gata3 Nr4a2 Gaba
1052 NI-RPO Gata3 Nr4a2 Gaba_1
26 P GABA
271 NI-RPO Gata3 Nr4a2 Gaba
1053 NI-RPO Gata3 Nr4a2 Gaba_2
26 P GABA
271 NI-RPO Gata3 Nr4a2 Gaba
1055 NI-RPO Gata3 Nr4a2 Gaba_4
26 P GABA
272 LDT-PCG-CS Gata3 Lhx1 Gaba
1056 LDT-PCG-CS Gata3 Lhx1 Gaba_1
26 P GABA
272 LDT-PCG-CS Gata3 Lhx1 Gaba
1057 LDT-PCG-CS Gata3 Lhx1 Gaba_2
26 P GABA
272 LDT-PCG-CS Gata3 Lhx1 Gaba
1058 LDT-PCG-CS Gata3 Lhx1 Gaba_3
26 P GABA
272 LDT-PCG-CS Gata3 Lhx1 Gaba
1059 LDT-PCG-CS Gata3 Lhx1 Gaba_4
26 P GABA
273 PDTg-PCG Pax6 Gaba
1061 PDTg-PCG Pax6 Gaba_1
26 P GABA
273 PDTg-PCG Pax6 Gaba
1062 PDTg-PCG Pax6 Gaba_2
26 P GABA
273 PDTg-PCG Pax6 Gaba
1063 PDTg-PCG Pax6 Gaba_3
26 P GABA
273 PDTg-PCG Pax6 Gaba
1064 PDTg-PCG Pax6 Gaba_4
26 P GABA
274 PDTg Otp Shroom3 Gaba
1065 PDTg Otp Shroom3 Gaba_1
26 P GABA
275 PDTg Otp Olig3 Gaba
1066 PDTg Otp Olig3 Gaba_1
26 P GABA
276 LDT-PCG St18 Gaba
1067 LDT-PCG St18 Gaba_1
26 P GABA
276 LDT-PCG St18 Gaba
1068 LDT-PCG St18 Gaba_2
26 P GABA
277 DTN-LDT-IPN Otp Pax3 Gaba
1069 DTN-LDT-IPN Otp Pax3 Gaba_1
26 P GABA
277 DTN-LDT-IPN Otp Pax3 Gaba
1070 DTN-LDT-IPN Otp Pax3 Gaba_2
26 P GABA
277 DTN-LDT-IPN Otp Pax3 Gaba
1071 DTN-LDT-IPN Otp Pax3 Gaba_3
26 P GABA
277 DTN-LDT-IPN Otp Pax3 Gaba
1072 DTN-LDT-IPN Otp Pax3 Gaba_4
26 P GABA
277 DTN-LDT-IPN Otp Pax3 Gaba
1073 DTN-LDT-IPN Otp Pax3 Gaba_5
30 Astro-Epen
318 Astro-NT NN
1159 Astro-NT NN_1
30 Astro-Epen
318 Astro-NT NN
1160 Astro-NT NN_2
30 Astro-Epen
319 Astro-TE NN
1161 Astro-TE NN_1
30 Astro-Epen
319 Astro-TE NN
1162 Astro-TE NN_2
30 Astro-Epen
319 Astro-TE NN
1163 Astro-TE NN_3
30 Astro-Epen
319 Astro-TE NN
1165 Astro-TE NN_5
30 Astro-Epen
321 Astroependymal NN
1171 Astroependymal NN_3
30 Astro-Epen
322 Tanycyte NN
1173 Tanycyte NN_2
30 Astro-Epen
323 Ependymal NN
1175 Ependymal NN_1
30 Astro-Epen
324 Hypendymal NN
1177 Hypendymal NN_1
31 OPC-Oligo
326 OPC NN
1179 OPC NN_1
31 OPC-Oligo
327 Oligo NN
1181 COP NN_1
31 OPC-Oligo
327 Oligo NN
1182 NFOL NN_2
31 OPC-Oligo
327 Oligo NN
1183 MFOL NN_3
31 OPC-Oligo
327 Oligo NN
1184 MOL NN_4
33 Vascular
329 ABC NN
1186 ABC NN_1
33 Vascular
330 VLMC NN
1187 VLMC NN_1
33 Vascular
330 VLMC NN
1188 VLMC NN_2
33 Vascular
331 Peri NN
1191 Peri NN_1
33 Vascular
332 SMC NN
1192 SMC NN_1
33 Vascular
333 Endo NN
1193 Endo NN_1
34 Immune
334 Microglia NN
1194 Microglia NN_1
34 Immune
335 BAM NN
1195 BAM NN_1
34 Immune
337 DC NN
1197 DC NN_1
34 Immune
338 Lymphoid NN
1201 T cells NN_4
+ + . + \ No newline at end of file diff --git a/docs/cluster_annotations/create_aging_cluster_annotation_html.ipynb b/docs/cluster_annotations/create_aging_cluster_annotation_html.ipynb new file mode 100644 index 0000000..458263b --- /dev/null +++ b/docs/cluster_annotations/create_aging_cluster_annotation_html.ipynb @@ -0,0 +1,3065 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 7, + "id": "5fd40a90", + "metadata": {}, + "outputs": [], + "source": [ + "import os\n", + "import pandas as pd\n", + "from pathlib import Path\n", + "import numpy as np\n", + "import anndata\n", + "import time\n", + "import matplotlib.pyplot as plt\n", + "import json\n", + "\n", + "from abc_atlas_access.abc_atlas_cache.abc_project_cache import AbcProjectCache\n", + "\n", + "pd.set_option('display.max_columns', 500)" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "f724b1cc", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/allen/aibs/informatics/chris.morrison/miniconda/envs/abc_atlas_access/lib/python3.11/site-packages/abc_atlas_access/abc_atlas_cache/cloud_cache.py:630: OutdatedManifestWarning: You are loading releases/20230830/manifest.json. A more up to date version of the dataset -- releases/20241115/manifest.json -- exists online. To see the changes between the two versions of the dataset, run\n", + "type.compare_manifests('releases/20230830/manifest.json', 'releases/20241115/manifest.json')\n", + "To load another version of the dataset, run\n", + "type.load_manifest('releases/20241115/manifest.json')\n", + " warnings.warn(msg, OutdatedManifestWarning)\n" + ] + } + ], + "source": [ + "version = '20241115'\n", + "download_base = Path('../../../abc_download_root')\n", + "abc_cache = AbcProjectCache.from_s3_cache(download_base)\n", + "abc_cache.load_manifest(f'releases/{version}/manifest.json')" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "a64dc5da-1741-4b83-86ca-560ced7531b4", + "metadata": {}, + "outputs": [], + "source": [ + "metadata_base = Path(\n", + " \"/allen/programs/celltypes/workgroups/rnaseqanalysis/lydian/mouse_aging_prep/staging/\"\n", + " \"metadata/Zeng-Aging-Mouse-10Xv3/20241130\"\n", + ")\n", + "taxonomy_base = Path(\n", + " \"/allen/programs/celltypes/workgroups/rnaseqanalysis/lydian/mouse_aging_prep/staging/\"\n", + " \"metadata/Zeng-Aging-Mouse-WMB-taxonomy/20241130\"\n", + ")" + ] + }, + { + "cell_type": "markdown", + "id": "6783c606-da49-4561-8ae4-2ebafd216c7e", + "metadata": {}, + "source": [ + "Read in cluster annotation term set dataframe" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "79058b09-7e9c-431e-82e8-d2db4b273207", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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namedescriptionorder
CCN20230722_NEURneurotransmitterClusters are assigned based on the average exp...0
CCN20230722_CLASclassThe top level of cell type definition in the m...1
CCN20230722_SUBCsubclassThe coarse level of cell type definition in th...2
CCN20230722_SUPTsupertypeThe second finest level of cell type definitio...3
CS20241021_CLUSclusterThe finest level of cell type definition in th...4
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" + ], + "text/plain": [ + " name \\\n", + "CCN20230722_NEUR neurotransmitter \n", + "CCN20230722_CLAS class \n", + "CCN20230722_SUBC subclass \n", + "CCN20230722_SUPT supertype \n", + "CS20241021_CLUS cluster \n", + "\n", + " description order \n", + "CCN20230722_NEUR Clusters are assigned based on the average exp... 0 \n", + "CCN20230722_CLAS The top level of cell type definition in the m... 1 \n", + "CCN20230722_SUBC The coarse level of cell type definition in th... 2 \n", + "CCN20230722_SUPT The second finest level of cell type definitio... 3 \n", + "CS20241021_CLUS The finest level of cell type definition in th... 4 " + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "term_sets = abc_cache.get_metadata_dataframe(\n", + " directory='WMB-taxonomy',\n", + " file_name='cluster_annotation_term_set'\n", + ").set_index('label').drop('CCN20230722_CLUS')\n", + "cluster_level = pd.DataFrame(\n", + " data={\"name\": \"cluster\",\n", + " \"description\": \"The finest level of cell type definition in the mouse whole brain taxonomy. Cells within a cluster share similar characteristics and belong to the same supertype.\",\n", + " \"order\": 4},\n", + " index=[\"CS20241021_CLUS\"]\n", + ")\n", + "term_sets = pd.concat([term_sets, cluster_level])\n", + "term_sets" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "c85cef7b-220a-431e-bbdd-8a4f9036b5bf", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[0m\u001b[01;32mcell_annotation_colors.csv\u001b[0m* \u001b[01;32mdonor.csv\u001b[0m*\n", + "\u001b[01;32mcell_cluster_annotations.csv\u001b[0m* \u001b[01;32mexample_genes_all_cells_expression.csv\u001b[0m*\n", + "\u001b[01;32mcell_metadata.csv\u001b[0m* \u001b[01;32mlibrary.csv\u001b[0m*\n", + "\u001b[01;32mcluster.csv\u001b[0m* \u001b[01;32mvalue_sets.csv\u001b[0m*\n" + ] + } + ], + "source": [ + "ls '{metadata_base.resolve()}'" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "b5940867-52a0-4b3a-9709-c237527484a7", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[0m\u001b[01;32maging_degenes.csv\u001b[0m* \u001b[01;32mcluster_mapping.csv\u001b[0m*\n", + "\u001b[01;32mcell_cluster_mapping_annotations.csv\u001b[0m* \u001b[01;32mcluster_mapping_pivot.csv\u001b[0m*\n", + "\u001b[01;32mcell_cross_mapping_annotations.csv\u001b[0m*\n" + ] + } + ], + "source": [ + "ls '{taxonomy_base.resolve()}'" + ] + }, + { + "cell_type": "code", + "execution_count": 75, + "id": "81efb9ef-691a-4c1a-95cc-a8f0a98e1061", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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cluster_aliasnumber_of_cellscluster_labelcluster_ordercluster_namecluster_colornumber_of_adult_cellsnumber_of_aged_cellsproportion_adult_cellsproportion_aged_cellsodds_ratiolog2_odds_ratiocluster_age_biascluster_age_bias_colorneurotransmitter_combined_labelneurotransmitter_labelneurotransmitter_color
01851CS20241021_000101_CLA-EPd-CTX Car3 Glut_1#f7c27a1836680.2150410.7849591.4537970.539826unassigned#DADEDFGlutGlut#2B93DF
12330CS20241021_000212_IT EP-CLA Glut_1#5c1a341601700.4848480.5151520.421595-1.246071unassigned#DADEDFGlutGlut#2B93DF
23589CS20241021_000323_IT EP-CLA Glut_1#b96cf02403490.4074700.5925300.576896-0.793616unassigned#DADEDFGlutGlut#2B93DF
34207CS20241021_000434_IT EP-CLA Glut_1#bff6911071000.5169080.4830920.371035-1.430373unassigned#DADEDFGlutGlut#2B93DF
452141CS20241021_000545_IT EP-CLA Glut_1#39fbfa65514860.3059320.6940680.900735-0.150825unassigned#DADEDFGlutGlut#2B93DF
......................................................
8428432640CS20241021_0843842843_Microglia NN_1#a88b307125690.0268940.97310620.3044394.343723aging-enriched#CD6828No-NTNo-NT#666666
843844771CS20241021_0844843844_Microglia NN_1#df92c32844870.3683530.6316470.911851-0.133131unassigned#DADEDFNo-NTNo-NT#666666
8448453030CS20241021_0845844845_BAM NN_1#a1adea146215680.4825080.5174920.556218-0.846279unassigned#DADEDFNo-NTNo-NT#666666
845846248CS20241021_0846845846_DC NN_1#9a5824981500.3951610.6048390.814133-0.296663unassigned#DADEDFNo-NTNo-NT#666666
846847330CS20241021_0847846847_T cells NN_4#e7e085682620.2060610.7939392.0566921.040326unassigned#DADEDFNo-NTNo-NT#666666
\n", + "

847 rows × 17 columns

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cluster_aliascluster_labelcluster_ordercluster_namecluster_colorcluster_annotation_term_labelcluster_annotation_term_namecluster_annotation_term_set_labelparent_term_labelparent_term_set_labelterm_set_orderterm_ordercluster_annotation_term_set_namecolor_hex_triplet
01CS20241021_000101_CLA-EPd-CTX Car3 Glut_1#f7c27aCS20230722_SUPT_00010001 CLA-EPd-CTX Car3 Glut_1CCN20230722_SUPTCS20230722_SUBC_001CCN20230722_SUBC30supertype#99822E
12CS20241021_000212_IT EP-CLA Glut_1#5c1a34CS20230722_SUPT_00030003 IT EP-CLA Glut_1CCN20230722_SUPTCS20230722_SUBC_002CCN20230722_SUBC32supertype#994563
23CS20241021_000323_IT EP-CLA Glut_1#b96cf0CS20230722_SUPT_00030003 IT EP-CLA Glut_1CCN20230722_SUPTCS20230722_SUBC_002CCN20230722_SUBC32supertype#994563
34CS20241021_000434_IT EP-CLA Glut_1#bff691CS20230722_SUPT_00030003 IT EP-CLA Glut_1CCN20230722_SUPTCS20230722_SUBC_002CCN20230722_SUBC32supertype#994563
45CS20241021_000545_IT EP-CLA Glut_1#39fbfaCS20230722_SUPT_00030003 IT EP-CLA Glut_1CCN20230722_SUPTCS20230722_SUBC_002CCN20230722_SUBC32supertype#994563
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2536843CS20241021_0843842843_Microglia NN_1#a88b30CS20230722_CLAS_3434 ImmuneCCN20230722_CLASNaNNaN133class#825f45
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2539846CS20241021_0846845846_DC NN_1#9a5824CS20230722_CLAS_3434 ImmuneCCN20230722_CLASNaNNaN133class#825f45
2540847CS20241021_0847846847_T cells NN_4#e7e085CS20230722_CLAS_3434 ImmuneCCN20230722_CLASNaNNaN133class#825f45
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2541 rows × 14 columns

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cluster_aliascluster_labelcluster_ordercluster_namecluster_colorcluster_annotation_term_labelcluster_annotation_term_namecluster_annotation_term_set_labelparent_term_labelparent_term_set_labelterm_set_orderterm_ordercluster_annotation_term_set_namecolor_hex_triplet
16941CS20241021_000101_CLA-EPd-CTX Car3 Glut_1#f7c27aCS20230722_CLAS_0101 IT-ET GlutCCN20230722_CLASNaNNaN10class#FA0087
16952CS20241021_000212_IT EP-CLA Glut_1#5c1a34CS20230722_CLAS_0101 IT-ET GlutCCN20230722_CLASNaNNaN10class#FA0087
16963CS20241021_000323_IT EP-CLA Glut_1#b96cf0CS20230722_CLAS_0101 IT-ET GlutCCN20230722_CLASNaNNaN10class#FA0087
16974CS20241021_000434_IT EP-CLA Glut_1#bff691CS20230722_CLAS_0101 IT-ET GlutCCN20230722_CLASNaNNaN10class#FA0087
16985CS20241021_000545_IT EP-CLA Glut_1#39fbfaCS20230722_CLAS_0101 IT-ET GlutCCN20230722_CLASNaNNaN10class#FA0087
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2536843CS20241021_0843842843_Microglia NN_1#a88b30CS20230722_CLAS_3434 ImmuneCCN20230722_CLASNaNNaN133class#825f45
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2540847CS20241021_0847846847_T cells NN_4#e7e085CS20230722_CLAS_3434 ImmuneCCN20230722_CLASNaNNaN133class#825f45
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847 rows × 14 columns

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labelnamecluster_annotation_term_set_labelparent_term_labelparent_term_set_labelterm_set_orderterm_ordercluster_annotation_term_set_namecolor_hex_tripletfirst_child_labelfirst_child_term_set_name
0CS20230722_NEUR_GlutGlutCCN20230722_NEURNaNNaN00neurotransmitter#2B93DFNaNNaN
1CS20230722_NEUR_NANaNCCN20230722_NEURNaNNaN01neurotransmitter#666666NaNNaN
2CS20230722_NEUR_GABAGABACCN20230722_NEURNaNNaN02neurotransmitter#FF3358NaNNaN
3CS20230722_NEUR_DopaDopaCCN20230722_NEURNaNNaN03neurotransmitter#fcf04bNaNNaN
4CS20230722_NEUR_Glut-GABAGlut-GABACCN20230722_NEURNaNNaN04neurotransmitter#0a9964NaNNaN
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" + ], + "text/plain": [ + " label name cluster_annotation_term_set_label \\\n", + "0 CS20230722_NEUR_Glut Glut CCN20230722_NEUR \n", + "1 CS20230722_NEUR_NA NaN CCN20230722_NEUR \n", + "2 CS20230722_NEUR_GABA GABA CCN20230722_NEUR \n", + "3 CS20230722_NEUR_Dopa Dopa CCN20230722_NEUR \n", + "4 CS20230722_NEUR_Glut-GABA Glut-GABA CCN20230722_NEUR \n", + "\n", + " parent_term_label parent_term_set_label term_set_order term_order \\\n", + "0 NaN NaN 0 0 \n", + "1 NaN NaN 0 1 \n", + "2 NaN NaN 0 2 \n", + "3 NaN NaN 0 3 \n", + "4 NaN NaN 0 4 \n", + "\n", + " cluster_annotation_term_set_name color_hex_triplet first_child_label \\\n", + "0 neurotransmitter #2B93DF NaN \n", + "1 neurotransmitter #666666 NaN \n", + "2 neurotransmitter #FF3358 NaN \n", + "3 neurotransmitter #fcf04b NaN \n", + "4 neurotransmitter #0a9964 NaN \n", + "\n", + " first_child_term_set_name \n", + "0 NaN \n", + "1 NaN \n", + "2 NaN \n", + "3 NaN \n", + "4 NaN " + ] + }, + "execution_count": 76, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "wmb_term = abc_cache.get_metadata_dataframe(directory='WMB-taxonomy', file_name='cluster_annotation_term')\n", + "\n", + "other_term = pd.DataFrame(columns=term.columns)\n", + "other_term.loc[0, 'name'] = 'No-NT'\n", + "other_term.loc[0, 'cluster_annotation_term_set_name'] = 'neurotransmitter'\n", + "other_term.loc[0, 'color_hex_triplet'] = '#666666'\n", + "other_term.loc[0, 'term_set_order'] = 0\n", + "other_term.loc[0, 'term_order'] = 9\n", + "wmb_term = pd.concat([wmb_term, other_term], ignore_index=True)\n", + "\n", + "wmb_term.sort_values(['term_set_order', 'term_order'], inplace=True)\n", + "wmb_term.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 77, + "id": "e6ae3301-60cc-4521-8ceb-4ae9acef271a", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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labelnamecluster_annotation_term_set_labelparent_term_labelparent_term_set_labelterm_set_orderterm_ordercluster_annotation_term_set_namecolor_hex_tripletfirst_child_labelfirst_child_term_set_name
0CS20230722_NEUR_GlutGlutCCN20230722_NEURNaNNaN00neurotransmitter#2B93DFNaNNaN
1CS20230722_NEUR_NANaNCCN20230722_NEURNaNNaN01neurotransmitter#666666NaNNaN
2CS20230722_NEUR_GABAGABACCN20230722_NEURNaNNaN02neurotransmitter#FF3358NaNNaN
3CS20230722_NEUR_DopaDopaCCN20230722_NEURNaNNaN03neurotransmitter#fcf04bNaNNaN
4CS20230722_NEUR_Glut-GABAGlut-GABACCN20230722_NEURNaNNaN04neurotransmitter#0a9964NaNNaN
\n", + "
" + ], + "text/plain": [ + " label name cluster_annotation_term_set_label \\\n", + "0 CS20230722_NEUR_Glut Glut CCN20230722_NEUR \n", + "1 CS20230722_NEUR_NA NaN CCN20230722_NEUR \n", + "2 CS20230722_NEUR_GABA GABA CCN20230722_NEUR \n", + "3 CS20230722_NEUR_Dopa Dopa CCN20230722_NEUR \n", + "4 CS20230722_NEUR_Glut-GABA Glut-GABA CCN20230722_NEUR \n", + "\n", + " parent_term_label parent_term_set_label term_set_order term_order \\\n", + "0 NaN NaN 0 0 \n", + "1 NaN NaN 0 1 \n", + "2 NaN NaN 0 2 \n", + "3 NaN NaN 0 3 \n", + "4 NaN NaN 0 4 \n", + "\n", + " cluster_annotation_term_set_name color_hex_triplet first_child_label \\\n", + "0 neurotransmitter #2B93DF NaN \n", + "1 neurotransmitter #666666 NaN \n", + "2 neurotransmitter #FF3358 NaN \n", + "3 neurotransmitter #fcf04b NaN \n", + "4 neurotransmitter #0a9964 NaN \n", + "\n", + " first_child_term_set_name \n", + "0 NaN \n", + "1 NaN \n", + "2 NaN \n", + "3 NaN \n", + "4 NaN " + ] + }, + "execution_count": 77, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "combined_term = []\n", + "for term_set_name in ['neurotransmitter', 'class', 'subclass', 'supertype']:\n", + " sub_term = wmb_term[wmb_term['cluster_annotation_term_set_name'] == term_set_name]\n", + " if term_set_name == 'neurotransmitter':\n", + " combined_term.append(sub_term)\n", + " else:\n", + " combined_term.append(\n", + " sub_term[sub_term['label'].isin(mapping['cluster_annotation_term_label']).to_numpy()]\n", + " )\n", + "term = pd.concat(combined_term).reset_index(drop=True)\n", + "term.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 78, + "id": "2d8f0d72-28a9-4b73-9c1f-3d023775a246", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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labelnamecluster_annotation_term_set_labelparent_term_labelparent_term_set_labelterm_set_orderterm_ordercluster_annotation_term_set_namecolor_hex_triplet
0CS20241021_00011_CLA-EPd-CTX Car3 Glut_1CS20241021_CLUSCS20230722_SUPT_0001CCN20230722_SUPT40cluster#f7c27a
1CS20241021_00022_IT EP-CLA Glut_1CS20241021_CLUSCS20230722_SUPT_0003CCN20230722_SUPT41cluster#5c1a34
2CS20241021_00033_IT EP-CLA Glut_1CS20241021_CLUSCS20230722_SUPT_0003CCN20230722_SUPT42cluster#b96cf0
3CS20241021_00044_IT EP-CLA Glut_1CS20241021_CLUSCS20230722_SUPT_0003CCN20230722_SUPT43cluster#bff691
4CS20241021_00055_IT EP-CLA Glut_1CS20241021_CLUSCS20230722_SUPT_0003CCN20230722_SUPT44cluster#39fbfa
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" + ], + "text/plain": [ + " label name \\\n", + "0 CS20241021_0001 1_CLA-EPd-CTX Car3 Glut_1 \n", + "1 CS20241021_0002 2_IT EP-CLA Glut_1 \n", + "2 CS20241021_0003 3_IT EP-CLA Glut_1 \n", + "3 CS20241021_0004 4_IT EP-CLA Glut_1 \n", + "4 CS20241021_0005 5_IT EP-CLA Glut_1 \n", + "\n", + " cluster_annotation_term_set_label parent_term_label \\\n", + "0 CS20241021_CLUS CS20230722_SUPT_0001 \n", + "1 CS20241021_CLUS CS20230722_SUPT_0003 \n", + "2 CS20241021_CLUS CS20230722_SUPT_0003 \n", + "3 CS20241021_CLUS CS20230722_SUPT_0003 \n", + "4 CS20241021_CLUS CS20230722_SUPT_0003 \n", + "\n", + " parent_term_set_label term_set_order term_order \\\n", + "0 CCN20230722_SUPT 4 0 \n", + "1 CCN20230722_SUPT 4 1 \n", + "2 CCN20230722_SUPT 4 2 \n", + "3 CCN20230722_SUPT 4 3 \n", + "4 CCN20230722_SUPT 4 4 \n", + "\n", + " cluster_annotation_term_set_name color_hex_triplet \n", + "0 cluster #f7c27a \n", + "1 cluster #5c1a34 \n", + "2 cluster #b96cf0 \n", + "3 cluster #bff691 \n", + "4 cluster #39fbfa " + ] + }, + "execution_count": 78, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "cluster_term_set = pd.DataFrame()\n", + "supertype_mapping = mapping[mapping['cluster_annotation_term_set_name'] == 'supertype']\n", + "cluster_term_set['label'] = supertype_mapping['cluster_label']\n", + "cluster_term_set['name'] = supertype_mapping['cluster_name']\n", + "cluster_term_set['cluster_annotation_term_set_label'] = 'CS20241021_CLUS'\n", + "cluster_term_set['parent_term_label'] = supertype_mapping['cluster_annotation_term_label']\n", + "cluster_term_set['parent_term_set_label'] = supertype_mapping['cluster_annotation_term_set_label']\n", + "cluster_term_set['term_set_order'] = 4\n", + "cluster_term_set['term_order'] = supertype_mapping['cluster_order']\n", + "cluster_term_set['cluster_annotation_term_set_name'] = 'cluster'\n", + "cluster_term_set['color_hex_triplet'] = supertype_mapping['cluster_color']\n", + "cluster_term_set.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 79, + "id": "db4d238d-425c-42b5-9fa0-c9f2f55c9ba4", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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labelnamecluster_annotation_term_set_labelparent_term_labelparent_term_set_labelterm_set_orderterm_ordercluster_annotation_term_set_namecolor_hex_tripletfirst_child_labelfirst_child_term_set_name
0CS20230722_NEUR_GlutGlutCCN20230722_NEURNaNNaN00neurotransmitter#2B93DFNaNNaN
1CS20230722_NEUR_NANaNCCN20230722_NEURNaNNaN01neurotransmitter#666666NaNNaN
2CS20230722_NEUR_GABAGABACCN20230722_NEURNaNNaN02neurotransmitter#FF3358NaNNaN
3CS20230722_NEUR_DopaDopaCCN20230722_NEURNaNNaN03neurotransmitter#fcf04bNaNNaN
4CS20230722_NEUR_Glut-GABAGlut-GABACCN20230722_NEURNaNNaN04neurotransmitter#0a9964NaNNaN
....................................
1482CS20241021_0843843_Microglia NN_1CS20241021_CLUSCS20230722_SUPT_1194CCN20230722_SUPT4842cluster#a88b30NaNNaN
1483CS20241021_0844844_Microglia NN_1CS20241021_CLUSCS20230722_SUPT_1194CCN20230722_SUPT4843cluster#df92c3NaNNaN
1484CS20241021_0845845_BAM NN_1CS20241021_CLUSCS20230722_SUPT_1195CCN20230722_SUPT4844cluster#a1adeaNaNNaN
1485CS20241021_0846846_DC NN_1CS20241021_CLUSCS20230722_SUPT_1197CCN20230722_SUPT4845cluster#9a5824NaNNaN
1486CS20241021_0847847_T cells NN_4CS20241021_CLUSCS20230722_SUPT_1201CCN20230722_SUPT4846cluster#e7e085NaNNaN
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1487 rows × 11 columns

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" + ], + "text/plain": [ + " label name \\\n", + "0 CS20230722_NEUR_Glut Glut \n", + "1 CS20230722_NEUR_NA NaN \n", + "2 CS20230722_NEUR_GABA GABA \n", + "3 CS20230722_NEUR_Dopa Dopa \n", + "4 CS20230722_NEUR_Glut-GABA Glut-GABA \n", + "... ... ... \n", + "1482 CS20241021_0843 843_Microglia NN_1 \n", + "1483 CS20241021_0844 844_Microglia NN_1 \n", + "1484 CS20241021_0845 845_BAM NN_1 \n", + "1485 CS20241021_0846 846_DC NN_1 \n", + "1486 CS20241021_0847 847_T cells NN_4 \n", + "\n", + " cluster_annotation_term_set_label parent_term_label \\\n", + "0 CCN20230722_NEUR NaN \n", + "1 CCN20230722_NEUR NaN \n", + "2 CCN20230722_NEUR NaN \n", + "3 CCN20230722_NEUR NaN \n", + "4 CCN20230722_NEUR NaN \n", + "... ... ... \n", + "1482 CS20241021_CLUS CS20230722_SUPT_1194 \n", + "1483 CS20241021_CLUS CS20230722_SUPT_1194 \n", + "1484 CS20241021_CLUS CS20230722_SUPT_1195 \n", + "1485 CS20241021_CLUS CS20230722_SUPT_1197 \n", + "1486 CS20241021_CLUS CS20230722_SUPT_1201 \n", + "\n", + " parent_term_set_label term_set_order term_order \\\n", + "0 NaN 0 0 \n", + "1 NaN 0 1 \n", + "2 NaN 0 2 \n", + "3 NaN 0 3 \n", + "4 NaN 0 4 \n", + "... ... ... ... \n", + "1482 CCN20230722_SUPT 4 842 \n", + "1483 CCN20230722_SUPT 4 843 \n", + "1484 CCN20230722_SUPT 4 844 \n", + "1485 CCN20230722_SUPT 4 845 \n", + "1486 CCN20230722_SUPT 4 846 \n", + "\n", + " cluster_annotation_term_set_name color_hex_triplet first_child_label \\\n", + "0 neurotransmitter #2B93DF NaN \n", + "1 neurotransmitter #666666 NaN \n", + "2 neurotransmitter #FF3358 NaN \n", + "3 neurotransmitter #fcf04b NaN \n", + "4 neurotransmitter #0a9964 NaN \n", + "... ... ... ... \n", + "1482 cluster #a88b30 NaN \n", + "1483 cluster #df92c3 NaN \n", + "1484 cluster #a1adea NaN \n", + "1485 cluster #9a5824 NaN \n", + "1486 cluster #e7e085 NaN \n", + "\n", + " first_child_term_set_name \n", + "0 NaN \n", + "1 NaN \n", + "2 NaN \n", + "3 NaN \n", + "4 NaN \n", + "... ... \n", + "1482 NaN \n", + "1483 NaN \n", + "1484 NaN \n", + "1485 NaN \n", + "1486 NaN \n", + "\n", + "[1487 rows x 11 columns]" + ] + }, + "execution_count": 79, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "term = pd.concat([term, cluster_term_set]).reset_index(drop=True).sort_values(['term_set_order', 'term_order'])\n", + "term" + ] + }, + { + "cell_type": "markdown", + "id": "971d64c9", + "metadata": {}, + "source": [ + "Read in cluster annotation term dataframe. Spike in a row to handle unassigned neurotransmitter clusters." + ] + }, + { + "cell_type": "markdown", + "id": "11f42379-681e-4a88-974d-0c4c3639b32e", + "metadata": {}, + "source": [ + "Find and store first child for each term" + ] + }, + { + "cell_type": "code", + "execution_count": 80, + "id": "20880793", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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labelnameterm_ordercluster_annotation_term_set_name
parent_term_label
CS20230722_CLAS_01CS20230722_SUBC_001001 CLA-EPd-CTX Car3 Glut0subclass
CS20230722_CLAS_02CS20230722_SUBC_028028 L6b/CT ENT Glut27subclass
CS20230722_CLAS_03CS20230722_SUBC_036036 HPF CR Glut35subclass
CS20230722_CLAS_04CS20230722_SUBC_037037 DG Glut36subclass
CS20230722_CLAS_05CS20230722_SUBC_045045 OB-STR-CTX Inh IMN44subclass
...............
CS20230722_SUPT_1193CS20241021_0833833_Endo NN_1832cluster
CS20230722_SUPT_1194CS20241021_0840840_Microglia NN_1839cluster
CS20230722_SUPT_1195CS20241021_0845845_BAM NN_1844cluster
CS20230722_SUPT_1197CS20241021_0846846_DC NN_1845cluster
CS20230722_SUPT_1201CS20241021_0847847_T cells NN_4846cluster
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629 rows × 4 columns

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" + ], + "text/plain": [ + " label name \\\n", + "parent_term_label \n", + "CS20230722_CLAS_01 CS20230722_SUBC_001 001 CLA-EPd-CTX Car3 Glut \n", + "CS20230722_CLAS_02 CS20230722_SUBC_028 028 L6b/CT ENT Glut \n", + "CS20230722_CLAS_03 CS20230722_SUBC_036 036 HPF CR Glut \n", + "CS20230722_CLAS_04 CS20230722_SUBC_037 037 DG Glut \n", + "CS20230722_CLAS_05 CS20230722_SUBC_045 045 OB-STR-CTX Inh IMN \n", + "... ... ... \n", + "CS20230722_SUPT_1193 CS20241021_0833 833_Endo NN_1 \n", + "CS20230722_SUPT_1194 CS20241021_0840 840_Microglia NN_1 \n", + "CS20230722_SUPT_1195 CS20241021_0845 845_BAM NN_1 \n", + "CS20230722_SUPT_1197 CS20241021_0846 846_DC NN_1 \n", + "CS20230722_SUPT_1201 CS20241021_0847 847_T cells NN_4 \n", + "\n", + " term_order cluster_annotation_term_set_name \n", + "parent_term_label \n", + "CS20230722_CLAS_01 0 subclass \n", + "CS20230722_CLAS_02 27 subclass \n", + "CS20230722_CLAS_03 35 subclass \n", + "CS20230722_CLAS_04 36 subclass \n", + "CS20230722_CLAS_05 44 subclass \n", + "... ... ... \n", + "CS20230722_SUPT_1193 832 cluster \n", + "CS20230722_SUPT_1194 839 cluster \n", + "CS20230722_SUPT_1195 844 cluster \n", + "CS20230722_SUPT_1197 845 cluster \n", + "CS20230722_SUPT_1201 846 cluster \n", + "\n", + "[629 rows x 4 columns]" + ] + }, + "execution_count": 80, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "filtered = term[pd.notna(term['parent_term_label'])]\n", + "first_child = filtered.groupby('parent_term_label')[['label','name','term_order','cluster_annotation_term_set_name']].first()\n", + "first_child" + ] + }, + { + "cell_type": "code", + "execution_count": 81, + "id": "139554a5", + "metadata": {}, + "outputs": [], + "source": [ + "term.set_index('label',inplace=True)\n", + "term.loc[first_child.index,'first_child_label'] = first_child['label']\n", + "term.loc[first_child.index,'first_child_term_set_name'] = first_child['cluster_annotation_term_set_name']\n", + "term.reset_index(inplace=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 82, + "id": "bbfe5c98", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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labelnamecluster_annotation_term_set_labelparent_term_labelparent_term_set_labelterm_set_orderterm_ordercluster_annotation_term_set_namecolor_hex_tripletfirst_child_labelfirst_child_term_set_name
11CS20230722_CLAS_0101 IT-ET GlutCCN20230722_CLASNaNNaN10class#FA0087CS20230722_SUBC_001subclass
12CS20230722_CLAS_0202 NP-CT-L6b GlutCCN20230722_CLASNaNNaN11class#61e2a4CS20230722_SUBC_028subclass
13CS20230722_CLAS_0303 OB-CR GlutCCN20230722_CLASNaNNaN12class#D00000CS20230722_SUBC_036subclass
14CS20230722_CLAS_0404 DG-IMN GlutCCN20230722_CLASNaNNaN13class#16f2f2CS20230722_SUBC_037subclass
15CS20230722_CLAS_0505 OB-IMN GABACCN20230722_CLASNaNNaN14class#1b4332CS20230722_SUBC_045subclass
\n", + "
" + ], + "text/plain": [ + " label name cluster_annotation_term_set_label \\\n", + "11 CS20230722_CLAS_01 01 IT-ET Glut CCN20230722_CLAS \n", + "12 CS20230722_CLAS_02 02 NP-CT-L6b Glut CCN20230722_CLAS \n", + "13 CS20230722_CLAS_03 03 OB-CR Glut CCN20230722_CLAS \n", + "14 CS20230722_CLAS_04 04 DG-IMN Glut CCN20230722_CLAS \n", + "15 CS20230722_CLAS_05 05 OB-IMN GABA CCN20230722_CLAS \n", + "\n", + " parent_term_label parent_term_set_label term_set_order term_order \\\n", + "11 NaN NaN 1 0 \n", + "12 NaN NaN 1 1 \n", + "13 NaN NaN 1 2 \n", + "14 NaN NaN 1 3 \n", + "15 NaN NaN 1 4 \n", + "\n", + " cluster_annotation_term_set_name color_hex_triplet first_child_label \\\n", + "11 class #FA0087 CS20230722_SUBC_001 \n", + "12 class #61e2a4 CS20230722_SUBC_028 \n", + "13 class #D00000 CS20230722_SUBC_036 \n", + "14 class #16f2f2 CS20230722_SUBC_037 \n", + "15 class #1b4332 CS20230722_SUBC_045 \n", + "\n", + " first_child_term_set_name \n", + "11 subclass \n", + "12 subclass \n", + "13 subclass \n", + "14 subclass \n", + "15 subclass " + ] + }, + "execution_count": 82, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "term[pd.notna(term['first_child_label'])].head(5)" + ] + }, + { + "cell_type": "code", + "execution_count": 91, + "id": "09ddcbe6-2932-498d-8039-90cdaa9b4a20", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['01 IT-ET Glut', '01 IT-ET Glut', '01 IT-ET Glut', '01 IT-ET Glut',\n", + " '01 IT-ET Glut', '01 IT-ET Glut', '01 IT-ET Glut', '01 IT-ET Glut',\n", + " '01 IT-ET Glut', '01 IT-ET Glut', '01 IT-ET Glut', '01 IT-ET Glut',\n", + " '01 IT-ET Glut', '01 IT-ET Glut', '01 IT-ET Glut', '01 IT-ET Glut',\n", + " '01 IT-ET Glut', '01 IT-ET Glut', '01 IT-ET Glut', '01 IT-ET Glut',\n", + " '01 IT-ET Glut', '01 IT-ET Glut', '01 IT-ET Glut', '01 IT-ET Glut',\n", + " '01 IT-ET Glut', '01 IT-ET Glut', '01 IT-ET Glut', '01 IT-ET Glut',\n", + " '01 IT-ET Glut', '01 IT-ET Glut', '01 IT-ET Glut', '01 IT-ET 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MB-HB Sero', '22 MB-HB Sero', '22 MB-HB Sero', '22 MB-HB Sero',\n", + " '22 MB-HB Sero', '22 MB-HB Sero', '22 MB-HB Sero', '23 P Glut',\n", + " '23 P Glut', '23 P Glut', '23 P Glut', '23 P Glut', '23 P Glut',\n", + " '23 P Glut', '23 P Glut', '23 P Glut', '23 P Glut', '23 P Glut',\n", + " '23 P Glut', '23 P Glut', '23 P Glut', '23 P Glut', '23 P Glut',\n", + " '23 P Glut', '23 P Glut', '23 P Glut', '23 P Glut', '23 P Glut',\n", + " '23 P Glut', '23 P Glut', '23 P Glut', '23 P Glut', '23 P Glut',\n", + " '23 P Glut', '23 P Glut', '23 P Glut', '23 P Glut', '23 P Glut',\n", + " '23 P Glut', '23 P Glut', '23 P Glut', '23 P Glut', '23 P Glut',\n", + " '23 P Glut', '23 P Glut', '23 P Glut', '23 P Glut', '23 P Glut',\n", + " '23 P Glut', '23 P Glut', '23 P Glut', '23 P Glut', '23 P Glut',\n", + " '23 P Glut', '23 P Glut', '23 P Glut', '24 MY Glut', '24 MY Glut',\n", + " '24 MY Glut', '24 MY Glut', '24 MY Glut', '26 P GABA', '26 P GABA',\n", + " '26 P GABA', '26 P GABA', '26 P GABA', '26 P GABA', '26 P GABA',\n", + " '26 P GABA', '26 P GABA', '26 P GABA', '26 P GABA', '26 P GABA',\n", + " '26 P GABA', '26 P GABA', '26 P GABA', '26 P GABA', '26 P GABA',\n", + " '26 P GABA', '26 P GABA', '26 P GABA', '26 P GABA', '26 P GABA',\n", + " '26 P GABA', '26 P GABA', '26 P GABA', '26 P GABA', '26 P GABA',\n", + " '26 P GABA', '26 P GABA', '26 P GABA', '26 P GABA', '26 P GABA',\n", + " '26 P GABA', '26 P GABA', '26 P GABA', '26 P GABA', '26 P GABA',\n", + " '26 P GABA', '26 P GABA', '26 P GABA', '26 P GABA', '26 P GABA',\n", + " '26 P GABA', '26 P GABA', '26 P GABA', '26 P GABA', '26 P GABA',\n", + " '26 P GABA', '26 P GABA', '26 P GABA', '26 P GABA', '26 P GABA',\n", + " '26 P GABA', '26 P GABA', '26 P GABA', '26 P GABA', '26 P GABA',\n", + " '26 P GABA', '26 P GABA', '26 P GABA', '26 P GABA', '26 P GABA',\n", + " '26 P GABA', '26 P GABA', '26 P GABA', '26 P GABA', '26 P GABA',\n", + " '26 P GABA', '26 P GABA', '26 P GABA', '26 P GABA', '26 P GABA',\n", + " '26 P GABA', '26 P GABA', '26 P GABA', '26 P GABA', '26 P GABA',\n", + " '26 P GABA', '26 P GABA', '26 P GABA', '26 P GABA', '26 P GABA',\n", + " '30 Astro-Epen', '30 Astro-Epen', '30 Astro-Epen', '30 Astro-Epen',\n", + " '30 Astro-Epen', '30 Astro-Epen', '30 Astro-Epen', '30 Astro-Epen',\n", + " '30 Astro-Epen', '30 Astro-Epen', '30 Astro-Epen', '30 Astro-Epen',\n", + " '30 Astro-Epen', '30 Astro-Epen', '30 Astro-Epen', '30 Astro-Epen',\n", + " '30 Astro-Epen', '30 Astro-Epen', '30 Astro-Epen', '30 Astro-Epen',\n", + " '30 Astro-Epen', '30 Astro-Epen', '30 Astro-Epen', '30 Astro-Epen',\n", + " '31 OPC-Oligo', '31 OPC-Oligo', '31 OPC-Oligo', '31 OPC-Oligo',\n", + " '31 OPC-Oligo', '31 OPC-Oligo', '31 OPC-Oligo', '31 OPC-Oligo',\n", + " '31 OPC-Oligo', '31 OPC-Oligo', '31 OPC-Oligo', '31 OPC-Oligo',\n", + " '31 OPC-Oligo', '31 OPC-Oligo', '31 OPC-Oligo', '31 OPC-Oligo',\n", + " '31 OPC-Oligo', '31 OPC-Oligo', '33 Vascular', '33 Vascular',\n", + " '33 Vascular', '33 Vascular', '33 Vascular', '33 Vascular',\n", + " '33 Vascular', '33 Vascular', '33 Vascular', '33 Vascular',\n", + " '33 Vascular', '33 Vascular', '33 Vascular', '33 Vascular',\n", + " '33 Vascular', '33 Vascular', '33 Vascular', '33 Vascular',\n", + " '33 Vascular', '33 Vascular', '34 Immune', '34 Immune',\n", + " '34 Immune', '34 Immune', '34 Immune', '34 Immune', '34 Immune',\n", + " '34 Immune'], dtype=object)" + ] + }, + "execution_count": 91, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mapping[mapping['cluster_annotation_term_set_name'] == 'class']['cluster_annotation_term_name'].to_numpy()" + ] + }, + { + "cell_type": "code", + "execution_count": 92, + "id": "0ce246b8-c1b2-46a0-a9bc-5e0b3e5da8f5", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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cluster_aliasneurotransmitterclasssubclasssupertypecluster
01Glut01 IT-ET Glut001 CLA-EPd-CTX Car3 Glut0001 CLA-EPd-CTX Car3 Glut_11_CLA-EPd-CTX Car3 Glut_1
12Glut01 IT-ET Glut002 IT EP-CLA Glut0003 IT EP-CLA Glut_12_IT EP-CLA Glut_1
23Glut01 IT-ET Glut002 IT EP-CLA Glut0003 IT EP-CLA Glut_13_IT EP-CLA Glut_1
34Glut01 IT-ET Glut002 IT EP-CLA Glut0003 IT EP-CLA Glut_14_IT EP-CLA Glut_1
45Glut01 IT-ET Glut002 IT EP-CLA Glut0003 IT EP-CLA Glut_15_IT EP-CLA Glut_1
.....................
842843No-NT34 Immune334 Microglia NN1194 Microglia NN_1843_Microglia NN_1
843844No-NT34 Immune334 Microglia NN1194 Microglia NN_1844_Microglia NN_1
844845No-NT34 Immune335 BAM NN1195 BAM NN_1845_BAM NN_1
845846No-NT34 Immune337 DC NN1197 DC NN_1846_DC NN_1
846847No-NT34 Immune338 Lymphoid NN1201 T cells NN_4847_T cells NN_4
\n", + "

847 rows × 6 columns

\n", + "
" + ], + "text/plain": [ + " cluster_alias neurotransmitter class subclass \\\n", + "0 1 Glut 01 IT-ET Glut 001 CLA-EPd-CTX Car3 Glut \n", + "1 2 Glut 01 IT-ET Glut 002 IT EP-CLA Glut \n", + "2 3 Glut 01 IT-ET Glut 002 IT EP-CLA Glut \n", + "3 4 Glut 01 IT-ET Glut 002 IT EP-CLA Glut \n", + "4 5 Glut 01 IT-ET Glut 002 IT EP-CLA Glut \n", + ".. ... ... ... ... \n", + "842 843 No-NT 34 Immune 334 Microglia NN \n", + "843 844 No-NT 34 Immune 334 Microglia NN \n", + "844 845 No-NT 34 Immune 335 BAM NN \n", + "845 846 No-NT 34 Immune 337 DC NN \n", + "846 847 No-NT 34 Immune 338 Lymphoid NN \n", + "\n", + " supertype cluster \n", + "0 0001 CLA-EPd-CTX Car3 Glut_1 1_CLA-EPd-CTX Car3 Glut_1 \n", + "1 0003 IT EP-CLA Glut_1 2_IT EP-CLA Glut_1 \n", + "2 0003 IT EP-CLA Glut_1 3_IT EP-CLA Glut_1 \n", + "3 0003 IT EP-CLA Glut_1 4_IT EP-CLA Glut_1 \n", + "4 0003 IT EP-CLA Glut_1 5_IT EP-CLA Glut_1 \n", + ".. ... ... \n", + "842 1194 Microglia NN_1 843_Microglia NN_1 \n", + "843 1194 Microglia NN_1 844_Microglia NN_1 \n", + "844 1195 BAM NN_1 845_BAM NN_1 \n", + "845 1197 DC NN_1 846_DC NN_1 \n", + "846 1201 T cells NN_4 847_T cells NN_4 \n", + "\n", + "[847 rows x 6 columns]" + ] + }, + "execution_count": 92, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "cluster_to_cluster_annotation = pd.DataFrame()\n", + "cluster_to_cluster_annotation['cluster_alias'] = cluster['cluster_alias']\n", + "cluster_to_cluster_annotation['neurotransmitter'] = cluster['neurotransmitter_label']\n", + "for term_name in ['class', 'subclass', 'supertype']:\n", + " cluster_to_cluster_annotation[term_name] = mapping[\n", + " mapping['cluster_annotation_term_set_name'] == term_name\n", + " ]['cluster_annotation_term_name'].to_numpy()\n", + "cluster_to_cluster_annotation['cluster'] = cluster['cluster_name']\n", + "cluster_to_cluster_annotation = cluster_to_cluster_annotation.sort_values(['class', 'subclass', 'supertype', 'cluster'])\n", + "cluster_to_cluster_annotation" + ] + }, + { + "cell_type": "markdown", + "id": "d8b94400", + "metadata": {}, + "source": [ + "Read in the cluster annotation term name pivot table and sort it" + ] + }, + { + "cell_type": "markdown", + "id": "54b2e9b1", + "metadata": {}, + "source": [ + "Create a lookup by name dataframes for each term set" + ] + }, + { + "cell_type": "code", + "execution_count": 93, + "id": "e46b1340", + "metadata": {}, + "outputs": [], + "source": [ + "lookup = {}\n", + "for tag in term_sets['name']:\n", + " #print(tag)\n", + " pred = (term['cluster_annotation_term_set_name'] == tag)\n", + " filtered = term[pred].copy()\n", + " filtered.set_index('name', inplace=True)\n", + " lookup[tag] = filtered" + ] + }, + { + "cell_type": "markdown", + "id": "24fde774", + "metadata": {}, + "source": [ + "Helper functions to lookup an term attribut and format a cell in the html table" + ] + }, + { + "cell_type": "code", + "execution_count": 94, + "id": "27828465", + "metadata": {}, + "outputs": [], + "source": [ + "def get_value(c, n, v) :\n", + " return lookup[c].loc[n][v]\n", + "\n", + "def format_cell (df,c,add_id=False,add_plus=False,add_minus=False) :\n", + "\n", + " divs = pd.DataFrame(index=df.index)\n", + " \n", + " pattern = '
'\n", + " divs['circle'] = [pattern % get_value(c,x,'color_hex_triplet') for x in df[c]]\n", + " \n", + " pattern = '
%s
'\n", + " divs['name'] = [pattern % x for x in df[c]]\n", + " \n", + " divs['id'] = ''\n", + " if add_id :\n", + " pattern = '
'\n", + " divs['id'] = [pattern % get_value(c,x,'label') for x in df[c]]\n", + " \n", + " divs['plus'] = ''\n", + " if add_plus :\n", + " pattern = '
[+]
'\n", + " divs['plus'] = [pattern % (get_value(c,x,'first_child_term_set_name'),\n", + " get_value(c,x,'first_child_label')) for x in df[c]]\n", + " \n", + " divs['minus'] = ''\n", + " if add_minus :\n", + " pattern = '
[-]
'\n", + " divs['minus'] = [pattern % (get_value(c,x,'cluster_annotation_term_set_name'),\n", + " get_value(c,x,'label')) for x in df[c]]\n", + " \n", + " cols = ['id','circle','name','plus','minus']\n", + " output = divs[cols].apply(lambda row: ''.join(row.values.astype(str)), axis=1)\n", + " return output\n" + ] + }, + { + "cell_type": "markdown", + "id": "4d68d33a", + "metadata": {}, + "source": [ + "Helper function to create html document" + ] + }, + { + "cell_type": "code", + "execution_count": 95, + "id": "1cf1afdc", + "metadata": {}, + "outputs": [], + "source": [ + "def create_html(df, ts, file, title):\n", + " \n", + " # apply formatter to each term set\n", + " df_formatted = df.copy()\n", + " \n", + " for tag in term_sets['name'] :\n", + " if tag in df_formatted.columns :\n", + " \n", + " add_id = False\n", + " if tag == ts :\n", + " add_id = True\n", + " \n", + " add_plus = False\n", + " if tag == ts and tag not in ('cluster', 'neurotransmitter', 'division') :\n", + " add_plus = True\n", + " \n", + " add_minus = False\n", + " if tag != ts and tag not in ('neurotransmitter') :\n", + " add_minus = True\n", + " \n", + " df_formatted[tag] = format_cell(df,tag,add_id,add_plus,add_minus)\n", + " \n", + " \n", + " output = df_formatted.to_html(index=False, na_rep='',\n", + " render_links=True,escape=False,\n", + " classes=\"mystyle\")\n", + "\n", + " html_string = '''\n", + " \n", + " %s\n", + " \n", + " \n", + " {table}\n", + " \n", + " .\n", + " ''' % title\n", + "\n", + " # OUTPUT AN HTML FILE\n", + " with open(file, 'w') as f:\n", + " f.write(html_string.format(table=output))" + ] + }, + { + "cell_type": "code", + "execution_count": 96, + "id": "f560131e", + "metadata": {}, + "outputs": [], + "source": [ + "# Write the data to the _static directory of the abc_atlas_access so that links work properly in the jupyter-book/sphinx page.\n", + "output_directory = os.path.join('../../_static', 'Zeng-Aging-Mouse-taxonomy', version)\n", + "os.makedirs(output_directory, exist_ok=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 100, + "id": "e5668897", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "25\n" + ] + } + ], + "source": [ + "df_supertype = cluster_to_cluster_annotation[['class']].copy()\n", + "df_supertype.drop_duplicates(inplace=True)\n", + "\n", + "file = os.path.join(output_directory,'class.html')\n", + "title = 'Zeng-Aging-Mouse-taxonmy: cell type classes'\n", + "create_html(df_supertype, 'class',file, title)\n", + "print(len(df_supertype))" + ] + }, + { + "cell_type": "code", + "execution_count": 101, + "id": "e7766814", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "172\n" + ] + } + ], + "source": [ + "df_supertype = cluster_to_cluster_annotation[['class','subclass']].copy()\n", + "df_supertype.drop_duplicates(inplace=True)\n", + "\n", + "file = os.path.join(output_directory,'subclass.html')\n", + "title = 'Zeng-Aging-Mouse-taxonmy: cell type subclasses'\n", + "create_html(df_supertype, 'subclass',file, title)\n", + "print(len(df_supertype))" + ] + }, + { + "cell_type": "code", + "execution_count": 102, + "id": "74417b86", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "432\n" + ] + } + ], + "source": [ + "df_supertype = cluster_to_cluster_annotation[['class','subclass','supertype']].copy()\n", + "df_supertype.drop_duplicates(inplace=True)\n", + "\n", + "file = os.path.join(output_directory,'supertype.html')\n", + "title = 'Zeng-Aging-Mouse-taxonmy: cell type supertypes'\n", + "create_html(df_supertype, 'supertype',file, title)\n", + "print(len(df_supertype))" + ] + }, + { + "cell_type": "code", + "execution_count": 104, + "id": "5040f7f2", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "847\n" + ] + } + ], + "source": [ + "df_supertype = cluster_to_cluster_annotation[['class','subclass','supertype','cluster','neurotransmitter']].copy()\n", + "df_supertype.drop_duplicates(inplace=True)\n", + "\n", + "file = os.path.join(output_directory,'cluster.html')\n", + "title = 'Zeng-Aging-Mouse-taxonmy: cell type clusters'\n", + "create_html(df_supertype,'cluster',file, title)\n", + "print(len(df_supertype))" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "37ee951a", + "metadata": {}, + "outputs": [], + "source": [ + "if version == '20230630' :\n", + " df_supertype = df_sorted[['division']].copy()\n", + " df_supertype.drop_duplicates(inplace=True)\n", + "\n", + " file = os.path.join(output_directory,'division.html')\n", + " title = 'WMB-taxonmy: cell type division'\n", + " create_html(df_supertype, 'division', file, title)\n", + " print(len(df_supertype))" + ] + }, + { + "cell_type": "code", + "execution_count": 105, + "id": "bd36dd14", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "9\n" + ] + } + ], + "source": [ + "df_supertype = cluster_to_cluster_annotation[['neurotransmitter']].copy()\n", + "df_supertype.drop_duplicates(inplace=True)\n", + "\n", + "file = os.path.join(output_directory,'neurotransmitter.html')\n", + "title = 'Zeng-Aging-Mouse-taxonmy: neurotransmitter types'\n", + "create_html(df_supertype, 'neurotransmitter', file, title)\n", + "print(len(df_supertype))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "944ed0eb", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.10" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/docs/cluster_annotations/create_cluster_annotation_html.ipynb b/docs/cluster_annotations/create_cluster_annotation_html.ipynb index 8e9b317..46a607b 100644 --- a/docs/cluster_annotations/create_cluster_annotation_html.ipynb +++ b/docs/cluster_annotations/create_cluster_annotation_html.ipynb @@ -29,10 +29,10 @@ "name": "stderr", "output_type": "stream", "text": [ - "/Users/chris.morrison/src/abc_atlas_access/src/abc_atlas_access/abc_atlas_cache/cloud_cache.py:622: OutdatedManifestWarning: You are loading releases/20230630/manifest.json. A more up to date version of the dataset -- releases/20231215/manifest.json -- exists online. To see the changes between the two versions of the dataset, run\n", - "type.compare_manifests('releases/20230630/manifest.json', 'releases/20231215/manifest.json')\n", + "/allen/aibs/informatics/chris.morrison/miniconda/envs/abc_atlas_access/lib/python3.11/site-packages/abc_atlas_access/abc_atlas_cache/cloud_cache.py:630: OutdatedManifestWarning: You are loading releases/20230830/manifest.json. A more up to date version of the dataset -- releases/20241115/manifest.json -- exists online. To see the changes between the two versions of the dataset, run\n", + "type.compare_manifests('releases/20230830/manifest.json', 'releases/20241115/manifest.json')\n", "To load another version of the dataset, run\n", - "type.load_manifest('releases/20231215/manifest.json')\n", + "type.load_manifest('releases/20241115/manifest.json')\n", " warnings.warn(msg, OutdatedManifestWarning)\n" ] } @@ -191,7 +191,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 20, "id": "25e594dc-7b6e-4bad-b04e-85a57fcf07d6", "metadata": {}, "outputs": [ @@ -225,6 +225,8 @@ " term_order\n", " cluster_annotation_term_set_name\n", " color_hex_triplet\n", + " first_child_label\n", + " first_child_term_set_name\n", " \n", " \n", " \n", @@ -239,6 +241,8 @@ " 0\n", " neurotransmitter\n", " #2B93DF\n", + " NaN\n", + " NaN\n", " \n", " \n", " 1\n", @@ -251,6 +255,8 @@ " 1\n", " neurotransmitter\n", " #666666\n", + " NaN\n", + " NaN\n", " \n", " \n", " 2\n", @@ -263,6 +269,8 @@ " 2\n", " neurotransmitter\n", " #FF3358\n", + " NaN\n", + " NaN\n", " \n", " \n", " 3\n", @@ -275,6 +283,8 @@ " 3\n", " neurotransmitter\n", " #fcf04b\n", + " NaN\n", + " NaN\n", " \n", " \n", " 4\n", @@ -287,41 +297,158 @@ " 4\n", " neurotransmitter\n", " #0a9964\n", + " NaN\n", + " NaN\n", + " \n", + " \n", + " 5\n", + " CS20230722_NEUR_Chol\n", + " Chol\n", + " CCN20230722_NEUR\n", + " NaN\n", + " NaN\n", + " 0\n", + " 5\n", + " neurotransmitter\n", + " #73E785\n", + " NaN\n", + " NaN\n", + " \n", + " \n", + " 6\n", + " CS20230722_NEUR_Hist\n", + " Hist\n", + " CCN20230722_NEUR\n", + " NaN\n", + " NaN\n", + " 0\n", + " 6\n", + " neurotransmitter\n", + " #ff7621\n", + " NaN\n", + " NaN\n", + " \n", + " \n", + " 7\n", + " CS20230722_NEUR_GABA-Glyc\n", + " GABA-Glyc\n", + " CCN20230722_NEUR\n", + " NaN\n", + " NaN\n", + " 0\n", + " 7\n", + " neurotransmitter\n", + " #820e57\n", + " NaN\n", + " NaN\n", + " \n", + " \n", + " 8\n", + " CS20230722_NEUR_Sero\n", + " Sero\n", + " CCN20230722_NEUR\n", + " NaN\n", + " NaN\n", + " 0\n", + " 8\n", + " neurotransmitter\n", + " #533691\n", + " NaN\n", + " NaN\n", + " \n", + " \n", + " 9\n", + " CS20230722_NEUR_Nora\n", + " Nora\n", + " CCN20230722_NEUR\n", + " NaN\n", + " NaN\n", + " 0\n", + " 9\n", + " neurotransmitter\n", + " #03EDFF\n", + " NaN\n", + " NaN\n", + " \n", + " \n", + " 10\n", + " NaN\n", + " Other\n", + " NaN\n", + " NaN\n", + " NaN\n", + " 0\n", + " 9\n", + " neurotransmitter\n", + " #ebebeb\n", + " NaN\n", + " NaN\n", " \n", " \n", "\n", "" ], "text/plain": [ - " label name cluster_annotation_term_set_label \\\n", - "0 CS20230722_NEUR_Glut Glut CCN20230722_NEUR \n", - "1 CS20230722_NEUR_NA NaN CCN20230722_NEUR \n", - "2 CS20230722_NEUR_GABA GABA CCN20230722_NEUR \n", - "3 CS20230722_NEUR_Dopa Dopa CCN20230722_NEUR \n", - "4 CS20230722_NEUR_Glut-GABA Glut-GABA CCN20230722_NEUR \n", + " label name cluster_annotation_term_set_label \\\n", + "0 CS20230722_NEUR_Glut Glut CCN20230722_NEUR \n", + "1 CS20230722_NEUR_NA NaN CCN20230722_NEUR \n", + "2 CS20230722_NEUR_GABA GABA CCN20230722_NEUR \n", + "3 CS20230722_NEUR_Dopa Dopa CCN20230722_NEUR \n", + "4 CS20230722_NEUR_Glut-GABA Glut-GABA CCN20230722_NEUR \n", + "5 CS20230722_NEUR_Chol Chol CCN20230722_NEUR \n", + "6 CS20230722_NEUR_Hist Hist CCN20230722_NEUR \n", + "7 CS20230722_NEUR_GABA-Glyc GABA-Glyc CCN20230722_NEUR \n", + "8 CS20230722_NEUR_Sero Sero CCN20230722_NEUR \n", + "9 CS20230722_NEUR_Nora Nora CCN20230722_NEUR \n", + "10 NaN Other NaN \n", "\n", - " parent_term_label parent_term_set_label term_set_order term_order \\\n", - "0 NaN NaN 0 0 \n", - "1 NaN NaN 0 1 \n", - "2 NaN NaN 0 2 \n", - "3 NaN NaN 0 3 \n", - "4 NaN NaN 0 4 \n", + " parent_term_label parent_term_set_label term_set_order term_order \\\n", + "0 NaN NaN 0 0 \n", + "1 NaN NaN 0 1 \n", + "2 NaN NaN 0 2 \n", + "3 NaN NaN 0 3 \n", + "4 NaN NaN 0 4 \n", + "5 NaN NaN 0 5 \n", + "6 NaN NaN 0 6 \n", + "7 NaN NaN 0 7 \n", + "8 NaN NaN 0 8 \n", + "9 NaN NaN 0 9 \n", + "10 NaN NaN 0 9 \n", + "\n", + " cluster_annotation_term_set_name color_hex_triplet first_child_label \\\n", + "0 neurotransmitter #2B93DF NaN \n", + "1 neurotransmitter #666666 NaN \n", + "2 neurotransmitter #FF3358 NaN \n", + "3 neurotransmitter #fcf04b NaN \n", + "4 neurotransmitter #0a9964 NaN \n", + "5 neurotransmitter #73E785 NaN \n", + "6 neurotransmitter #ff7621 NaN \n", + "7 neurotransmitter #820e57 NaN \n", + "8 neurotransmitter #533691 NaN \n", + "9 neurotransmitter #03EDFF NaN \n", + "10 neurotransmitter #ebebeb NaN \n", "\n", - " cluster_annotation_term_set_name color_hex_triplet \n", - "0 neurotransmitter #2B93DF \n", - "1 neurotransmitter #666666 \n", - "2 neurotransmitter #FF3358 \n", - "3 neurotransmitter #fcf04b \n", - "4 neurotransmitter #0a9964 " + " first_child_term_set_name \n", + "0 NaN \n", + "1 NaN \n", + "2 NaN \n", + "3 NaN \n", + "4 NaN \n", + "5 NaN \n", + "6 NaN \n", + "7 NaN \n", + "8 NaN \n", + "9 NaN \n", + "10 NaN " ] }, - "execution_count": 5, + "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "term.head(5)" + "term[term['cluster_annotation_term_set_name'] == 'neurotransmitter']" ] }, { @@ -671,6 +798,13 @@ "id": "bb659473", "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "cluster_to_cluster_annotation_membership_pivoted.csv: 100%|█████████████████████| 531k/531k [00:00<00:00, 3.49MMB/s]\n" + ] + }, { "data": { "text/html": [ @@ -899,15 +1033,15 @@ "metadata": {}, "outputs": [], "source": [ - "def get_value( c, n, v ) :\n", + "def get_value(c, n, v) :\n", " return lookup[c].loc[n][v]\n", "\n", - "def format_cell (df,c,add_id=False,add_plus=False,add_minus=False) :\n", + "def format_cell(df, c, add_id=False, add_plus=False, add_minus=False) :\n", "\n", " divs = pd.DataFrame(index=df.index)\n", " \n", " pattern = '
'\n", - " divs['circle'] = [ pattern % get_value(c,x,'color_hex_triplet') for x in df[c] ]\n", + " divs['circle'] = [ pattern % get_value(c, x, 'color_hex_triplet') for x in df[c]]\n", " \n", " pattern = '
%s
'\n", " divs['name'] = [ pattern % x for x in df[c] ]\n", @@ -934,14 +1068,6 @@ " return output\n" ] }, - { - "cell_type": "markdown", - "id": "4d68d33a", - "metadata": {}, - "source": [ - "Helper function to create html document" - ] - }, { "cell_type": "code", "execution_count": 12, @@ -949,16 +1075,16 @@ "metadata": {}, "outputs": [], "source": [ - "def create_html (df,ts,file,title) :\n", + "def create_html(df, ts, file, title) :\n", " \n", " # apply formatter to each term set\n", " df_formatted = df.copy()\n", " \n", - " for tag in term_sets['name'] :\n", + " for tag in term_sets['name']:\n", " if tag in df_formatted.columns :\n", " \n", " add_id = False\n", - " if tag == ts :\n", + " if tag == ts:\n", " add_id = True\n", " \n", " add_plus = False\n", @@ -969,7 +1095,7 @@ " if tag != ts and tag not in ('neurotransmitter') :\n", " add_minus = True\n", " \n", - " df_formatted[tag] = format_cell(df,tag,add_id,add_plus,add_minus)\n", + " df_formatted[tag] = format_cell(df, tag, add_id, add_plus, add_minus)\n", " \n", " \n", " output = df_formatted.to_html(index=False, na_rep='',\n", @@ -991,6 +1117,14 @@ " f.write(html_string.format(table=output))" ] }, + { + "cell_type": "markdown", + "id": "4d68d33a", + "metadata": {}, + "source": [ + "Helper function to create html document" + ] + }, { "cell_type": "code", "execution_count": 13, @@ -1015,6 +1149,213 @@ "text": [ "34\n" ] + }, + { + "data": { + "text/html": [ + "
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1702 NP-CT-L6b Glut
281403 OB-CR Glut
137804 DG-IMN Glut
123805 OB-IMN GABA
63606 CTX-CGE GABA
70807 CTX-MGE GABA
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115809 CNU-LGE GABA
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146212 HY GABA
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207514 HY Glut
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276716 HY MM Glut
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483618 TH Glut
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331820 MB GABA
236821 MB Dopa
278122 MB-HB Sero
272123 P Glut
369124 MY Glut
496325 Pineal Glut
359326 P GABA
387727 MY GABA
398428 CB GABA
496429 CB Glut
508330 Astro-Epen
497531 OPC-Oligo
499632 OEC
500833 Vascular
502934 Immune
\n", + "
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classsubclass
12501 IT-ET Glut001 CLA-EPd-CTX Car3 Glut
11301 IT-ET Glut002 IT EP-CLA Glut
9401 IT-ET Glut003 L5/6 IT TPE-ENT Glut
9801 IT-ET Glut004 L6 IT CTX Glut
9501 IT-ET Glut005 L5 IT CTX Glut
.........
502934 Immune334 Microglia NN
501934 Immune335 BAM NN
502534 Immune336 Monocytes NN
502634 Immune337 DC NN
502434 Immune338 Lymphoid NN
\n", + "

338 rows × 2 columns

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" + ], + "text/plain": [ + " class subclass\n", + "125 01 IT-ET Glut 001 CLA-EPd-CTX Car3 Glut\n", + "113 01 IT-ET Glut 002 IT EP-CLA Glut\n", + "94 01 IT-ET Glut 003 L5/6 IT TPE-ENT Glut\n", + "98 01 IT-ET Glut 004 L6 IT CTX Glut\n", + "95 01 IT-ET Glut 005 L5 IT CTX Glut\n", + "... ... ...\n", + "5029 34 Immune 334 Microglia NN\n", + "5019 34 Immune 335 BAM NN\n", + "5025 34 Immune 336 Monocytes NN\n", + "5026 34 Immune 337 DC NN\n", + "5024 34 Immune 338 Lymphoid NN\n", + "\n", + "[338 rows x 2 columns]" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_supertype = df_sorted[['class','subclass']].copy()\n", + "df_supertype.drop_duplicates(inplace=True)\n", + "\n", + "file = os.path.join(output_directory,'subclass.html')\n", + "title = 'WMB-taxonmy: cell type subclasses'\n", + "create_html(df_supertype, 'subclass',file, title)\n", + "print(len(df_supertype))\n", + "df_supertype" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "74417b86", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1201\n" + ] + }, + { + "data": { + "text/html": [ + "
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classsubclasssupertype
12501 IT-ET Glut001 CLA-EPd-CTX Car3 Glut0001 CLA-EPd-CTX Car3 Glut_1
12801 IT-ET Glut001 CLA-EPd-CTX Car3 Glut0002 CLA-EPd-CTX Car3 Glut_2
11301 IT-ET Glut002 IT EP-CLA Glut0003 IT EP-CLA Glut_1
11401 IT-ET Glut002 IT EP-CLA Glut0004 IT EP-CLA Glut_2
15401 IT-ET Glut002 IT EP-CLA Glut0005 IT EP-CLA Glut_3
............
502634 Immune337 DC NN1197 DC NN_1
502434 Immune338 Lymphoid NN1198 B cells NN_1
502134 Immune338 Lymphoid NN1199 ILC NN_2
502334 Immune338 Lymphoid NN1200 NK cells NN_3
502234 Immune338 Lymphoid NN1201 T cells NN_4
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1201 rows × 3 columns

\n", + "
" + ], + "text/plain": [ + " class subclass supertype\n", + "125 01 IT-ET Glut 001 CLA-EPd-CTX Car3 Glut 0001 CLA-EPd-CTX Car3 Glut_1\n", + "128 01 IT-ET Glut 001 CLA-EPd-CTX Car3 Glut 0002 CLA-EPd-CTX Car3 Glut_2\n", + "113 01 IT-ET Glut 002 IT EP-CLA Glut 0003 IT EP-CLA Glut_1\n", + "114 01 IT-ET Glut 002 IT EP-CLA Glut 0004 IT EP-CLA Glut_2\n", + "154 01 IT-ET Glut 002 IT EP-CLA Glut 0005 IT EP-CLA Glut_3\n", + "... ... ... ...\n", + "5026 34 Immune 337 DC NN 1197 DC NN_1\n", + "5024 34 Immune 338 Lymphoid NN 1198 B cells NN_1\n", + "5021 34 Immune 338 Lymphoid NN 1199 ILC NN_2\n", + "5023 34 Immune 338 Lymphoid NN 1200 NK cells NN_3\n", + "5022 34 Immune 338 Lymphoid NN 1201 T cells NN_4\n", + "\n", + "[1201 rows x 3 columns]" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_supertype = df_sorted[['class','subclass','supertype']].copy()\n", + "df_supertype.drop_duplicates(inplace=True)\n", + "\n", + "file = os.path.join(output_directory,'supertype.html')\n", + "title = 'WMB-taxonmy: cell type supertypes'\n", + "create_html(df_supertype, 'supertype',file, title)\n", + "print(len(df_supertype))\n", + "df_supertype" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "5040f7f2", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "5322\n" + ] + }, + { + "data": { + "text/html": [ + "
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classsubclasssupertypeclusterneurotransmitter
12501 IT-ET Glut001 CLA-EPd-CTX Car3 Glut0001 CLA-EPd-CTX Car3 Glut_10001 CLA-EPd-CTX Car3 Glut_1Glut
12601 IT-ET Glut001 CLA-EPd-CTX Car3 Glut0001 CLA-EPd-CTX Car3 Glut_10002 CLA-EPd-CTX Car3 Glut_1Glut
12701 IT-ET Glut001 CLA-EPd-CTX Car3 Glut0001 CLA-EPd-CTX Car3 Glut_10003 CLA-EPd-CTX Car3 Glut_1Glut
14001 IT-ET Glut001 CLA-EPd-CTX Car3 Glut0001 CLA-EPd-CTX Car3 Glut_10004 CLA-EPd-CTX Car3 Glut_1Glut
12801 IT-ET Glut001 CLA-EPd-CTX Car3 Glut0002 CLA-EPd-CTX Car3 Glut_20005 CLA-EPd-CTX Car3 Glut_2Glut
..................
502834 Immune337 DC NN1197 DC NN_15318 DC NN_1Other
502434 Immune338 Lymphoid NN1198 B cells NN_15319 B cells NN_1Other
502134 Immune338 Lymphoid NN1199 ILC NN_25320 ILC NN_2Other
502334 Immune338 Lymphoid NN1200 NK cells NN_35321 NK cells NN_3Other
502234 Immune338 Lymphoid NN1201 T cells NN_45322 T cells NN_4Other
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5322 rows × 5 columns

\n", + "
" + ], + "text/plain": [ + " class subclass supertype \\\n", + "125 01 IT-ET Glut 001 CLA-EPd-CTX Car3 Glut 0001 CLA-EPd-CTX Car3 Glut_1 \n", + "126 01 IT-ET Glut 001 CLA-EPd-CTX Car3 Glut 0001 CLA-EPd-CTX Car3 Glut_1 \n", + "127 01 IT-ET Glut 001 CLA-EPd-CTX Car3 Glut 0001 CLA-EPd-CTX Car3 Glut_1 \n", + "140 01 IT-ET Glut 001 CLA-EPd-CTX Car3 Glut 0001 CLA-EPd-CTX Car3 Glut_1 \n", + "128 01 IT-ET Glut 001 CLA-EPd-CTX Car3 Glut 0002 CLA-EPd-CTX Car3 Glut_2 \n", + "... ... ... ... \n", + "5028 34 Immune 337 DC NN 1197 DC NN_1 \n", + "5024 34 Immune 338 Lymphoid NN 1198 B cells NN_1 \n", + "5021 34 Immune 338 Lymphoid NN 1199 ILC NN_2 \n", + "5023 34 Immune 338 Lymphoid NN 1200 NK cells NN_3 \n", + "5022 34 Immune 338 Lymphoid NN 1201 T cells NN_4 \n", + "\n", + " cluster neurotransmitter \n", + "125 0001 CLA-EPd-CTX Car3 Glut_1 Glut \n", + "126 0002 CLA-EPd-CTX Car3 Glut_1 Glut \n", + "127 0003 CLA-EPd-CTX Car3 Glut_1 Glut \n", + "140 0004 CLA-EPd-CTX Car3 Glut_1 Glut \n", + "128 0005 CLA-EPd-CTX Car3 Glut_2 Glut \n", + "... ... ... \n", + "5028 5318 DC NN_1 Other \n", + "5024 5319 B cells NN_1 Other \n", + "5021 5320 ILC NN_2 Other \n", + "5023 5321 NK cells NN_3 Other \n", + "5022 5322 T cells NN_4 Other \n", + "\n", + "[5322 rows x 5 columns]" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "if version == '20230630' :\n", + " df_supertype = df_sorted[['division','class','subclass','supertype','cluster','neurotransmitter']].copy()\n", + " df_supertype.drop_duplicates(inplace=True)\n", + "else :\n", + " df_supertype = df_sorted[['class','subclass','supertype','cluster','neurotransmitter']].copy()\n", + " df_supertype.drop_duplicates(inplace=True)\n", + "\n", "file = os.path.join(output_directory,'cluster.html')\n", "title = 'WMB-taxonmy: cell type clusters'\n", "create_html(df_supertype,'cluster',file, title)\n", - "print(len(df_sorted))" + "print(len(df_sorted))\n", + "df_supertype" ] }, { @@ -1117,7 +1844,8 @@ " file = os.path.join(output_directory,'division.html')\n", " title = 'WMB-taxonmy: cell type division'\n", " create_html(df_supertype, 'division', file, title)\n", - " print(len(df_supertype))" + " print(len(df_supertype))\n", + " df_supertype" ] }, { @@ -1132,6 +1860,93 @@ "text": [ "10\n" ] + }, + { + "data": { + "text/html": [ + "
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neurotransmitter
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1358Glut-GABA
559Chol
5035Hist
2863GABA-Glyc
2781Sero
3813Nora
\n", + "
" + ], + "text/plain": [ + " neurotransmitter\n", + "125 Glut\n", + "1351 Other\n", + "1238 GABA\n", + "1375 Dopa\n", + "1358 Glut-GABA\n", + "559 Chol\n", + "5035 Hist\n", + "2863 GABA-Glyc\n", + "2781 Sero\n", + "3813 Nora" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ @@ -1141,7 +1956,8 @@ "file = os.path.join(output_directory,'neurotransmitter.html')\n", "title = 'WMB-taxonmy: neurotransmitter types'\n", "create_html(df_supertype, 'neurotransmitter', file, title)\n", - "print(len(df_supertype))" + "print(len(df_supertype))\n", + "df_supertype" ] }, { @@ -1169,7 +1985,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.0" + "version": "3.11.10" } }, "nbformat": 4, diff --git a/notebooks/Zeng_Aging_Mouse_clustering_analysis_and_annotation.ipynb b/notebooks/Zeng_Aging_Mouse_clustering_analysis_and_annotation.ipynb index bfca93f..2c72f9b 100644 --- a/notebooks/Zeng_Aging_Mouse_clustering_analysis_and_annotation.ipynb +++ b/notebooks/Zeng_Aging_Mouse_clustering_analysis_and_annotation.ipynb @@ -1729,7 +1729,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 45, "metadata": {}, "outputs": [ { @@ -1865,8 +1865,105 @@ " supertype\n", " #994563\n", " \n", + " \n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " \n", + " \n", + " 843\n", + " CS20241021_0843\n", + " 842\n", + " 843_Microglia NN_1\n", + " #a88b30\n", + " CS20230722_CLAS_34\n", + " 34 Immune\n", + " CCN20230722_CLAS\n", + " NaN\n", + " NaN\n", + " 1\n", + " 33\n", + " class\n", + " #825f45\n", + " \n", + " \n", + " 844\n", + " CS20241021_0844\n", + " 843\n", + " 844_Microglia NN_1\n", + " #df92c3\n", + " CS20230722_CLAS_34\n", + " 34 Immune\n", + " CCN20230722_CLAS\n", + " NaN\n", + " NaN\n", + " 1\n", + " 33\n", + " class\n", + " #825f45\n", + " \n", + " \n", + " 845\n", + " CS20241021_0845\n", + " 844\n", + " 845_BAM NN_1\n", + " #a1adea\n", + " CS20230722_CLAS_34\n", + " 34 Immune\n", + " CCN20230722_CLAS\n", + " NaN\n", + " NaN\n", + " 1\n", + " 33\n", + " class\n", + " #825f45\n", + " \n", + " \n", + " 846\n", + " CS20241021_0846\n", + " 845\n", + " 846_DC NN_1\n", + " #9a5824\n", + " CS20230722_CLAS_34\n", + " 34 Immune\n", + " CCN20230722_CLAS\n", + " NaN\n", + " NaN\n", + " 1\n", + " 33\n", + " class\n", + " #825f45\n", + " \n", + " \n", + " 847\n", + " CS20241021_0847\n", + " 846\n", + " 847_T cells NN_4\n", + " #e7e085\n", + " CS20230722_CLAS_34\n", + " 34 Immune\n", + " CCN20230722_CLAS\n", + " NaN\n", + " NaN\n", + " 1\n", + " 33\n", + " class\n", + " #825f45\n", + " \n", " \n", "\n", + "

2541 rows × 13 columns

\n", "" ], "text/plain": [ @@ -1877,6 +1974,12 @@ "3 CS20241021_0003 2 3_IT EP-CLA Glut_1 \n", "4 CS20241021_0004 3 4_IT EP-CLA Glut_1 \n", "5 CS20241021_0005 4 5_IT EP-CLA Glut_1 \n", + "... ... ... ... \n", + "843 CS20241021_0843 842 843_Microglia NN_1 \n", + "844 CS20241021_0844 843 844_Microglia NN_1 \n", + "845 CS20241021_0845 844 845_BAM NN_1 \n", + "846 CS20241021_0846 845 846_DC NN_1 \n", + "847 CS20241021_0847 846 847_T cells NN_4 \n", "\n", " cluster_color cluster_annotation_term_label \\\n", "cluster_alias \n", @@ -1885,6 +1988,12 @@ "3 #b96cf0 CS20230722_SUPT_0003 \n", "4 #bff691 CS20230722_SUPT_0003 \n", "5 #39fbfa CS20230722_SUPT_0003 \n", + "... ... ... \n", + "843 #a88b30 CS20230722_CLAS_34 \n", + "844 #df92c3 CS20230722_CLAS_34 \n", + "845 #a1adea CS20230722_CLAS_34 \n", + "846 #9a5824 CS20230722_CLAS_34 \n", + "847 #e7e085 CS20230722_CLAS_34 \n", "\n", " cluster_annotation_term_name cluster_annotation_term_set_label \\\n", "cluster_alias \n", @@ -1893,6 +2002,12 @@ "3 0003 IT EP-CLA Glut_1 CCN20230722_SUPT \n", "4 0003 IT EP-CLA Glut_1 CCN20230722_SUPT \n", "5 0003 IT EP-CLA Glut_1 CCN20230722_SUPT \n", + "... ... ... \n", + "843 34 Immune CCN20230722_CLAS \n", + "844 34 Immune CCN20230722_CLAS \n", + "845 34 Immune CCN20230722_CLAS \n", + "846 34 Immune CCN20230722_CLAS \n", + "847 34 Immune CCN20230722_CLAS \n", "\n", " parent_term_label parent_term_set_label term_set_order \\\n", "cluster_alias \n", @@ -1901,6 +2016,12 @@ "3 CS20230722_SUBC_002 CCN20230722_SUBC 3 \n", "4 CS20230722_SUBC_002 CCN20230722_SUBC 3 \n", "5 CS20230722_SUBC_002 CCN20230722_SUBC 3 \n", + "... ... ... ... \n", + "843 NaN NaN 1 \n", + "844 NaN NaN 1 \n", + "845 NaN NaN 1 \n", + "846 NaN NaN 1 \n", + "847 NaN NaN 1 \n", "\n", " term_order cluster_annotation_term_set_name color_hex_triplet \n", "cluster_alias \n", @@ -1908,10 +2029,18 @@ "2 2 supertype #994563 \n", "3 2 supertype #994563 \n", "4 2 supertype #994563 \n", - "5 2 supertype #994563 " + "5 2 supertype #994563 \n", + "... ... ... ... \n", + "843 33 class #825f45 \n", + "844 33 class #825f45 \n", + "845 33 class #825f45 \n", + "846 33 class #825f45 \n", + "847 33 class #825f45 \n", + "\n", + "[2541 rows x 13 columns]" ] }, - "execution_count": 25, + "execution_count": 45, "metadata": {}, "output_type": "execute_result" } @@ -1925,7 +2054,7 @@ "# directory='WHB-taxonomy',\n", "# file_name='cluster_to_cluster_annotation_membership'\n", "# )\n", - "cluster_mapping.head()" + "cluster_mapping" ] }, { @@ -1937,7 +2066,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 46, "metadata": {}, "outputs": [ { @@ -2185,8 +2314,201 @@ " Glut\n", " #2B93DF\n", " \n", + " \n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " \n", + " \n", + " 843\n", + " CS20241021_0843\n", + " 842\n", + " 843_Microglia NN_1\n", + " #a88b30\n", + " CS20230722_CLAS_34\n", + " 34 Immune\n", + " CCN20230722_CLAS\n", + " NaN\n", + " NaN\n", + " 1\n", + " 33\n", + " class\n", + " #825f45\n", + " 2640\n", + " CS20241021_0843\n", + " 842\n", + " 843_Microglia NN_1\n", + " #a88b30\n", + " 71\n", + " 2569\n", + " 0.026894\n", + " 0.973106\n", + " 20.304439\n", + " 4.343723\n", + " aging-enriched\n", + " #CD6828\n", + " No-NT\n", + " No-NT\n", + " #666666\n", + " \n", + " \n", + " 844\n", + " CS20241021_0844\n", + " 843\n", + " 844_Microglia NN_1\n", + " #df92c3\n", + " CS20230722_CLAS_34\n", + " 34 Immune\n", + " CCN20230722_CLAS\n", + " NaN\n", + " NaN\n", + " 1\n", + " 33\n", + " class\n", + " #825f45\n", + " 771\n", + " CS20241021_0844\n", + " 843\n", + " 844_Microglia NN_1\n", + " #df92c3\n", + " 284\n", + " 487\n", + " 0.368353\n", + " 0.631647\n", + " 0.911851\n", + " -0.133131\n", + " unassigned\n", + " #DADEDF\n", + " No-NT\n", + " No-NT\n", + " #666666\n", + " \n", + " \n", + " 845\n", + " CS20241021_0845\n", + " 844\n", + " 845_BAM NN_1\n", + " #a1adea\n", + " CS20230722_CLAS_34\n", + " 34 Immune\n", + " CCN20230722_CLAS\n", + " NaN\n", + " NaN\n", + " 1\n", + " 33\n", + " class\n", + " #825f45\n", + " 3030\n", + " CS20241021_0845\n", + " 844\n", + " 845_BAM NN_1\n", + " #a1adea\n", + " 1462\n", + " 1568\n", + " 0.482508\n", + " 0.517492\n", + " 0.556218\n", + " -0.846279\n", + " unassigned\n", + " #DADEDF\n", + " No-NT\n", + " No-NT\n", + " #666666\n", + " \n", + " \n", + " 846\n", + " CS20241021_0846\n", + " 845\n", + " 846_DC NN_1\n", + " #9a5824\n", + " CS20230722_CLAS_34\n", + " 34 Immune\n", + " CCN20230722_CLAS\n", + " NaN\n", + " NaN\n", + " 1\n", + " 33\n", + " class\n", + " #825f45\n", + " 248\n", + " CS20241021_0846\n", + " 845\n", + " 846_DC NN_1\n", + " #9a5824\n", + " 98\n", + " 150\n", + " 0.395161\n", + " 0.604839\n", + " 0.814133\n", + " -0.296663\n", + " unassigned\n", + " #DADEDF\n", + " No-NT\n", + " No-NT\n", + " #666666\n", + " \n", + " \n", + " 847\n", + " CS20241021_0847\n", + " 846\n", + " 847_T cells NN_4\n", + " #e7e085\n", + " CS20230722_CLAS_34\n", + " 34 Immune\n", + " CCN20230722_CLAS\n", + " NaN\n", + " NaN\n", + " 1\n", + " 33\n", + " class\n", + " #825f45\n", + " 330\n", + " CS20241021_0847\n", + " 846\n", + " 847_T cells NN_4\n", + " #e7e085\n", + " 68\n", + " 262\n", + " 0.206061\n", + " 0.793939\n", + " 2.056692\n", + " 1.040326\n", + " unassigned\n", + " #DADEDF\n", + " No-NT\n", + " No-NT\n", + " #666666\n", + " \n", " \n", "\n", + "

2541 rows × 29 columns

\n", "" ], "text/plain": [ @@ -2197,6 +2519,12 @@ "3 CS20241021_0003 2 3_IT EP-CLA Glut_1 \n", "4 CS20241021_0004 3 4_IT EP-CLA Glut_1 \n", "5 CS20241021_0005 4 5_IT EP-CLA Glut_1 \n", + "... ... ... ... \n", + "843 CS20241021_0843 842 843_Microglia NN_1 \n", + "844 CS20241021_0844 843 844_Microglia NN_1 \n", + "845 CS20241021_0845 844 845_BAM NN_1 \n", + "846 CS20241021_0846 845 846_DC NN_1 \n", + "847 CS20241021_0847 846 847_T cells NN_4 \n", "\n", " cluster_color cluster_annotation_term_label \\\n", "cluster_alias \n", @@ -2205,6 +2533,12 @@ "3 #b96cf0 CS20230722_SUPT_0003 \n", "4 #bff691 CS20230722_SUPT_0003 \n", "5 #39fbfa CS20230722_SUPT_0003 \n", + "... ... ... \n", + "843 #a88b30 CS20230722_CLAS_34 \n", + "844 #df92c3 CS20230722_CLAS_34 \n", + "845 #a1adea CS20230722_CLAS_34 \n", + "846 #9a5824 CS20230722_CLAS_34 \n", + "847 #e7e085 CS20230722_CLAS_34 \n", "\n", " cluster_annotation_term_name cluster_annotation_term_set_label \\\n", "cluster_alias \n", @@ -2213,6 +2547,12 @@ "3 0003 IT EP-CLA Glut_1 CCN20230722_SUPT \n", "4 0003 IT EP-CLA Glut_1 CCN20230722_SUPT \n", "5 0003 IT EP-CLA Glut_1 CCN20230722_SUPT \n", + "... ... ... \n", + "843 34 Immune CCN20230722_CLAS \n", + "844 34 Immune CCN20230722_CLAS \n", + "845 34 Immune CCN20230722_CLAS \n", + "846 34 Immune CCN20230722_CLAS \n", + "847 34 Immune CCN20230722_CLAS \n", "\n", " parent_term_label parent_term_set_label term_set_order \\\n", "cluster_alias \n", @@ -2221,6 +2561,12 @@ "3 CS20230722_SUBC_002 CCN20230722_SUBC 3 \n", "4 CS20230722_SUBC_002 CCN20230722_SUBC 3 \n", "5 CS20230722_SUBC_002 CCN20230722_SUBC 3 \n", + "... ... ... ... \n", + "843 NaN NaN 1 \n", + "844 NaN NaN 1 \n", + "845 NaN NaN 1 \n", + "846 NaN NaN 1 \n", + "847 NaN NaN 1 \n", "\n", " term_order cluster_annotation_term_set_name color_hex_triplet \\\n", "cluster_alias \n", @@ -2229,6 +2575,12 @@ "3 2 supertype #994563 \n", "4 2 supertype #994563 \n", "5 2 supertype #994563 \n", + "... ... ... ... \n", + "843 33 class #825f45 \n", + "844 33 class #825f45 \n", + "845 33 class #825f45 \n", + "846 33 class #825f45 \n", + "847 33 class #825f45 \n", "\n", " number_of_cells cluster_label_cl_info cluster_order_cl_info \\\n", "cluster_alias \n", @@ -2237,6 +2589,12 @@ "3 589 CS20241021_0003 2 \n", "4 207 CS20241021_0004 3 \n", "5 2141 CS20241021_0005 4 \n", + "... ... ... ... \n", + "843 2640 CS20241021_0843 842 \n", + "844 771 CS20241021_0844 843 \n", + "845 3030 CS20241021_0845 844 \n", + "846 248 CS20241021_0846 845 \n", + "847 330 CS20241021_0847 846 \n", "\n", " cluster_name_cl_info cluster_color_cl_info \\\n", "cluster_alias \n", @@ -2245,6 +2603,12 @@ "3 3_IT EP-CLA Glut_1 #b96cf0 \n", "4 4_IT EP-CLA Glut_1 #bff691 \n", "5 5_IT EP-CLA Glut_1 #39fbfa \n", + "... ... ... \n", + "843 843_Microglia NN_1 #a88b30 \n", + "844 844_Microglia NN_1 #df92c3 \n", + "845 845_BAM NN_1 #a1adea \n", + "846 846_DC NN_1 #9a5824 \n", + "847 847_T cells NN_4 #e7e085 \n", "\n", " number_of_adult_cells number_of_aged_cells \\\n", "cluster_alias \n", @@ -2253,6 +2617,12 @@ "3 240 349 \n", "4 107 100 \n", "5 655 1486 \n", + "... ... ... \n", + "843 71 2569 \n", + "844 284 487 \n", + "845 1462 1568 \n", + "846 98 150 \n", + "847 68 262 \n", "\n", " proportion_adult_cells proportion_aged_cells odds_ratio \\\n", "cluster_alias \n", @@ -2261,6 +2631,12 @@ "3 0.407470 0.592530 0.576896 \n", "4 0.516908 0.483092 0.371035 \n", "5 0.305932 0.694068 0.900735 \n", + "... ... ... ... \n", + "843 0.026894 0.973106 20.304439 \n", + "844 0.368353 0.631647 0.911851 \n", + "845 0.482508 0.517492 0.556218 \n", + "846 0.395161 0.604839 0.814133 \n", + "847 0.206061 0.793939 2.056692 \n", "\n", " log2_odds_ratio cluster_age_bias cluster_age_bias_color \\\n", "cluster_alias \n", @@ -2269,6 +2645,12 @@ "3 -0.793616 unassigned #DADEDF \n", "4 -1.430373 unassigned #DADEDF \n", "5 -0.150825 unassigned #DADEDF \n", + "... ... ... ... \n", + "843 4.343723 aging-enriched #CD6828 \n", + "844 -0.133131 unassigned #DADEDF \n", + "845 -0.846279 unassigned #DADEDF \n", + "846 -0.296663 unassigned #DADEDF \n", + "847 1.040326 unassigned #DADEDF \n", "\n", " neurotransmitter_combined_label neurotransmitter_label \\\n", "cluster_alias \n", @@ -2277,6 +2659,12 @@ "3 Glut Glut \n", "4 Glut Glut \n", "5 Glut Glut \n", + "... ... ... \n", + "843 No-NT No-NT \n", + "844 No-NT No-NT \n", + "845 No-NT No-NT \n", + "846 No-NT No-NT \n", + "847 No-NT No-NT \n", "\n", " neurotransmitter_color \n", "cluster_alias \n", @@ -2284,17 +2672,25 @@ "2 #2B93DF \n", "3 #2B93DF \n", "4 #2B93DF \n", - "5 #2B93DF " + "5 #2B93DF \n", + "... ... \n", + "843 #666666 \n", + "844 #666666 \n", + "845 #666666 \n", + "846 #666666 \n", + "847 #666666 \n", + "\n", + "[2541 rows x 29 columns]" ] }, - "execution_count": 26, + "execution_count": 46, "metadata": {}, "output_type": "execute_result" } ], "source": [ "membership = cluster_mapping.join(cluster_info, rsuffix='_cl_info')\n", - "membership.head()" + "membership" ] }, {