High-resolution (sub-cellular) dataset¶
Dec 2024
For high-resolution (sub-cellular level) spatially resolved transcriptomics dataset.
The dataset is available at:
Spatiotemporal transcriptomic atlas of mouse organogenesis using DNA nanoball-patterned arrays
data url
Part I. Infer the network¶
[1]:
# Load SpaGRN and dependencies
import os
import sys
import argparse
import pandas as pd
import scanpy as sc
from multiprocessing import cpu_count
from spagrn.regulatory_network import InferNetwork as irn
OMP: Info #276: omp_set_nested routine deprecated, please use omp_set_max_active_levels instead.
1. Load in data¶
Essential data: Spatially resolved transcriptomics data: the matrix of gene expression for each single cell. Each column represents a gene, and each row represents a SRT sample. Values in the matrix are typically gene expression levels, either raw counts or normalized expression (raw counts prefered).
[ ]:
fn = 'mouse_brain_stereo_seq.h5ad'
data = irn.read_file(fn, project_name='mouse_brain')
print(data)
AnnData object with n_obs × n_vars = 50140 × 25879
obs: 'annotation'
var: 'Gene'
uns: 'annotation_colors'
obsm: 'spatial'
layers: 'counts'
Preprocess Data:¶
Perform cleaning and quality control on the imported data before constructing the gene regulatory network.
filter spots/cells with less than min_genes number of genes expressed;
keep genes that have at least min_counts counts or are expressed in at least min_cells cells;
keep spots/cells with no more than max_genes number of genes;
[4]:
data = irn.preprocess(data, min_genes=1000, min_cells=300, min_counts=10, max_gene_num=4000)
print(data)
View of AnnData object with n_obs × n_vars = 13352 × 9788
obs: 'annotation', 'n_genes', 'n_counts'
var: 'Gene', 'n_cells', 'n_counts'
uns: 'annotation_colors'
obsm: 'spatial'
layers: 'counts'
Visualize Data¶
[12]:
sc.tl.pca(data)
sc.pl.pca(data, color='annotation')
/Users/Oreo/anaconda3/envs/spagrn/lib/python3.8/site-packages/scanpy/plotting/_tools/scatterplots.py:392: UserWarning: No data for colormapping provided via 'c'. Parameters 'cmap' will be ignored
cax = scatter(
Load other necessary data¶
Auxilliary datasets: Transcription factor gene list: a list of transcription factors of interest. This list is requried for the network inference step. Data can be downloaded through pySCENIC_TF_list and TF_lists.
Ranked whole genome databases: Databases ranking the whole genome of species of interest based on transcription factors in feather v2 format. Data can typically be downloaded from public databases, through cisTarget databases.
Motif to TF annotation databases: Motif databases (in tbl format) serve as a reference for identifying potential TF binding sites in the genome and inferring the regulatory relationships between TFs and target genes. Data can be downloaded through Motif2TF annotations.
[13]:
tfs_fn = 'mouse_tfs.txt'
database_fn = 'mm10_10kbp_up_10kbp_down_full_tx_v10_clust.genes_vs_motifs.rankings.feather'
motif_anno_fn = 'motifs-v10nr_clust-nr.mgi-m0.001-o0.0.tbl'
2. Create a spagrn object¶
pos_label is the obsm key where spots coordinates were stored.
[14]:
grn = irn(data)
[optional] set parameters…
[15]:
grn.add_params({'prune_auc_threshold': 0.05, 'rank_threshold': 9000, 'auc_threshold': 0.05})
3. Set Ligand-Receptor data¶
this …
[ ]:
niche_human = pd.read_csv('lr_network_human.csv')
niche_mouse = pd.read_csv('lr_network_mouse.csv')
# concat the databases together if you are using multiple ligand-receptors databases
niches = pd.concat([niche_mouse, niche_human])
print(niches)
from to database source
0 2300002M23Rik Ddr1 omnipath omnipath
1 2610528A11Rik Gpr15 omnipath omnipath
2 9530003J23Rik Itgal omnipath omnipath
3 a Atrn omnipath omnipath
4 a F11r omnipath omnipath
... ... ... ... ...
4981 ZNRF3 FZD4 omnipath omnipath
4982 ZP3 EGFR omnipath omnipath
4983 ZP3 CHRNA7 omnipath omnipath
4984 ZP3 MERTK omnipath omnipath
4985 ZPBP2 CD80 omnipath omnipath
[10654 rows x 4 columns]
4. Construct the network¶
[18]:
grn.infer(database_fn,
motif_anno_fn,
tfs_fn,
niche_df=niches,
num_workers=12,
layers='counts',
latent_obsm_key='spatial',
n_neighbors=10,
mode='moran',
cluster_label='annotation',
project_name='mouse_brain')
/Users/Oreo/anaconda3/envs/spagrn/lib/python3.8/site-packages/hotspot/hotspot.py:98: UserWarning: Hotspot will work faster when counts are a csc sparse matrix.
warnings.warn(
100%|█████████████████████████████████████████████████████████████████████████████████| 9788/9788 [03:48<00:00, 42.82it/s]
Computing spatial weights matrix...
---------------------------------------------------------------------------
ModuleNotFoundError Traceback (most recent call last)
Cell In[18], line 1
----> 1 grn.infer(database_fn,
2 motif_anno_fn,
3 tfs_fn,
4 niche_df=niches,
5 num_workers=12,
6 layers='counts',
7 latent_obsm_key='spatial',
8 n_neighbors=10,
9 mode='moran',
10 cluster_label='annotation',
11 project_name='mouse_brain')
File ~/Library/CloudStorage/OneDrive-BGIHongKongTechCo.,Limited/PycharmProjects/SpaGRN/spagrn/regulatory_network.py:170, in InferNetwork.infer(self, databases, motif_anno_fn, tfs_fn, gene_list, cluster_label, niche_df, receptor_key, num_workers, save_tmp, cache, project_name, layers, model, latent_obsm_key, umi_counts_obs_key, n_neighbors, weighted_graph, rho_mask_dropouts, local, methods, operation, combine, mode, somde_k, noweights, normalize)
167 dbs = self.load_database(databases)
169 # 3. GRN Inference
--> 170 adjacencies = self.spg(self.data,
171 gene_list=gene_list,
172 tf_list=tfs,
173 jobs=num_workers,
174 layer_key=layers,
175 model=model,
176 latent_obsm_key=latent_obsm_key,
177 umi_counts_obs_key=umi_counts_obs_key,
178 n_neighbors=n_neighbors,
179 weighted_graph=weighted_graph,
180 cache=cache,
181 save_tmp=save_tmp,
182 fn=f'{project_name}_{mode}_adj.csv',
183 local=local,
184 methods=methods,
185 operation=operation,
186 combine=combine,
187 mode=mode,
188 somde_k=somde_k)
190 # 4. Compute Modules
191 # ctxcore.genesig.Regulon
192 modules = self.get_modules(adjacencies, df, rho_mask_dropouts=rho_mask_dropouts, prefix=project_name)
File ~/Library/CloudStorage/OneDrive-BGIHongKongTechCo.,Limited/PycharmProjects/SpaGRN/spagrn/regulatory_network.py:581, in InferNetwork.spg(self, data, gene_list, layer_key, model, latent_obsm_key, umi_counts_obs_key, weighted_graph, n_neighbors, fdr_threshold, tf_list, save_tmp, jobs, cache, local, methods, operation, combine, somde_k, fn, mode, **kwargs)
578 hs_results = hs.compute_autocorrelations()
580 # 1: Select genes
--> 581 self.spatial_autocorrelation(data,
582 layer_key=layer_key,
583 latent_obsm_key=latent_obsm_key,
584 n_neighbors=n_neighbors,
585 somde_k=somde_k,
586 n_processes=jobs,
587 local=local,
588 cache=cache)
589 self.more_stats['FDR'] = hs_results.FDR
591 hs_genes = self.select_genes(methods=methods,
592 fdr_threshold=fdr_threshold,
593 local=local,
594 combine=combine,
595 operation=operation)
File ~/Library/CloudStorage/OneDrive-BGIHongKongTechCo.,Limited/PycharmProjects/SpaGRN/spagrn/regulatory_network.py:371, in InferNetwork.spatial_autocorrelation(self, adata, layer_key, latent_obsm_key, n_neighbors, somde_k, n_processes, local, cache)
368 print('Computing spatial weights matrix...')
369 self.ind, neighbors, self.weights_n = neighbors_and_weights(adata, latent_obsm_key=latent_obsm_key,
370 n_neighbors=n_neighbors)
--> 371 Weights = get_w(self.ind, self.weights_n)
372 self.weights = Weights
374 more_stats = pd.DataFrame(index=adata.var_names)
File ~/Library/CloudStorage/OneDrive-BGIHongKongTechCo.,Limited/PycharmProjects/SpaGRN/spagrn/autocor.py:129, in get_w(ind, weights_n)
127 nei = nind.transpose().to_dict('list')
128 w_dict = weights_n.reset_index(drop=True).transpose().to_dict('list')
--> 129 from pysal.lib import weights
130 w = weights.W(nei, weights=w_dict)
131 return w
ModuleNotFoundError: No module named 'pysal'
Part II. Interpreting the results¶
The results of Gene Regulatory Network were stored in an AnnData object.
[19]:
adata = sc.read_h5ad('spg_spagrn_gearyc.h5ad')
adata
[19]:
AnnData object with n_obs × n_vars = 50140 × 23472
obs: 'annotation', 'n_genes', 'n_counts'
var: 'Gene', 'n_cells', 'n_counts'
uns: 'adj', 'annotation_colors', 'method', 'pca', 'receptor_dict_all', 'receptors', 'receptors_all', 'regulon_dict', 'rss'
obsm: 'X_pca', 'auc_mtx', 'isr', 'rep_auc_mtx', 'spatial'
varm: 'PCs'
layers: 'counts'
[31]:
adata.uns['regulon_dict']
[31]:
{'Atf2(+)': array(['Atp2b1', 'Atf2', 'Galnt13', 'Ube3a', 'Lrrc7', 'Adgrl3', 'Syt1',
'Sgcz', 'Akt3', 'Pafah1b1', 'Foxp1', 'Basp1', 'Hivep2', 'Elavl2',
'Stmn2', 'Rims2', 'Gphn', 'Stxbp5l', 'Kansl1', 'Cnksr2', 'Pja2',
'Tanc2', 'Mef2a', 'Grid2', 'Meg3', 'Fam19a2', 'Lingo2', 'Atxn1',
'Cdkl5', 'Sept7', 'Zfp385b', 'Zfp804a', 'Ntng1', 'Sntg1', 'R3hdm1',
'Ppp3cb', 'Epha6', 'Cdh8', 'Nlgn1', 'Rora', 'Zfr', 'Ttc3', 'Fgf12',
'Oxr1', 'Lrrc4c', 'Prr16', 'Dlgap1', 'Ptpn4', 'Arhgap21', 'Nbea',
'Camk2d', 'Lrfn5', 'Myh10', 'Gabrb2', 'Ralyl', 'Magi1', 'Kcnt2',
'Apba2', 'Frmpd4', 'Grm5', 'Cntn1', 'Ccser1', 'Kif1a', 'Nrn1',
'Kcnc2', 'Tenm4', 'Inpp4b', 'Bcl11a', 'Kcnj3', 'Vsnl1', 'Adgrb3',
'Pak3', 'Cadm3', 'Osbpl6', 'Ncor1', 'Dok6', 'Wdfy3', 'Efna5',
'Gria4', 'Peak1', 'Chsy3', 'Pam', 'Syndig1', 'Hecw1', 'Dpp10',
'Ppp3ca', 'Tmeff2', 'Arpp21', 'Gria2', 'Herc1', 'Snap25',
'Cacna2d1', 'Kif1b', 'Anks1b', 'Lmo4', 'Unc5d', 'Matr3', 'Csde1',
'Brinp1', 'Caln1', 'Nap1l1', 'Car10', 'Ppp1r9a', 'Cntnap2',
'Rgs17', 'Erc2', 'Arap2', 'Cltc', 'Rab6a', 'Nckap1', 'Gabra1',
'Cadps', 'Cadm2', 'Ywhaz', 'App', 'Calm2', '5730522E02Rik',
'Scn8a', 'Ppp2r2b', 'Mdga2', 'Ppm1l', 'Rims1', 'Gnas', 'Ppfia2',
'Ywhae', 'Aplp2', 'Ctnna2', 'Chd4', 'Trank1', 'Mapt', 'Rock2',
'Pcdh9', 'Sptan1', 'Dnm3', 'Mef2c', 'Fgf14', 'Camk1d', 'Sestd1',
'Psip1', 'Nkain2', 'Tcaf1', 'Atp6v1a', 'Zfp804b', 'Nucks1',
'Akap11', 'Grm1', 'Nptn', 'Ptprd', 'Ehbp1', 'Nrxn1', 'Map1a',
'Dlgap2', 'Map7d2', 'Abi2', 'Cdh6', 'Ndrg3', 'Eif4g2', 'Dock3',
'Elavl4', 'Unc80', 'Magi2', 'Epha5', 'Lrba', 'Gls', 'Xkr4',
'Ctnnd2', 'Unc79', 'Rad23b', 'Ssh2', 'Pak7', 'Pcsk2', 'Map1b',
'Ahi1', 'Plcb1', 'Sub1', 'Robo2', 'Csmd1', 'Hcn1', 'Grin2b',
'Grm7', 'Atrnl1', 'Thsd7b', 'Myrip', 'Dclk1', 'Jarid2', 'AI593442',
'Pcdh7', 'Camta1', 'Celf1', 'Rap1gds1', 'Kcnq3', 'Rtf1', 'Prkar1b',
'Hsp90ab1', 'Nefm', 'Ttll7', 'Syt7', 'Fam19a1', 'Frmd5', 'Kcnh7',
'Homer1', 'Hspa4l', 'Pkm', 'Cacnb2', 'Negr1', 'Gsk3b', 'Cacna1e',
'Tmem56', 'Dync1i1', 'Samd5', 'Nrg3', 'Ywhag', 'Serbp1', 'Map9',
'Robo1', 'Ppp3r1', 'Arf1', 'Osbpl1a', 'Fam155a', 'Tcf4', 'Mmp16',
'Dnajc6', 'Gabrg3', 'Ncam2', 'Herc3', 'Adcy8', 'Srrm2', 'Kcnq5',
'Gnao1', 'Tnik', 'Frmd4a', 'Cacna2d3', 'Pdp1', 'Pde10a', 'Stmn1',
'Fam135b', 'Eloc', 'Cyfip2', 'Rbfox1', 'Nrg1', 'Rbms3', 'Kcnd2',
'Bex2', 'Rtn3', 'Tmtc2', 'Dmxl2', 'Cntn4', 'Fam126b', 'Prkar1a',
'Snap91', 'March1', 'Pten', 'Kif21a', 'Ank2', 'Arhgef9', 'Ppp2ca',
'Kcnma1', 'Macrod2', 'Map2', 'Gabrg2', 'Lrp1b', 'Gap43', 'Man1a2',
'Ccdc136', 'Pgm2l1', 'Pacsin1', 'Lars2', 'Sv2a', 'Nrxn3', 'Grin2a',
'Cux2', 'Clstn1', 'Napb', 'Morf4l1', 'Astn2', 'Otud7a', 'Nmnat2',
'Cit', 'Atp2b2', 'Pfn2', 'Phf24', 'Adam22', 'Atl1', 'Cntn5',
'Phactr1', 'Hs6st3', 'Thy1', 'Rtn4', 'Clasp2', 'Dlgap4', 'Dcc',
'Slc24a2', 'Fgfr2', 'Pclo', 'Kcna2', 'Lsamp', 'Syne1', 'Park2',
'Prkcd', 'Cdk14', 'Snrpn', 'Grik2', 'Hdac9', 'Efr3a', 'Elavl3',
'Ywhab', 'Asap1', 'Rtn1', 'Tmod2', 'Zc3h7a', 'Celf2', 'Cd44',
'Eef1a2', 'Pak1', 'Pnisr', 'Cacnb4', 'Dnaja1', 'Nrip3', 'Cdc42bpa',
'Set', 'Rasgef1b', 'Dst', 'Slc25a4', 'Dmd', 'Cacna1a', 'Syn2',
'Pde1a', 'Rgs7bp', 'Plcxd2', 'Ghitm', 'Gabrb3', 'Rfx7', 'Atp6v1b2',
'Evi5', 'Oxct1', 'Rasgrp1', 'Dgki'], dtype=object),
'Atf4(+)': array(['Slc25a3', 'Sult4a1', 'Tspyl1', 'Ndufb2', 'Chgb', 'Cycs', 'Cds1',
'Scn1b', 'Ptprs', 'Map1lc3a', 'Slc6a17', 'Gabra1', 'Ap2s1',
'Rab6a', 'Atp6v0b', 'Hint1', 'Nsg1', 'Stxbp1', 'Gnas', 'Stmn1',
'Tspan7', 'Gabarapl1', 'Mat2b', 'Tmem59l', 'Faim2', 'Scamp5',
'Sst', 'Ociad1', 'Gde1', 'Dnm1', 'Gnb1', 'Vgf', 'Ttc9b', 'Cox4i1',
'Nat8l', 'Dctn3', 'Kif1a', 'Ndrg4', 'Cox5a', 'Rab3c', 'Cpe',
'Hsp90b1', 'Med26', 'Slc3a1', 'Cspg5', 'Nap1l5', 'Maged1',
'Spock2', 'Tbc1d9', 'Tbca', 'Slc25a4', 'Pitpna', 'Clstn3', 'Kif5a',
'Sod1', 'Bsg', 'Cox5b', 'Atp5j', 'Scg5', 'Atp1a3', 'Myl12b',
'Prkacb', 'Pcp4', 'Vamp2', 'Slc32a1', 'Usmg5', 'Syp', 'Rap1gds1',
'Osbpl1a', 'Mgst3', 'Nceh1', 'Arpc4', 'Lgi2', 'Cadm3', 'Mdh1',
'Atf4', 'Sept8', 'Atp5f1', 'Atp6ap2', 'Atp6v0e2', 'Stmn2', 'Ywhag',
'Atp1b1', 'Ndufc2', 'Ldhb', 'Hras', 'Stmn3', 'Caly'], dtype=object),
'Bcl11a(+)': array(['Kmt2e', 'Mpped2', 'Tanc2', 'Meg3', 'Atf2', 'Satb1', 'Cdk17',
'Slitrk5', 'Atp2b1', 'Stmn2', 'Cnksr2', 'Zfr', 'Syt1', 'Stxbp5l',
'Akt3', 'Sgcz', 'Ube3a', 'Rims2', 'Kcnt2', 'Ppp1r12a', 'Ttc3',
'Gnas', 'Fbxw7', 'Lrrc7', 'Wasf1', 'Foxp1', 'Sept7', 'Atxn1',
'Tceal3', 'Cdkl5', 'Pafah1b1', 'Grm8', 'Mef2a', 'Pja2', 'Nrn1',
'Galnt13', 'Frmpd4', 'Epha6', 'Dab1', 'Vamp2', 'Trpc4', 'Gabrb2',
'Snca', 'Kcnf1', 'Acsl4', 'Ppp3cb', 'Adgrl3', 'R3hdm1', 'Auts2',
'Pak3', 'Slc39a10', 'March6', 'Gnb2', 'Fut9', 'Lmo4', 'Exd2',
'Dapk1', 'Erc2', 'Nbea', 'Rab6a', 'Calm2', 'Hspa8', 'Cadm1',
'Ccser1', 'Anks1b', 'Kansl1', 'Ssbp2', 'Basp1', 'Prmt8', 'Sntg1',
'Abi2', 'Cntn1', 'Gria2', 'Nlk', 'Tox', 'Apba2', 'Ppp3ca',
'Sipa1l1', 'Mctp1', 'Ppp3r1', 'Kcnj3', 'Bcl11a', 'Sub1', 'Magi2',
'Mapt', 'Cntnap2', 'Adgrb3', 'Hecw1', 'Scn8a', 'Ctnnd2', 'Ncoa7',
'Camta1', 'Rock2', 'Ptprs', 'Morf4l2', 'Ndrg3', 'Brinp1', 'Cadps',
'Oxr1', 'Nlgn1', 'Ehbp1', 'Dpp10', 'Csmd2', 'Hprt', 'Unc80',
'Chsy3', 'Pls3', 'Ywhae', 'Serpini1', 'Hivep2', 'Gabra2', 'Ube2w',
'Kcnma1', 'Nap1l1', 'Mef2c', 'Cdc42', 'Psd3', 'Tspan7', 'Camkv',
'Chrm1', 'Rab26', 'Osbpl6', 'Zfp365', 'Nrxn1', 'Lrrc4c', 'Unc79',
'Atp6v1a', 'Pak7', 'Gabra4', 'Ywhag', 'Prkacb', 'Dlgap1', 'Trank1',
'App', 'Thrb', 'Cadm2', 'Sh3rf1', 'Nrxn3', 'Vgf', 'Capza2',
'Map1b', 'Mapk8', 'Cltc', 'Etv1', 'Unc5d', 'Celf5', 'Elavl4',
'Bcl11b', 'Rtn3', 'Cnih2', 'Kcnq3', 'Car10', 'Actr3', 'Dock3',
'Prkar1b', 'Herc1', 'Maged1', 'Slc22a17', 'Nckap1', 'Hnrnpk',
'Ppp1r9a', 'Tceal6', 'Cacna2d3', 'Glrb', 'Cttnbp2', 'Setbp1',
'Rims1', 'Fgf12', 'Dnajc6', 'Arf3', 'Agap2', 'Grm7', 'Robo2',
'Fgf14', 'Epha5', 'Adgrl1', 'Nrcam', 'Fam19a1', 'Efna5', 'Cplx2',
'Sptbn4', 'Gnao1', 'Grm5', 'Cacna2d1', 'Nck2', 'Adgrb2',
'5730522E02Rik', 'Snap25', 'Cacna1e', 'Stmn4', 'Dlgap2', 'Gls',
'Btbd10', 'Grin2a', 'Matr3', 'Ctnna2', 'Nptn', 'Dlg3', 'Hsp90ab1',
'Grin2b', 'Psip1', 'Tcf4', 'Ppm1l', 'Cdk5r2', 'Syp', 'Nrg3',
'Epha7', 'Adgrb1', 'Homer1', 'Atxn10', 'Ptpra', 'Pacsin1',
'Sptan1', 'Ldb2', 'Runx1t1', 'Mdga2', 'Ppp2r2b', 'Myh10', 'Syne1',
'Trim32', 'Sqstm1', 'Otud7a', 'Atrnl1', 'Gpm6b', 'Ppp2ca',
'Mir124a-1hg', 'Fam171b', 'Stmn1', 'Nucks1', 'Nrg1', 'Slc35f1',
'Rap1gds1', 'Mlf2', 'Kcnab1', 'Flrt2', 'Itpr1', 'Chl1', 'Phactr1',
'Esyt2', 'Ssh2', 'Mtcl1', 'Srcin1', 'Trim9', 'Ptprd', 'Pcsk2',
'Kcnh5', 'Camk2b', 'Dmxl2', 'Caly', 'Ptms', 'Ank2', 'Dlc1',
'Sphkap', 'Mllt11', 'Crmp1', 'Hs3st4', 'Syngap1', 'Dlgap4',
'Gpm6a', 'Meis2', 'Slit3', 'Slc25a4', 'Hpca', 'Pdlim7', 'Necab1',
'Lingo1', 'Csmd1', 'Bex2', 'Osbpl1a', 'Arhgef9', 'Ywhaz',
'Neurod2', 'Dock4', 'Etv5', 'Ywhah', 'Slc17a7', 'Large1', 'Cacnb4',
'Kcnq5', 'Hcn1', 'Tceal5', 'Serbp1', 'Ube2e2', 'Atp6v0a1',
'Cacna1d', 'Ogfrl1', 'Pfn2', 'Dlg2', 'Gabra1', 'Atp6v1c1',
'Atp1a3', 'Cabp1', 'Tlcd2', 'Plxna4', 'Tcaf1', 'Tsc22d1', 'Adcy2',
'Fam155a', 'Gabrg3', 'Gabrg2', 'Syn2', 'Sptbn2', 'Thra', 'Ncdn',
'Syt13', 'Napb', 'Dnm1', 'Cpne8', 'Gabra5', 'Arpp21', 'Tpm3',
'Srrm2', 'Dmd', 'Tspan13', 'Nwd2', 'Snrpn', 'Prkcg', 'Gria3',
'Enc1', 'Ralyl', 'Herc3', 'Nkain2', 'Stxbp1', 'Mapre3', 'Npr3',
'Plcb1', 'Pgm2l1', 'Akap11', 'Kcnd2', 'Fam49b', 'Fhl2', 'Efhd2',
'Ppfia2', 'Tmsb4x', 'Usp46', 'Crtac1', 'Nol4', 'Syt7', 'Etl4',
'Lingo2', 'Lmtk2', 'Sprn', 'Cntn4', 'Map2k1', 'Pclo', 'Gdi1',
'Hpcal4', 'Serp2', 'St3gal5', 'Chn1', 'Khdrbs2', 'Efr3a', 'Thsd7b',
'Snn', 'Fry', 'Plekha5', 'Tagln3', 'Spink8', 'Kcnmb4', 'Celf1',
'Ttc9b', 'Eif1', 'Tomm70a', 'Dmtn', 'Cacna1a', 'B4galt6', 'Cnrip1',
'Macrod2', 'Madd', 'Eef1a2', 'Ssb', 'Pcdh7', 'Negr1', 'Dync1i1',
'Pak1', 'Nsf', 'Mff', 'Gng13', 'Ociad1', 'Pde10a', 'Lmo7',
'Rgs7bp', 'Ube2ql1', 'Rnf150', 'Itm2c', 'Cacnb3', 'Fnbp1l',
'Lrfn5', 'Camk2a', 'Kcnb1', 'Chst1', 'Camk2n1', 'Grik5', 'Svop',
'Rtn1', 'Akap8l', 'Arpc2', 'Lrba', 'Ptprn2', 'Itm2b', 'Atp6v1b2',
'Mycbp2', 'Abhd12', 'Psma1', 'Hs6st3', 'Mtpn', 'Rgs6', 'Camta2',
'Fscn1', 'Kctd16', 'Tenm2', 'Nptxr', 'Syn1', 'Phf24', 'Slc12a5',
'Cox6c', 'Slc1a1', 'D430041D05Rik', 'Camkk2', 'Chn1os3', 'Pkm',
'Tusc3', 'Epha4', 'Oxct1', 'Dkk3', 'Map9', 'Cpne6', 'Eif3e',
'Atp5a1', 'Dgkh', 'Calm1', 'Ddn', 'Celsr2', 'Shank2', 'Nptx1',
'Rapgef4', 'Grik3', 'Fxyd7', 'Olfm1', 'Ngef', 'Sorbs2', 'Arhgap26',
'Prnp', 'Sidt1', 'Fam126b', 'Pde4d', 'Adam22', 'Tenm4', 'Kcnip4',
'Hivep3', 'Ube2b', 'Ncald', 'Prickle1', 'Agbl4', 'Dnaja1', 'Stmn3',
'Tcf25', 'Pitpna', 'Unc13b', 'Tshz2', 'Thy1', 'Rap2b', 'Shank1',
'Dbn1', 'Sorl1', 'Syt11', 'C1qtnf4', 'Dynll1', 'Pfkp', 'Rasl11b',
'Hlf', 'Dgkg', 'Mapk10', 'Eif4g3', 'Ppp1r1a', 'Ckmt1',
'C230004F18Rik', 'Klhl2', 'Caln1', 'Synpo', 'Med26', 'Slit1',
'Msra', 'Actn1', 'Slc24a2', 'Syt16', 'Ap2b1', 'Elmod1', 'Nrgn',
'Myo5a', 'Rasgrp1', 'Tspan5', 'Cpne5', 'Tubb2a', 'Tubb5',
'Tmem158', 'Camk4', 'Nedd4l', 'Atpif1', 'Asic2', 'Cpne7', 'Kif5c',
'Coro1a', 'Snx10', 'Dgkz', 'Gpr158', 'Vsnl1', 'Ypel3', 'Prkce',
'Tmem181a', 'Atp2b2', 'Atp6ap2', 'Ap2s1', '2010300C02Rik', 'Uchl1',
'Aak1', 'Hk1', 'Sult4a1', 'R3hdm2', 'Snap91', 'Cyfip2', 'Lrrtm4',
'Ksr1', 'Mapk8ip2', 'Myt1l', 'Prkcb', 'Kcnh7', 'Ids', 'Foxg1',
'Dclk1', 'Plppr2', 'Cox6b1', 'Evi5', 'Tmsb10', 'Mapk1', 'Rbfox1',
'Rtf1', 'Tpi1', 'Idh3a', 'Mmp17', 'Lancl1', 'Miat', 'Ptprn',
'Actr2', 'Tspyl1', 'Selenow', 'Exoc5', 'Map2', 'Atp5g3', 'Gas7',
'Rasgrf1', 'Sgip1', 'Arfgef3', 'Ghitm', 'Ubb', 'Egfem1', 'Ksr2',
'Cers6', 'Micu3', 'Serinc1', 'Rapgefl1', 'Tnrc6c', 'Rasgef1b',
'Mef2d', 'Scai', 'Phyhip', 'Rheb', 'Prickle2', 'Arhgef25', 'Pde1a',
'Stum', 'Ext1', 'Actr3b', 'Chd5', 'Tmem132d', 'Dip2c', 'Sox5',
'Eif4a2', 'Fbxl16', 'Sptbn1', 'Gabbr2', 'Megf9', 'Gabarapl1',
'Rasgef1a', 'Nsg2', '4930481A15Rik', 'Junb', 'Sort1', 'Trim2',
'Fam135b', 'Ywhab', 'Mgst3', 'Frrs1l', 'Ephx4', 'Slc6a17',
'Fam49a', 'Ptk2', 'Arf1', 'Mkl2', 'Celf2', 'Trio', 'Gnaq', 'Lamp5',
'Ppia', 'Dtnb', 'Rnf14', 'Fars2', 'Sh3rf3', 'Klc1', 'Ryr2',
'Cdkl2', 'Rab2a', 'March1', 'Arpp19', 'Lpgat1', 'Clstn1', 'Kcnip3',
'Ptprg', 'Tpm1', 'Eno1', 'Ppp1r2', 'Gabrb3', '1700020I14Rik',
'Tub', 'Mal2', 'Pi4ka', 'Skp1a', 'Sun1', 'Rbfox3', 'Atp5j',
'Ndufa4', 'Rgs7', 'Sh3gl2', 'Actb', 'Ubqln2', 'Nell2', 'Arhgap44',
'Rtn4', 'Kcnh1', 'Ak5', 'Psma3', 'Stim2', 'Plk2', 'Add2', 'Vdac1',
'Hint1', 'Apbb1', 'Ptk2b', 'Mpped1', 'Synj1', 'Hsp90aa1', 'Gnb1',
'Nos1ap', 'Egr1', 'Syngr1', 'Agtpbp1', 'Ryr3', 'Calm3', 'Atp1a1',
'Ldha', 'Plppr4', 'Tmx4', 'Ppp2r1a', 'Sgcd', 'Brk1', 'Satb2',
'Galnt9', 'Dctn6', 'A830018L16Rik', 'Adcy1', 'Cobl', 'Gria1',
'Chrm3', 'Npy', 'Arl15', 'Kcnv1', 'Ntrk3', 'Plxna2', 'Amph',
'Atl1', 'Cap2', 'Cnih3', 'Diras2', 'Cadps2', 'Dusp14', 'Nuak1',
'Trim37', 'Rab15', 'Ppp2r2c', 'Kcnj4', 'Ankrd33b', 'Slc15a3',
'Nov', 'Ndst3', 'Pex5l', 'Nyap2', 'Mat2b', 'Arpc5', 'Sec14l1',
'Mmd', 'Snph', 'Fam81a', 'Unc13a', 'Vopp1', 'Celf4', 'Kcnq2',
'Ier5', 'Rmnd5b'], dtype=object),
'Bcl6(+)': array(['Nwd1', 'Nfia', 'Wdr17', 'Zbtb20', 'Nrxn1', 'Lsamp', 'Ptprz1',
'Atp1a2', 'Gpc5', 'Lama2', 'Appl2', 'Bcl6', 'Slc1a2'], dtype=object),
'Bnc2(+)': array(['Bmp7', 'Fmod', 'Atp1a2', 'Atp13a5', 'Alcam', 'Adam12', 'Igf2',
'Stra6', 'Trpm3', 'Sdk1', 'Rcsd1', 'Tbx15', 'Notch2', 'Slc26a2',
'Bmp6', '1500015O10Rik', 'Car13', 'Gjb2', 'Pear1', 'Slc6a20a',
'Mpzl2', 'Gm5860', 'Cdh1', 'Fn1', 'Slc13a4', 'Dapl1', 'Slc13a3',
'Ptgds', 'Prdm6', 'Lbp', 'Col6a2', 'Foxc2'], dtype=object),
'Cebpb(+)': array(['Neurod2', 'C1ql2', 'Olfm1', 'Ppp3ca', 'Hpca', 'Rfx3', 'Snca',
'Wasf1', 'Sema5a', 'Prox1', 'Calm2', 'Ppfia2', 'Bex2', 'Camk2b',
'Pter', 'C1ql3', '2010300C02Rik', 'Dsp', 'Ppp1r1a', 'Nrgn',
'Cpne6', 'Chn1', 'Dgkh', 'Dynll1', 'Rps7', 'Cebpb', 'Tmsb4x',
'Ncdn'], dtype=object),
'Cebpd(+)': array(['Fam163b', 'Dsp', 'Rfx3', 'Dock10', 'Ahcyl2', 'Nr3c2'],
dtype=object),
'Dbp(+)': array(['Gpr162', 'Atp1a2', 'Kcnv1', 'Ptn', 'Slc1a2', 'Plec', 'Rorb',
'Dbp', 'Nr2f1', 'Clu', 'Fzd3', 'Itm2c', 'Olfm1', 'Pld3', 'Cdk5r2',
'Camkv', 'Cst3', 'Ttyh1', 'Apoe', 'Gpm6b', 'Fxyd7', 'Ddn',
'Shank1', 'Prnp', 'Itpka', 'Bsn', 'Bcan', 'Gja1', 'Synpo',
'Hpcal4', 'Slc1a3', 'Atp2b4', 'Napa', '1110008P14Rik', 'Tsc22d1',
'Klc1', 'Thra', 'Cck', 'Satb2', 'Lamp5', 'Nptn', 'Tbc1d9', 'Id2',
'Gapdh', 'Fam107a', 'Camk2n1', 'Cabp1', 'Cx3cl1', 'Slc2a1',
'Htra1', 'Stmn4', 'Psap', 'Sparcl1', 'Sirpa', 'Pcdhga1', 'Scg5',
'Gpr37l1', 'Pcsk1n'], dtype=object),
'Dlx1(+)': array(['Dlx1as', 'Dlx6os1', 'Cnr1', 'Gad1', 'Grip1', 'Tcf4', 'Maf',
'Dner', 'Nxph1', 'Dlx1', 'Rpp25', 'Adarb2', 'Erbb4', 'Gad2',
'Vstm2a', 'Synpr', 'Serpini1', 'Vip', 'Npy', 'Cck', 'Pcdha1',
'Slc6a1', 'Sst', 'Fxyd6', 'Slc32a1'], dtype=object),
'Ebf1(+)': array(['Acta2', 'Tcf7l2', 'Igfbp7', 'Cntnap2', 'Rbms3', 'Slc17a6',
'Atp13a5'], dtype=object),
'Egr1(+)': array(['Meg3', 'Satb1', 'Cdk17', 'Atp2b1', 'Stmn2', 'Cnksr2', 'Zfr',
'Syt1', 'Stxbp5l', 'Ttc3', 'Fbxw7', 'Lrrc7', 'Wasf1', 'Foxp1',
'Sept7', 'Cdkl5', 'Pja2', 'Nrn1', 'Vamp2', 'Snca', 'Ppp3cb',
'R3hdm1', 'Slc39a10', 'March6', 'Gnb2', 'Lmo4', 'Nbea', 'Rab6a',
'Calm2', 'Anks1b', 'Basp1', 'Prmt8', 'Abi2', 'Cntn1', 'Gria2',
'Nlk', 'Gabbr1', 'Cadm3', 'Apba2', 'Ppp3ca', 'Acvr1b', 'Ppp3r1',
'Kcnj3', 'Bcl11a', 'Sub1', 'Hecw1', 'Scn8a', 'Rock2', 'Ptprs',
'Ndrg3', 'Brinp1', 'Cadps', 'Oxr1', 'Nlgn1', 'Dpp10', 'Hprt',
'Ywhae', 'Serpini1', 'Hivep2', 'Kcnma1', 'Nap1l1', 'Mef2c', 'Psd3',
'Tspan7', 'Camkv', 'Chrm1', 'Sept11', 'Nrxn1', 'Unc79', 'Mark1',
'Atp6v1a', 'Gabra4', 'Ywhag', 'Prkacb', 'Dlgap1', 'App', 'Cadm2',
'Vgf', 'Egr3', 'Celf5', 'Nckap5', 'Rad23b', 'Rtn3', 'Kcnq3',
'Car10', 'Slc30a4', 'Prkar1b', 'Herc1', 'Nckap1', 'Hnrnpk',
'Ppp1r9a', 'Tceal6', 'Glrb', 'Rims1', 'Fgf12', 'Higd1a', 'Spred1',
'Arf3', 'Robo2', 'Adgrl1', 'Nrcam', 'Nrxn2', 'Gnao1', 'Cacna2d1',
'5730522E02Rik', 'Snap25', 'Stmn4', 'Slitrk1', 'Gls', 'Trhde',
'Ovol2', 'Btbd10', 'Grin2a', 'Matr3', 'Nptn', 'Dlg3', 'Hsp90ab1',
'Grin2b', 'Tcf4', 'Cdk5r2', 'Syp', 'Adgrb1', 'Homer1', 'Sptan1',
'Trim32', 'Gpm6b', 'Ppp2ca', 'Mir124a-1hg', 'Fam171b', 'Stmn1',
'Rap1gds1', 'Mlf2', 'Itpr1', 'Phactr1', 'Ssh2', 'Trim9', 'Ptprd',
'Pcsk2', 'Fzd3', 'Camk2b', 'Caly', 'Ptms', 'Kif1a', 'Ank2',
'Mllt11', 'Crmp1', 'Syngap1', 'Dlgap4', 'Gpm6a', 'Slc25a4', 'Hpca',
'Ptn', 'Necab1', 'Lingo1', 'Csmd1', 'Bex2', 'Osbpl1a', 'Clip3',
'Ywhaz', 'Etv5', 'Ywhah', 'Slc17a7', 'Cacnb4', 'Tceal5', 'Pfn2',
'Ncan', 'Gabra1', 'Ildr2', 'Atp6v1c1', 'Atp1a3', 'Cabp1',
'Tsc22d1', 'Lrrc40', 'Gabrg2', 'Syn2', 'Sptbn2', 'Syt13', 'Napb',
'Dnm1', 'Tmem50a', 'Tmem151a', 'Arpp21', 'Tspan13', 'Nwd2',
'Snrpn', 'Prkcg', 'Gria3', 'Enc1', 'Iqsec2', 'Prkar1a', 'Stxbp1',
'Kcnv1', 'Plcb1', 'Pgm2l1', 'Fam49b', 'Efhd2', 'Usp46', 'Syt7',
'Clstn3', 'Pclo', 'Hpcal4', 'Serp2', 'St3gal5', 'Chn1', 'Efr3a',
'AI593442', 'Stx1b', 'Tagln3', 'Celf1', 'Ttc9b', 'Eif1', 'Tomm70a',
'Dmtn', 'Cacna1a', 'Ppp1r9b', 'Madd', 'Eef1a2', 'Negr1', 'Pak1',
'Nsf', 'Gng13', 'Pde10a', 'Rgs7bp', 'Ube2ql1', 'Itm2c', 'Cacnb3',
'Lrfn5', 'Camk2a', 'Kcnb1', 'Chst1', 'Pantr1', 'Camk2n1', 'Svop',
'Rtn1', 'Akap8l', 'Arpc2', 'B3galt2', '1190002N15Rik', 'Itm2b',
'Pitpnm3', 'Atp6v1b2', 'Abhd12', 'Hs6st3', 'Mtpn', 'Camta2',
'Fscn1', 'Tenm2', 'Nptxr', 'Syn1', 'Phf24', 'Cox6c', 'Camkk2',
'Chn1os3', 'Pkm', 'Nr2f1', 'Tusc3', 'Epha4', 'Oxct1', 'Dkk3',
'Atp5a1', 'Calm1', 'Celsr2', 'Shank2', 'Nptx1', 'Fxyd7', 'Olfm1',
'Ngef', 'Sorbs2', 'Arhgap26', 'Prnp', 'Sidt1', 'Adam22', 'Kcnip4',
'Pdp1', 'Epop', 'Ube2b', 'Ncald', 'Prickle1', 'Dnaja1', 'Stmn3',
'Tcf25', 'Pitpna', 'Igfbp4', 'Thy1', 'Shank1', 'Slc1a2', 'Nrsn1',
'Sorl1', 'Eif5a', 'Syt11', 'C1qtnf4', 'Dynll1', 'Pfkp', 'Rasl11b',
'Hlf', 'Tbc1d30', 'Mapk10', 'Dlk2', 'Ppp1r1a', 'Ckmt1', 'Synpo',
'Sgtb', 'Slc24a2', 'Nrgn', 'Myo5a', 'Rasgrp1', 'Tspan5', 'Tubb2a',
'Tubb5', 'Dlg1', 'Smim13', 'Camk4', 'Mir9-3hg', 'Atpif1', 'Asic2',
'Kif5c', 'Dgkz', 'Vsnl1', 'Ypel3', 'Hs3st2', 'Prkce', 'Tmem181a',
'Atp2b2', 'Atp6ap2', 'Ap2s1', '2010300C02Rik', 'Uchl1', 'Aak1',
'Sult4a1', 'Atp8a1', 'R3hdm2', 'Snap91', 'Cyfip2', 'Myt1l',
'Prkcb', 'Ids', 'Foxg1', 'Dclk1', 'Gfra2', 'Tmsb10', 'Mapk1',
'Tpi1', 'Idh3a', 'Miat', 'Ptprn', 'Actr2', 'Selenow', 'Kif5a',
'Gas7', 'Arfgef3', 'Ubb', 'Igfbp6', 'Micu3', 'Serinc1', 'Rasgef1b',
'Mef2d', 'Jph3', 'Arhgef25', 'Pde1a', 'Actr3b', 'Golga7b',
'Eif4a2', 'Fbxl16', 'Sptbn1', 'Gabbr2', 'Gabarapl1', 'Rasgef1a',
'Cds1', 'Tacc1', 'Nsg2', 'Junb', 'Sort1', 'Ywhab', 'Mgst3',
'Frrs1l', 'Ephx4', 'Rtn4', 'Unc13a', 'Tpm1', 'Nr4a1', 'Calm3',
'Tsnax', 'Ppme1', 'Eno2', 'Fam212b', 'Slc8a2', 'Cnih3', 'Baiap2',
'Ndrg4', 'Scamp5', 'Ppp2r2c', 'Syt4', 'Plxna2', 'Fabp3', 'Atp6ap1',
'Adcy1', 'Kcnh1', 'Fam49a', 'Rab15', 'Dctn2', 'Psma3', 'Celf2',
'Camk2g', 'Kctd17', 'Ctsb', 'Atp1a1', 'Fam131a', 'Copg2', 'Mmd',
'Nme1', '2010107E04Rik', 'Neurod6', 'Apbb1', 'Clstn1', 'Tyro3',
'Strn4', 'Actr1b', 'Cyb5a', 'Rbfox3', 'Opcml', 'Ldhb', 'Khdrbs3',
'Nat8l', 'Kcnj4', 'Mdh1', 'Mical2', 'Tmem38a', 'Tmem178',
'Sec14l1', 'Grin1', 'Atp1b1', 'Zbtb18', 'Arf1', 'Rprm', 'Lamp5',
'Ptk2', 'Cap2', 'Mkl2', 'Slc6a17', 'Diras2', 'Gabrb3', 'Fars2',
'Tbc1d9', 'Slc30a3', 'Arpp19', 'Pi4ka', 'Atp5j', 'Agtpbp1', 'Eno1',
'Ptk2b', 'Rangap1', 'Ppia', 'Gnaq', 'Eif4h', 'Ryr2', 'Rab6b',
'Tppp', '1700020I14Rik', 'Lancl2', 'Mat2b', 'Ppp2r1a', 'Fam81a',
'Vopp1', 'Pnrc1', 'Nell2', 'Sh3gl2', 'Celf4', 'Kcnq2', 'Nos1ap',
'Gnb1', 'Rgs7', 'Ppp5c', 'Napa', 'Cacng3', 'Ppm1k', 'Itpka',
'Klc1', 'Adap1', 'Tuba1a', 'Egr1', 'Slc25a3', 'Ndufa4', 'Scg5',
'Cx3cl1', 'Plk2', 'Ttc7b', 'Stx1a', 'Rap1gap2', 'Syngr1', 'Myl12b',
'Tmem59l', 'Brk1', 'Sept8', 'Spock1', 'Gapdh', 'Kifap3', 'Faim2',
'Sirpa', 'Ccl27a', 'Gda', 'Kalrn', 'Cfl1', 'Tbc1d24', 'Rnf187',
'Sncb', 'Tbr1', 'Arpc4', 'Rnf112', 'Clcn4', 'Tuba4a', 'Crip2',
'Atp6v1d', 'Car11', 'Eid1', 'Rph3a', 'Cyp46a1', 'Pcdha1', 'Pgbd5',
'Tuba1b', 'Grina', 'Hras', 'Atp2a2', 'Ddx5', 'Satb2', 'Flrt2',
'Efna5', 'Dlgap3', 'Cux2', 'Kctd1', 'Galnt9', 'Tshz3', 'Pcdh10',
'Rorb', 'Ddit4l', 'Kcnmb4', 'Pak7', 'Kcnt2', 'Dact2', 'Ankrd33b'],
dtype=object),
'Egr3(+)': array(['Tanc2', 'Meg3', 'Slitrk4', 'Cdk17', 'Atp2b1', 'Cnksr2', 'Syt1',
'Ttc3', 'Fbxw7', 'Wasf1', 'Tceal3', 'Cdkl5', 'Pja2', 'Nrn1',
'Vamp2', 'Snca', 'Ppp3cb', 'Slc39a10', 'Lmo4', 'Dapk1', 'Erc2',
'Nbea', 'Rab6a', 'Calm2', 'Anks1b', 'Basp1', 'Prmt8', 'Abi2',
'Gria2', 'Gabbr1', 'Cadm3', 'Apba2', 'Ppp3ca', 'Sipa1l1', 'Acvr1b',
'Ppp3r1', 'Kcnj3', 'Sub1', 'Ptprs', 'Ndrg3', 'Brinp1', 'Nlgn1',
'Ywhae', 'Kcnma1', 'Mef2c', 'Cdc42', 'Tspan7', 'Camkv', 'Chrm1',
'Pdcd4', 'Nrxn1', 'Atp6v1a', 'Ywhag', 'Prkacb', 'Map1a', 'Dlgap1',
'App', 'Cadm2', 'Nrxn3', 'Vgf', 'Zfand5', 'Capza2', 'Egr3',
'Celf5', 'Nckap5', 'Cnih2', 'Anp32a', 'Car10', 'Prkar1b',
'Slc22a17', 'Nckap1', 'Hnrnpk', 'Ppp1r9a', 'Arf3', 'Shisa7',
'Nrcam', 'Cplx2', 'Grm5', 'Cacna2d1', 'Adgrb2', 'Snap25',
'Cacna1e', 'Stmn4', 'Dlgap2', 'Gls', 'Btbd10', 'Grin2a', 'Matr3',
'Sorcs3', 'Nptn', 'Dlg3', 'Hsp90ab1', 'Tcf4', 'Cdk5r2', 'Syp',
'Adgrb1', 'Homer1', 'Sptan1', 'Syne1', 'Trim32', 'Sqstm1',
'Ppp2ca', 'Fam171b', 'Stmn1', 'Mlf2', 'Itpr1', 'Dpf1', 'Phactr1',
'Pcsk2', 'Fzd3', 'Camk2b', 'Dmxl2', 'Caly', 'Ptms', 'Mllt11',
'Crmp1', 'H2afz', 'Syngap1', 'Dlgap4', 'Gpm6a', 'Slit3', 'Hpca',
'Ptn', 'Lingo1', 'Csmd1', 'Bex2', 'Osbpl1a', 'Arhgef9', 'Ywhaz',
'Ywhah', 'Slc17a7', 'Tceal5', 'Serbp1', 'Ogfrl1', 'Dlg2', 'Ppp1cb',
'Prpf39', 'Gabra1', 'Atp6v1c1', 'Cabp1', 'Pter', 'Sertm1',
'Tsc22d1', 'Fkbp3', 'Ccsap', 'Cux2', 'Lrrc40', 'Syn2', 'Sptbn2',
'Thra', 'Ncdn', 'Napb', 'Dnm1', 'Arpp21', 'Tpm3', 'Grasp', 'Snrpn',
'Prkcg', 'Gria3', 'Enc1', 'Ralyl', 'Herc3', 'Stxbp1', 'Kcnv1',
'Plcb1', 'Pgm2l1', 'Fhl2', 'Efhd2', 'Tmsb4x', 'Klhl23', 'Syt7',
'Pclo', 'Kcnip2', 'Hpcal4', 'Serp2', 'St3gal5', 'Chn1', 'Snn',
'AI593442', 'Celf1', 'Ttc9b', 'Eif1', 'Dmtn', 'Dcaf7', 'Eef1a2',
'Negr1', 'Nsf', 'Gng13', 'Ociad1', 'Pea15a', 'Ube2ql1', 'Itm2c',
'Cacnb3', 'Camk2a', 'Kcnb1', 'Chst1', 'Camk2n1', 'Grik5', 'Rtn1',
'Arpc2', 'Atp6v1b2', 'Ddit4l', 'Mtpn', 'Camta2', 'Fscn1', 'Tenm2',
'Nptxr', 'Syn1', 'Phf24', 'Slc12a5', 'Cox6c', 'D430041D05Rik',
'Camkk2', 'Chn1os3', 'Pkm', 'Nr2f1', 'Tusc3', 'Epha4', 'Dkk3',
'Cpne6', 'Calm1', 'Rilpl1', 'Ddn', 'Shank2', 'Nptx1', 'Fxyd7',
'Olfm1', 'Ngef', 'Shank1', 'Rtn4', 'Unc13a', 'Tpm1', 'Ncald',
'Prnp', 'Thy1', 'Eif5a', 'Calm3', 'Ubb', 'Vsnl1', 'Scamp5',
'Ap2m1', 'Plppr4', 'Nsg2', 'Baiap2', '4930481A15Rik', 'Ndrg4',
'Ppp2r2c'], dtype=object),
'Egr4(+)': array(['Atp2b1', 'Syt1', 'Snca', 'Arpp21', 'Dlgap1', 'Camkv', 'Cnksr2',
'Ywhaz', 'Snap25', 'Dclk1', 'Homer1', 'Lmo4', 'Grin2b', 'Ppp3ca',
'Mef2c', 'Syp', 'Dnm1', 'Slc17a7', 'Calm2', 'Sub1', 'Gpr22',
'Ensa', 'Camk2n1', 'Nrgn', 'Cdk5r2', 'Itm2c', 'Gria2'],
dtype=object),
'Elk1(+)': array(['Snca', 'Snap25', 'Ppp3ca', 'Camk2b', 'Camk2n1', 'Nckap1', 'Gpm6a',
'Ptms', 'Itm2c', 'Slc17a7', 'Hsp90ab1', 'Tmsb4x', 'Ndrg4', 'Ddn',
'Elk1', 'Bex2', 'Arpc2', 'Calm3', 'Nrgn', 'Rtn1', 'Atp5g1',
'Olfm1', 'Syp', 'Atp1a1', 'Enc1', 'Snrpn', 'Ncdn', 'Calm2', 'Chgb'],
dtype=object),
'En1(+)': array(['Uncx', 'Pou3f2', 'Foxa2', 'Gucy2c', 'Ankrd34b', 'Chrnb3', 'Kcns3',
'Oprk1', 'Ctxn2', 'Foxa1', 'Col25a1', 'Sv2c', 'Ddc', 'Serpine2',
'Fam204a', 'Grip2', 'Klhl13', 'Klhl1', 'Aldh1a1', 'Asb4',
'C130021I20Rik', 'Chrna4', 'Grb10', 'B630019K06Rik', 'Lmx1b',
'Tmem255a', 'Ret', 'Ndnf', '1700001C19Rik', 'Slc6a3', 'En1',
'Ntsr1', 'Th', 'Ntn1', 'Lix1', 'Vat1l', 'Trpc6', 'Iqcj', 'Pbx3',
'Slc18a2', 'Zdbf2', 'Drd2', 'Nr4a2', 'Fgf13', 'Kcnd3', 'Zfhx3',
'Dlk1', 'Apba1', 'Nwd2', 'Plcxd2', 'Zcchc12', 'Chrna6', 'Fam184a',
'Lbh', 'Slc10a4', 'AW551984'], dtype=object),
'Ets2(+)': array(['Atp2b1', 'Syt1', 'Ttc3', 'Vamp2', 'Snca', 'Rab6a', 'Calm2',
'Basp1', 'Gria2', 'Ppp3ca', 'Ppp3r1', 'Sub1', 'Snap25', 'Prkar1b',
'Camk2b', 'Chst1', 'Ptms', 'Ncald', 'Cacnb3', 'Slc17a7', 'Enc1',
'Bex2', 'Dnm1', 'Rgs7bp', 'Rtn1', 'Camk2n1', 'Vsnl1', 'Gpm6a',
'Lamp5', 'Nrgn', 'Ets2', 'Atp1a1', 'Tmsb4x', 'Cdk5r1', 'Chn1',
'Tubb2a'], dtype=object),
'Etv1(+)': array(['Tollip', 'Prss12', 'Chst8', 'Ndst4', 'Tmem200a', 'Igfbp4',
'Man1a'], dtype=object),
'Etv5(+)': array(['Meg3', 'Vamp2', 'Syt1', 'Dlgap1', 'Slc17a7', 'Adgrb3', 'Gpm6a'],
dtype=object),
'Foxa1(+)': array(['AW551984', '1700001C19Rik', 'Ndnf', 'Chrna4', 'Rab3c', 'Aldh1a1',
'Chrna6', 'Fam167a', 'Drd2', 'Lmx1b', 'Sv2c', 'Ddc', 'Foxa1',
'Slc18a2', 'Chrnb3', 'Ret', 'Pbx3', 'Th', 'Dlk1', 'Aldh1a7',
'Slc6a3'], dtype=object),
'Foxa2(+)': array(['Chrnb3', 'Foxa2', 'Ebf3', 'Gm2694', 'Ebf2', 'Ntn1'], dtype=object),
'Foxc2(+)': array(['Lmx1b', 'Zic2', 'Zic4', 'Ahnak', 'Bgn', 'Gjb6', 'Msx1', 'Igfbp5',
'Fn1', 'Prelp', 'Tgfbi', 'S100a11', 'Tgfbr3', 'Trpm3', 'Gm5860',
'Nfatc4', 'Rspo3', 'Slc26a7', 'Bmp7', 'Aph1a', 'Slc13a4',
'Slc26a2', 'Anxa3', 'Car13', 'Fzd2', 'Wfikkn2', 'Mgp', 'Col5a2',
'Tns2', 'Bmp4', 'Igfbp6', 'Bnc2', 'Tspan8', 'Six2', 'Cmss1',
'Pkd2', 'Tbx15', 'Serpind1', 'Col1a2', 'Islr', 'Cped1', 'Aldh1a2',
'Hmgcs2', 'Rbp1', 'Ptgds', 'Slc47a1', 'Foxc2', 'Slc6a13',
'1500015O10Rik', 'Tnfrsf11b', 'Slc6a12', 'Fxyd5', 'Lypd2',
'Slc38a2', 'Slc16a9', 'Foxc1', 'Smoc1', 'Prg4', 'Alpl', 'Slco4a1',
'Adamtsl3', 'Ifitm2', 'Fgl2'], dtype=object),
'Foxd2(+)': array(['Bdh2', 'Vsx1', 'Aldh1a2', 'Slc22a6', 'Slc6a12', 'Foxd1',
'Tnfrsf11b', 'Osr1'], dtype=object),
'Gata3(+)': array(['Gata3', 'Gad1', 'Tcf7l2', 'Plp1', 'Lhx1os', 'Gad2', 'Scn9a',
'Six3', 'Pld5', 'Slc32a1', 'Chrm2', 'Pbx3'], dtype=object),
'Glis3(+)': array(['Fut8', 'Dtna', 'Nr3c2', 'Smarca2', 'Rfx3', 'Maml2', 'Slc4a4',
'Dab1', 'Nlgn1', 'Acsl3', 'Msi2', 'Grm3', 'Rora', 'Cadm1', 'Ncam1',
'Garem1', 'Gria2', 'Gli3', 'Tead1', 'Myo6', 'Nfia', 'Tmem164',
'Mdga2', 'Zfp217', 'Chd7', 'Zeb1', 'Diaph2', 'Nrcam', 'Adgrb3',
'Gabra2', 'Pip5k1b', 'Abi1', 'Zfpm2', 'Prkg1', 'Rgs20', 'Negr1',
'Pcdh9', 'Cadm2', 'Nfib', 'Plekhg1', 'Farp1', 'Ptchd4', 'Glis3',
'Mapk4', 'Gpc6', 'Hectd2', 'Ptprz1', 'Auts2', 'Macrod2', 'Ppfia2',
'Grik2', 'Nrxn1', 'Ctnnd2', 'Csgalnact1', 'Trps1', 'Setbp1',
'Plcb1', 'Paqr8', 'Magi2', 'Npas3', 'Tnfrsf19', 'Wdr17', 'Sox6',
'Syne1', 'Dennd1a', 'Cttnbp2', 'Sorbs1', 'Kirrel3', 'Prkd1', 'Qk',
'Pde8b', 'Frmd4a', 'Gpc5', 'Ston2', 'Nebl', 'Celf2', 'Dgkh',
'Rorb', 'Prox1', 'Tjp1', 'Arhgef26', 'Gabrb1', 'Gja1', 'Slc1a2',
'Ptprt', 'Tcf4', 'Phka1', 'Pitpnc1', 'Pnisr', 'Dock4', 'Zbtb16',
'Ccdc85a', 'Tnik', 'Fmn2', 'Tmem108', 'Macf1', 'Iqgap2', 'Adcy7',
'4930402H24Rik', 'Kcnn2', 'Trpm3', 'Nedd4l', 'Gli2', 'Pde7b',
'Ryr2', 'Appl2', 'Mcc', 'Lrp1b', 'A330033J07Rik', 'Carmil1',
'Dlg2'], dtype=object),
'Hivep2(+)': array(['Kmt2e', 'Atp2b1', 'Slc39a10', 'Cdk17', 'Satb1', 'Lrrc7',
'Pafah1b1', 'Atf2', 'Akt3', 'Cnksr2', 'Galnt13', 'Hivep2',
'Smarca2', 'Fbxw7', 'Rims2', 'Ube3a', 'Man1a', 'Slitrk5', 'Lingo2',
'Sgcz', 'Tanc2', 'Kat6b', 'Stag1', 'Sept7', 'Adgrl3', 'Kansl1',
'Mef2a', 'Zfp385b', 'Slitrk4', 'Zfp804a', 'Ttc3', 'Enox1', 'Syt1',
'Stmn2', 'Atxn1', 'Stxbp5l', 'Runx1t1', 'Grid2', 'Pja2', 'Zfr',
'Ppp3cb', 'Ccser1', 'Mapk8', 'Ntng1', 'Mctp1', 'Hook1', 'Cdh2',
'Dlgap1', 'Basp1', 'Ncoa7', 'Btbd10', 'Fut9', 'Dpp10', 'Nap1l1',
'Slc16a10', 'Cacna2d1', 'Dab1', 'Nlgn1', 'Numb', 'Car10', 'Cdh8',
'Fgf12', 'Fbxo11', 'Trpc4', 'Grm3', 'Pparg', 'Usp32', 'Cdkl5',
'Pam', 'Arap2', 'Sh3rf1', 'Rora', 'Osbpl6', 'Kif1b', 'Thrb',
'Arhgap21', 'Camk1d', 'R3hdm1', 'Nbea', 'Ralyl', 'Anks1b', 'Efna5',
'Il1rapl2', 'Sptan1', 'Foxp1', 'Cadm1', 'Wasf1', 'Ppp1r12a',
'Grm8', 'Xkr6', 'Ncor1', 'Lyst', 'Frmpd4', 'Sipa1l1', 'Prr16',
'Kcnt2', 'Fam19a2', 'March6', 'Gria4', 'Mllt3', 'Gria2', 'Unc5d',
'Ssbp2', 'App', 'Matr3', 'Chsy3', 'Hecw2', 'Ube2w', 'Dok6', 'Tox',
'Sntg1', 'Lrfn5', 'Ppp1r9a', 'Runx2', 'Mdga2', 'Baz2b', 'Arl15',
'Snca', 'Tmem200a', 'Calm2', 'Tceal3', 'Ldlrad4', 'Alcam',
'Diaph2', 'Kctd1', 'Cdh11', 'Nckap1', 'Chl1', 'Nrcam', 'Gabrb2',
'Ppm1l', 'Arpp21', 'Oxr1', 'St6gal2', 'Epha6', 'Ppp3ca', 'Unc80',
'Cadps', 'Apba2', 'Adgrb3', 'Gabra2', 'Gabbr1', 'Npas2',
'5730522E02Rik', 'Morf4l2', 'Cadm3', 'Capza2', 'Rock2', 'Fzd3',
'Trhde', 'Ube2k', 'Hspa8', 'Flrt2', 'Abi1', 'Trank1', 'Hprt',
'Gabra4', 'Erc2', 'Rab6a', 'Cux1', 'Abi2', 'Enc1', 'Hecw1',
'Cacna2d3', 'Cyfip1', 'Cdc42', 'Kcnc2', 'Prkacb', 'Homer1',
'Ube2e2', 'Nkain2', 'Pdp1', 'Herc1', 'Gabra5', 'Prkg1', 'Lrrc8b',
'Cnot2', 'Cdc42se2', 'Prickle1', 'Ahi1', 'Grm5', 'B3gat1', 'Kcnq3',
'Myh10', 'Man1a2', 'Large1', 'Psip1', 'Gnas', 'Negr1', 'Rgs17',
'Phf20l1', 'Cltc', 'Cdh12', 'Mir124-2hg', 'Cntnap2', 'Cntn1',
'Efnb2', 'Snap25', 'Brinp3', 'Syt14', 'Nol4', 'Pcdh9', 'Cadm2',
'Map1b', 'Fnbp1l', 'Syndig1', 'Nkain3', 'Lmo4', 'Gls', 'Mef2c',
'Robo2', 'Cd47', 'Mlf2', 'Nfib', 'Zfp365', 'Pdcd4', 'Bcl11a',
'Hcn1', 'Atrnl1', 'Tenm4', 'Pls3', 'Farp1', 'Rap1gds1', 'Myrip',
'Ptchd4', 'Magi1', 'Grip1', 'Kif21a', 'Kcnj3', 'Rasal2',
'9530059O14Rik', 'Dock3', 'Ssh2', 'Gpc6', 'Xkr4', 'Arid5b',
'Sestd1', 'Stmn1', 'Elavl4', 'Rad23b', 'Sub1', 'Tspan7', 'March1',
'Atl1', 'Ralgapa2', 'Nrg3', 'Mapt', 'Nin', 'Kcnmb4', 'Auts2',
'Macrod2', 'Tiam2', 'Ctnna2', 'Kif5c', 'Pak7', 'Frmd6', 'Ppfia2',
'Plxna4', 'Nucks1', 'Gnao1', 'Map9', 'Rgl1', 'Akap11', 'Slc23a2',
'Atp6v1a', 'Dnaja1', 'Man2a1', 'Samd5', 'Ehbp1', 'Camta1',
'Dennd5b', 'Amph', 'Cpne8', 'Dmxl2', 'Grik2', 'Adcy8', 'Asap2',
'Map3k5', 'Ndrg3', 'Spred1', 'Pde10a', 'Snap91', 'Nrxn1',
'Osbpl1a', 'Rims1', 'Zfp706', 'Sobp', 'Ctnnd2', 'Eml5', 'Nrn1',
'Prmt8', 'Nckap5', 'Rtn3', 'Prkar1a', 'Ywhae', 'Zfp804b', 'Acvr1b',
'Ptpra', 'Spcs3', 'Dclk1', 'Kcnq5', 'Ppp3r1', 'Agtpbp1', 'Fstl4',
'Cacnb2', 'Setbp1', 'Grm7', 'Tcaf1', 'Ext1', 'Elmod1', 'Arf3',
'Etv1', 'C130071C03Rik', 'Cds1', 'Atp8a1', 'Lrrc4c', 'Zbtb18',
'Trim9', 'Gabrg3', 'Plcb1', 'Gnb2', 'Fgf14', 'Ywhaz', 'Srrm2',
'Dync1i1', 'Mtcl1', 'Hs6st3', 'Khdrbs2', 'Magi2', 'Rgs6', 'Celf1',
'Ptprk', 'C1ql3', 'Bex2', 'Sept11', 'Pak3', 'Meg3', 'Brinp1',
'Mapre3', 'Tceal6', 'Tsc22d1', 'Epha7', 'Pcsk2', 'Olfm2', 'Caln1',
'Sptbn2', 'Kcnd2', 'Ppm1h', 'Tnrc6c', 'Napb', 'Wdr17', 'Csmd2',
'Dlgap2', 'Mef2d', 'Fam19a1', 'Grin2b', 'Rasgef1b', 'Actr3',
'Kcnv1', 'Mtus2', 'Ptpn5', 'Gnaq', 'Sbf2', 'Scn8a', 'Fam155a',
'Mkl1', 'Syne1', 'Unc79', 'Necab1', 'Arntl', 'Arf1', 'Fam126b',
'Mkl2', 'Ptprd', 'Itpr1', 'Phactr1', 'Ncoa1', 'Dennd1a', 'Immp2l',
'Cttnbp2', 'Dpy19l1', 'Rap2b', 'Herc3', 'Park2', 'Zcchc7',
'Sorbs1', 'Epha5', 'Tshz3', 'Kirrel3', 'B4galt6', 'Gm20754',
'Esyt2', 'Atp5g3', 'Grm1', 'Nlk', 'Esrrg', 'Sms', 'Glrb',
'Prkar1b', 'Cdh6', 'Pfn2', 'Ppp2ca', 'Cplx2', 'Adcy2', 'Asap1',
'Pi4ka', 'Cacna1e', 'Mtpn', 'Ncam2', 'Pfkp', 'Rfx7', 'Robo1',
'Dlgap3', 'Gnl3l', 'Ptk2', 'Htr1f', 'Ociad1', 'Nwd2', 'Grin2a',
'Fhl2', 'Clasp2', 'Ola1', 'Gpm6b', 'Pan3', 'Arhgap26', 'Gucy1a2',
'Ank2', 'Slc35f1', 'C2cd5', 'Gsk3b', 'Lmo7', 'Nos1ap', 'Kcnh7',
'Vamp2', 'Serbp1', 'Pde8b', 'Pgm2l1', 'Rtn1', 'Frmd4a', 'Cntn4',
'Pvt1', 'Slc35f4', 'Osbpl3', 'Evi5', 'Ust', 'Calm1', 'Rtf1',
'Serpini1', 'Efr3a', 'Synj1', 'Nrg1', 'Actr2', 'Nebl', 'Pclo',
'Fbxo34', 'Dapk1', 'Pfkm', 'Pkm', 'Celf2', 'Sorcs3', 'Slitrk1',
'Gabra1', 'Adgrl1', 'Dgkh', 'Rorb', 'Lmtk2', 'Mbnl2', 'Hsp90ab1',
'2010300C02Rik', 'Ube2b', 'Rtn4', 'Myo16', 'Chrm3', 'Slc24a2',
'Hs3st4', 'Scai', 'Serp2', 'Arhgap44', 'Fars2', 'Snph', 'Map2',
'Ncald', 'Ywhag', 'Ttc14', 'Abcc5', 'Atp6v1b2', 'Dst', 'Vps13b',
'Kcnab1', 'Tbc1d30', 'Appl1', 'Cacnb4', 'Lin7a', 'Chrm1', 'Ywhab',
'Trim37', 'Foxg1', 'Nrxn3', 'Klhl29', 'Cntn5', 'Gabrb1', 'Epha4',
'Clstn2', 'Arnt2', 'Dmd', 'Gnaz', 'Ppp1r2', 'Caly', 'Rasl11b',
'Slc2a13', 'Mapk1', 'Camkk2', 'Ppp2r2b', 'Gabrg2', 'Ywhah',
'Ptprt', 'Tcf4', 'Rnf14', 'Cers6', 'Map2k1', 'Prnp', 'Abr',
'Myo5a', 'Plekha5', 'Atp6v1c1', 'Kcnb1', 'Nptn', 'Dscaml1',
'Lpgat1', 'Set', 'Megf9', 'Lrrtm1', 'Ankhd1', 'Hdac4', 'Micu3',
'Pnisr', 'Kcnh1', 'Acap2', 'Abhd12', 'Plk2', 'Otud7a', 'Dock4',
'Usp46', 'Sh3gl2', 'Cap2', 'Exoc5', 'Zfp697', 'Tmx4', 'Mat2b',
'Tnik', 'Fmn2', 'Kcnip3', 'Nae1', 'Rnf150', 'Camk4', 'Mllt11',
'Rbfox1', 'AI593442', 'Tmem108', 'Adam22', 'Agbl4', 'Hace1',
'Macf1', 'Kitl', 'Cacna1c', 'Ildr2', 'Chn1', 'Nsf', 'Oxct1',
'Nuak1', 'Sorcs1', 'Dnajc6', 'Arfgef3', 'Kcnn2', 'Sun1', 'Slc4a3',
'Tusc3', 'Snrpn', 'Ptms', 'Lancl1', 'Gpm6a', 'Trio', 'Rab15',
'Spata7', 'Nedd4l', 'Bcl11b', 'Cyfip2', 'Cdk14', 'Galnt9',
'1700020I14Rik', 'Meis2', 'Acvr2a', 'Pde7b', 'Csmd1', 'Nmnat2',
'Trim32', 'Pten', 'Etv5', 'Apba1', 'Mmp16', 'Mast2', 'Cpne4',
'Phf24', 'Dip2c', 'Etnk1', 'Gng13', 'Nme1', 'Ryr2', 'Cnih3',
'Tomm70a', 'Camkv', 'Zdhhc14', 'Med13l', 'Lrp1b', 'Tspoap1',
'Dynll1', '2900055J20Rik', 'Syn2', 'Rab2a', 'Slc6a17', 'Rab26',
'Syt13', 'Vti1b', 'Arhgap33', 'Sphkap', 'Rgs7', 'Ngef', 'Fry',
'Dlg2', 'Pbx1', 'Fras1', 'Pcdh7', 'Efhd2', 'Ogfrl1', 'Sybu',
'Actn1', 'Nell2', 'Ctnna3', 'Kcnh5', 'Miat', 'Dyrk2', 'Rgs7bp',
'Fam49a', 'Plxna2', 'Ddit4l', 'Snx10', 'Ak5', 'Frrs1l',
'Gabarapl1', 'Ssb', 'C230004F18Rik', 'Snn', 'Tspan13', 'Pde4dip',
'Lamp5', 'A830018L16Rik', 'Apbb1', 'Hdac9', 'Akap8l', 'Ndufa4',
'Dlg3', 'Mycbp2', 'Arhgef9', 'Ptpn3', 'Camk2g', 'Crmp1', 'Rapgef4',
'Ppia', 'Syn1', 'Adgrb1', 'Prickle2', 'Kcnh3', 'Dtnb', 'Hivep3',
'Tmem191c', 'Arid1b', 'Calb1', 'Smyd3', 'Kctd16', 'Dock9', 'Nrsn1',
'Syt7', 'Myl12b', 'Msra', 'Vopp1', 'Slc17a7', '2010111I01Rik',
'Dpp6', 'Fam193a', 'Serinc1', 'Ntrk2', 'Cacna1d', 'Fhod3',
'Atp5a1', 'Dgkb', 'Kcnma1', 'Pkd1', 'Fam49b', 'Arpp19', 'Cdh10',
'Vgf', 'Agap2', 'Hpca', 'Ckmt1', 'Ano4', 'Mical2', 'Atp5j',
'Adam23', 'R3hdm2', 'Fam135b', 'Dgkg', 'St3gal5', 'Tia1', 'Slit3',
'Gnb1', 'Lrrtm3', 'Ap2a2', 'Brk1', 'Sidt1', 'Sh3rf3', 'Gm1976',
'Shisa9', 'Prkce', 'Ptprs', 'Egfem1', 'Mir9-3hg', 'Pcdha1',
'3110039M20Rik', 'Tspan5', 'Slit2', 'Ubb', 'Cadps2', 'Ncan',
'Unc13b', 'Rab12', 'Lrrc40', 'Dennd6b', 'Slc22a17', 'St13', 'Ank',
'Tceal5', 'Prkca', 'Pde4d', 'Pacsin1', 'Neurod2', 'Srcin1',
'Ube3c', 'N4bp2l2', 'Madd', 'Nr2f1', 'Cnrip1', 'Pde1a', 'Arpc2',
'Ptprj', 'Sec14l1', 'Psma1', 'Add2', 'Tspyl1', 'Syt16', 'Fxyd7',
'Ly6h', 'Mapk10', 'Cd34', 'Cdh18', 'Xist', 'Junb', 'Asph', 'Astn2',
'A330008L17Rik', 'Cit', 'Hsp90aa1', 'Psma3', 'Sgip1', 'Fam171b',
'Mink1', 'Pde4a', 'Ndst3', 'Celf5', 'Ogt', 'Mir124a-1hg', 'Coro1a',
'Nrgn', 'Galnt18', 'Ppp2r1a', 'Synpo', 'Kcnj6', 'Vsnl1',
'Tmem132d', 'Shank1', 'Rasgrp1', 'Actr3b', 'Gabrb3', 'C1qtnf4',
'Sv2b', 'Dlg4', 'Ndufs4', 'Iqsec2', 'Nov', 'Zmat4', 'Dcc', 'Tpm1',
'D430041D05Rik', 'Gda', 'Rasgef1a', 'Slc25a3', 'Sept8', 'Nav2',
'Sptbn4', 'Gabbr2', 'Pex5l', 'Nsg2', 'Ldha', 'Rasgrf1', 'Kcna2',
'Mkx', 'Sesn1', 'Samd12', 'Scn2b', 'Tsnax', 'Sel1l3', 'Vps29',
'Ksr2', 'Ano3', 'Eif4g3', 'Ksr1', '9330182L06Rik', 'Fcho1',
'Tubb2a', 'Chd5', 'Sort1', 'Svop', 'Hk1', 'Thy1', 'Gramd1b',
'Ube2ql1', 'D630045J12Rik', 'Me3', 'Gria3', 'Hsph1', 'Cntnap5a',
'Prkag2', 'Hspa12a', 'Prkcg', 'Egr3'], dtype=object),
'Jun(+)': array(['Crlf1', 'C1ql2', 'Tspan18', 'Slc39a6', 'Car12', 'Tanc1', 'Ehd3',
'Tdo2', 'Neurod1', 'Prdm8', 'Jun', 'Ptma', 'Sema5a', 'Bcl11b',
'Ak5', 'Pgbd5', 'Fam19a2', 'Tiam1', 'Dgkh', 'Epha7', 'Plxna4',
'C1ql3', 'Sybu', 'Cplx2', 'Prox1', 'Shisa6', 'Pter'], dtype=object),
'Junb(+)': array(['Cox5b', 'Enc1', 'Lingo1', 'Olfm1', 'Lmo4', 'Wasf1', 'Nckap1',
'Cfl1', 'Tubb2a', 'Synpo', 'Ppp3ca', 'Dclk1', 'Snap25', 'Atp1a3',
'Hsp90ab1', 'Atp1b1', 'Ptms', 'Nrgn', 'Ndrg4', 'Atp1a1', 'Cox8a',
'Calm2', 'Rtn1', 'Serinc1', 'Junb', 'Ube2ql1', 'Sorcs3', 'Lmo7',
'Sptbn2', 'Egr3'], dtype=object),
'Kdm5a(+)': array(['Grin2b', 'Meg3', 'Cntnap2', 'Malat1', 'Sox5', 'Cacna1c', 'Ptprd',
'Nrxn1', 'Grid2', 'Lsamp', 'Fgf14', 'Celf2', 'Kcnd2', 'Ctnna2',
'Dlg2', 'Grm7', 'Pcdh9', 'Prickle2'], dtype=object),
'Klf12(+)': array(['Dtna', 'Lrrc7', 'Akt3', 'Hivep2', 'Rims2', 'Ube3a', 'Sgcz',
'Kat6b', 'Gphn', 'Stag1', 'Adgrl3', 'Kansl1', 'Zfp385b', 'Zfp804a',
'Sema6d', 'Enox1', 'Atxn1', 'Stxbp5l', 'Maml2', 'Slc4a4',
'Runx1t1', 'Grid2', 'Ccser1', 'Ntng1', 'Cdh2', 'Fut9', 'Dab1',
'Nlgn1', 'Acsl3', 'Msi2', 'Fgf12', 'Grm3', 'Arap2', 'Rora', 'Thrb',
'Camk1d', 'Cadm1', 'Xkr6', 'Gria4', 'Garem1', 'Mllt3', 'Ssbp2',
'Gli3', 'Chsy3', 'Peak1', 'Nfia', 'Dok6', 'Tmem164', 'Sntg1',
'Dach1', 'Mdga2', 'Baz2b', 'Arl15', 'Zfp217', 'Zeb1', 'Nrcam',
'Gabrb2', 'Cadps', 'Adgrb3', 'Nxph1', 'Erbb4', 'Trhde', 'Erc2',
'Cacna2d3', 'Kcnc2', 'Ube2e2', 'Jarid2', 'Zfpm2', 'Rgs20',
'Ppp2r3a', 'Negr1', 'Phf20l1', 'Cdh12', 'Cntnap2', 'Thsd7a',
'Brinp3', 'Nol4', 'Pcdh9', 'Cadm2', 'Robo2', 'Nfib', 'Cdh20',
'Plekhg1', 'Tenm4', 'Farp1', 'Ptchd4', 'Magi1', 'Grip1', 'Glis3',
'Dock3', 'Mapk4', 'Gpc6', 'Xkr4', 'Nrg3', 'Ptprz1', 'Auts2',
'Macrod2', 'Ctnna2', 'Ehbp1', 'Camta1', 'Grik2', 'Unc5c', 'Pde10a',
'Nrxn1', 'Rims1', 'Ctnnd2', 'Csgalnact1', 'Utrn', 'Fstl4', 'Trps1',
'Grm7', 'Pcdh17', 'Ext1', 'Zc3h7a', 'C130071C03Rik', 'Sash1',
'Lrrc4c', 'Gabrg3', 'Plcb1', 'Fgf14', 'Srrm2', 'Hs6st3', 'Magi2',
'Rgs6', 'Meg3', 'Npas3', 'Kcnd2', 'Wdr17', 'Dlgap2', 'Anln',
'Sox6', 'Sbf2', 'Fam155a', 'Syne1', 'Ptprd', 'Sdk1', 'Dennd1a',
'Nrg2', 'Magi3', 'Park2', 'Zcchc7', 'Sorbs1', 'Kirrel3', 'Esrrg',
'Olfm3', 'Ncam2', 'Rfx7', 'Robo1', 'Srgap1', 'Lhfp', 'Cdk8',
'Clasp2', 'Tmtc2', 'Arhgap26', 'Ank2', 'Prkd1', 'Kcnh7', 'Frmd4a',
'Slc35f4', 'Gpc5', 'Nrg1', 'Nebl', 'Celf2', 'Rorb', 'Mast4',
'Ttc14', 'Tjp1', 'Vps13b', 'Arhgef26', 'Nrxn3', 'Cntn5', 'Gabrb1',
'Dmd', 'Ppp2r2b', 'Zfhx3', 'Ptprt', 'Phka1', 'Pitpnc1', 'Rbms3',
'Pnisr', 'Otud7a', 'Dock4', 'Sik3', 'Ccdc85a', 'Tnik', 'Fmn2',
'Rbfox1', 'Agbl4', 'Macf1', 'Cacna1c', 'Ptprm', '4930402H24Rik',
'Sorcs1', 'Kcnn2', 'Trpm3', 'Gli2', 'Pde7b', 'Csmd1', 'Mmp16',
'Appl2', 'Mcc', 'Lrp1b', 'Carmil1', 'Rgs7', 'Fry', 'Peg3', 'Dlg2',
'Pbx1', 'Pcdh7', 'Prex2', 'C230004F18Rik', 'Mycbp2', 'Tnrc6a',
'Camk2g', 'Bcl2', 'Hivep3', 'Arid1b', 'Smyd3', 'Lrch1', 'Kctd16',
'Msra', 'Dpp6', 'Fam193a', 'Ntrk2', 'Cacna1d', 'Neat1', 'Kcnma1',
'Lars2', 'Astn2', 'Cit', 'Dcc', 'Fgfr2', 'Lsamp', 'Cd44', 'Hdac8',
'Ptprg', 'Lama2', 'Pde4d', 'Ank1', 'Xylt1', 'Tia1', 'Cdh18',
'Samd12', 'Shisa9', 'Ptprn2', 'Ntm', 'Mertk', 'Shc3', 'Kcnip4',
'Pde4b', 'F3', 'Mapk10', 'Luzp2', 'Cpeb3', 'Sfxn5', 'Adarb2',
'Nav2', 'Rmst', 'Csmd3', 'Grik1', 'Cacna1a', 'N4bp2l2', 'Dock1',
'Asic2', 'Sox5', 'Dscam', 'Lrrtm4', 'Cntnap5a', 'Malat1', 'Sgip1',
'Egfem1', 'Pcdh15'], dtype=object),
'Klf9(+)': array(['Atp2b1', 'Fbxw7', 'Gphn', 'Sept7', 'Grin2b', 'Cnksr2', 'Rora',
'Nlgn1', 'Stxbp5l', 'Magi2', 'Camk1d', 'Syt1', 'Mef2c', 'Pcdh9',
'Dlgap1', 'Lsamp', 'Cadm2', 'Ppp3ca', 'Gnao1', 'Nrxn1', 'Prkce',
'Plcb1', 'Dclk1', 'Tcf4', 'Jarid2', 'Phactr1', 'Pitpnc1', 'Mdga2',
'Adgrb3', 'Enc1', 'Peak1', 'Syne1', 'Kcnq3', 'Tmtc2', 'Cyfip2',
'Cd44', 'Trpm3', 'Gria2', 'Zc3h7a', 'Cdk8', 'Qk', 'Calm1', 'Celf2',
'Slc24a2', 'Ywhah', 'Macf1', 'Chn1', 'Klf9', 'Cmss1', 'Malat1'],
dtype=object),
'Lef1(+)': array(['Vangl1', 'Shox2', 'Edn3', 'Lef1', 'Adgrl4', 'Sh3d19', 'Prkcd',
'Mctp2', 'Vav3', 'Lhcgr', 'Synpo2', 'Olfm3', 'Ptpn3', 'Samd5',
'Rbms3', 'Atp10a', 'Lrrc7'], dtype=object),
'Lmx1b(+)': array(['Lmx1b', 'Foxa1', 'Sv2c', 'Crabp2', 'Drd2', 'Klhl1', 'Ddc', 'En1',
'Fmod', 'Ret', 'Th', 'Chrna6', 'Slc6a3', 'Chrna4'], dtype=object),
'Maf(+)': array(['Gad1', 'Igf2', 'Alx4', 'Erbb4', 'Rbms3', 'Gad2', 'Dlx1as',
'Atp1a2', 'Maf', 'Camk1d', 'Slc6a1', 'Fmod', 'Mrc1', 'Dlx6os1',
'Sst', 'Nxph1', 'Sema3b', 'D130009I18Rik', 'Slc13a4', 'Csf1r'],
dtype=object),
'Mbnl2(+)': array(['Atp2b1', 'Cdk17', 'Lrrc7', 'Pafah1b1', 'Atf2', 'Akt3', 'Cnksr2',
'Galnt13', 'Hivep2', 'Rfx3', 'Fbxw7', 'Rims2', 'Ube3a', 'Lingo2',
'Sgcz', 'Tanc2', 'Gphn', 'Sept7', 'Adgrl3', 'Ttc3', 'Enox1',
'Syt1', 'Atxn1', 'Stxbp5l', 'Pja2', 'Ccser1', 'Dlgap1', 'Basp1',
'Dpp10', 'Cacna2d1', 'Dab1', 'Nlgn1', 'Numb', 'Car10', 'Fgf12',
'Cdkl5', 'Kif1b', 'Thrb', 'R3hdm1', 'Nbea', 'Ralyl', 'Anks1b',
'Sptan1', 'Foxp1', 'Wasf1', 'Ppp1r12a', 'Xkr6', 'Ncor1', 'Lyst',
'Frmpd4', 'Sipa1l1', 'Gria2', 'App', 'Chsy3', 'Hecw2', 'Dok6',
'Sntg1', 'Lrfn5', 'Ppp1r9a', 'Zeb2', 'Mdga2', 'Calm2', 'Nckap1',
'Nrcam', 'Gabrb2', 'Arpp21', 'Oxr1', 'Epha6', 'Ppp3ca', 'Tmeff2',
'Unc80', 'Cadps', 'Apba2', 'Adgrb3', '5730522E02Rik', 'Capza2',
'Rock2', 'Flrt2', 'Trank1', 'Erc2', 'Rab6a', 'Enc1', 'Hecw1',
'Cacna2d3', 'Frmd5', 'Homer1', 'Ube2e2', 'Nkain2', 'Jarid2',
'Herc1', 'Prickle1', 'Grm5', 'Kcnq3', 'Man1a2', 'Plcl1', 'Negr1',
'Phf20l1', 'Cdh12', 'Cntnap2', 'Cntn1', 'Snap25', 'Ttll7', 'Strn',
'Pcdh9', 'Cadm2', 'Map1b', 'Lmo4', 'Gls', 'Mef2c', 'Map7d2',
'Mlf2', 'Tenm4', 'Farp1', 'Kcnj3', 'Rasal2', 'Dock3', 'Ssh2',
'Gpc6', 'Xkr4', 'Sub1', 'March1', 'Nrg3', 'Mapt', 'Auts2',
'Macrod2', 'Ctnna2', 'Pak7', 'Ppfia2', 'Map9', 'Akap11', 'Atp6v1a',
'Camta1', 'Amph', 'Grik2', 'Nrxn1', 'Osbpl1a', 'Rims1', 'Ctnnd2',
'Eml5', 'Ywhae', 'Dclk1', 'Kcnq5', 'Ppp3r1', 'Agtpbp1', 'Grm7',
'Ext1', 'Zc3h7a', 'Atp8a1', 'Lrrc4c', 'Zbtb18', 'Trim9', 'Plcb1',
'Fgf14', 'Ywhaz', 'Hs6st3', 'Magi2', 'Meg3', 'Brinp1', 'Pcsk2',
'Edil3', 'Caln1', 'Kcnd2', 'Tnrc6c', 'Csmd2', 'Dlgap2', 'Fam19a1',
'Grin2b', 'Gnaq', 'Scn8a', 'Fam155a', 'Syne1', 'Unc79', 'Mkl2',
'Ptprd', 'Itpr1', 'Phactr1', 'Cttnbp2', 'Park2', 'Zcchc7',
'Kirrel3', 'Kcna1', 'Cacna1e', 'Ncam2', 'Ptk2', 'Cdk8', 'Grin2a',
'Clasp2', 'Tmtc2', 'Arhgap26', 'Ank2', 'C2cd5', 'Kcnh7', 'Serbp1',
'Pgm2l1', 'Rtn1', 'Frmd4a', 'Cntn4', 'Calm1', 'Rtf1', 'Nrg1',
'Actr2', 'Pclo', 'Celf2', 'Dgkh', 'Mbnl2', 'Hsp90ab1',
'2010300C02Rik', 'Rtn4', 'Chrm3', 'Slc24a2', 'Mast4', 'Hs3st4',
'Scai', 'Ncald', 'Ttc14', 'Dst', 'Cacnb4', 'Nrxn3', 'Cntn5', 'Dmd',
'Mapk1', 'Ppp2r2b', 'Ywhah', 'Tcf4', 'Map7', 'Plekha5', 'Nptn',
'Dscaml1', 'Palm2', 'Micu3', 'Pnisr', 'Acap2', 'Sytl2', 'Otud7a',
'Dock4', 'Sh3gl2'], dtype=object),
'Mef2d(+)': array(['Snap25', 'Atp1a3', 'Hsp90ab1', 'Ppp3ca', 'Atp1b1', 'Ptms', 'Ttc3',
'Syt11', 'Dclk1', 'Map1b'], dtype=object),
'Msx1(+)': array(['Osr1', 'Wnt5a', 'Ahnak', 'Msx1', 'Atp1a2', 'Col1a1', 'Wnt6',
'Ptn', 'Cnn2', 'Serpinf1', 'Dab2', 'Bmp4', 'Id1', 'Fbln1', 'Mpzl2',
'Tnfrsf1a', 'Col1a2', 'Stab1', 'Pear1', 'Maf'], dtype=object),
'Mtf1(+)': array(['Stmn2', 'Gnas', 'Wasf1', 'Tceal3', 'Pafah1b1', 'Bex3', 'Vamp2',
'Snca', 'Lmo4', 'Rab6a', 'Calm2', 'Hspa8', 'Anks1b', 'Basp1',
'Gria2', 'Ppp3ca', 'Ppp3r1', 'Sub1', 'Morf4l2', 'Ndrg3', 'Ywhae',
'Nap1l1', 'Cdc42', 'Camkv', 'Atp6v1a', 'Ywhag', 'App', 'Capza2',
'Map1b', 'Rtn3', 'Cnih2', 'Prkar1b', 'Maged1', 'Nckap1', 'Arf3',
'Snap25', 'Stmn4', 'Hsp90ab1', 'Syp', 'Atxn10', 'Ppp2ca', 'Stmn1',
'Gap43', 'Ssh2', 'Caly', 'Ptms', 'Rimklb', 'Mllt11', 'Crmp1',
'Gpm6a', 'Slc25a4', 'Hpca', 'Lingo1', 'Bex2', 'Ywhaz', 'Reps2',
'Ywhah', 'Slc17a7', 'Tceal5', 'Pfn2', 'Syn2', 'Thra', 'Ncdn',
'Dnm1', 'Tspan13', 'Snrpn', 'Prkcg', 'Gria3', 'Enc1', 'Pgm2l1',
'Abr', 'Tmsb4x', 'Gdi1', 'Hpcal4', 'Serp2', 'Chn1', 'Eif1',
'Rpl17', 'Rpl29', 'Nsf', 'Itm2c', 'Chst1', 'Camk2n1', 'Mtch1',
'Rtn1', 'Arpc2', 'Atp6v1b2', 'Nptxr', 'Cox6c', 'Pkm', 'Cpne6',
'Atp5a1', 'Calm1', 'Ddn', 'Aplp1', 'Olfm1', 'Prnp', 'Ube2b',
'Dnaja1', 'Rpl37', 'Stmn3', 'Pitpna', 'Thy1', 'Eif5a', 'Syt11',
'Dynll1', 'Ckmt1', 'Nrgn', 'Tubb2a', 'Tubb5', 'Rps14', 'Atpif1',
'Cpne7', 'Atp6ap2', 'Ap2s1', 'Uchl1', 'Sult4a1', 'Ndufb6', 'Mtf1',
'Tspan3', 'Atp9a', 'Cox6b1', 'Tmsb10', 'Mapk1', 'Tpi1', 'Psmb1',
'Actr2', 'Selenow', 'Atp5g3', 'Ubb', 'Serinc1', 'Pde1a', 'Rpl13a',
'Eif4a2', 'Fbxl16', 'Gabarapl1', 'Nsg2', '4930481A15Rik', 'Ywhab',
'Frrs1l', 'Rtn4', 'Calm3', 'Chgb', 'Ldha', 'Atp5d', 'Sncb', 'Arf1',
'Rpl14', 'Cox17', 'Sdhb', 'Atp5g1', 'Gapdh', 'Gnb1', 'Rplp1',
'Gtf2h5', 'Tuba1b', 'Ap1s1', 'Rpl22l1', 'Wdr89', 'Tpt1', 'Cck',
'Mdh2', 'Atp1b1', 'Atp6v1g2', 'Celf4', 'Nme7', 'Gm21949', 'Apbb1',
'Rab3a', 'Rps17', 'Dctn3', 'Tomm7', 'Usmg5', 'Ndufa4', 'Napa',
'Atp5j', 'Brk1', 'Fam162a', 'Mt3', 'Nov', 'Klc1', 'Cox5b', 'Dctn2',
'Rps10', 'Rpl5', 'Rpl21', 'Pcsk1n', 'Actb', 'Crym', 'Mal2',
'Cox4i1', 'Atp5j2', 'Clta', 'Rrp1', 'Zwint', 'Ly6h', 'Snhg11',
'Gpi1', 'Cox5a', 'Myl6', 'Ndufv3', 'Hint1', 'Rpl11', 'Rprml',
'Vdac1', 'Hdac11', 'Mif', 'Dpysl2', 'Dynlrb1', 'Zbtb18',
'2410015M20Rik', 'Rpl36', 'Ptk2b', 'Vps29', 'Ppia', 'Ndrg4',
'Tuba4a', 'Ndufb7', 'Atp6v1d', 'Sec11c', 'Rogdi', 'Hsp90aa1'],
dtype=object),
'Nfatc4(+)': array(['Zic2', 'Ahnak', 'Bgn', 'Atp1a2', 'Col1a1', 'Crabp2', 'Bmp5',
'Fmod', 'Nfatc4', 'Bmp7', 'Slc13a4', 'Lama1', 'Perp', 'Vsx1',
'Hmgcs2', 'Rbp1', 'Ptgds', 'Slc47a1', 'Gjb2', 'Foxc2', 'Txnip',
'Vwf', 'Slc6a12', 'Fxyd5', 'Olfml2a', 'Slc16a9', 'Foxc1',
'Adamtsl3', 'Mpzl2', 'Gfap', 'Wfdc1', 'Wnk4', 'Asgr1', 'Wnt5a',
'Zic1', 'Pbxip1', 'Fgfbp1', 'Mgp', 'Lum', 'Apod', 'Krt80',
'C230024C17Rik', 'Tnfrsf1a', '1500015O10Rik', 'Anxa1', 'Islr',
'Fbln1', 'Myoc', 'Igf2', 'Fn1', 'Slc26a2', 'Slc6a20a', 'Col1a2',
'Colec12', 'Slc6a13', 'Lbp', 'Slc22a8'], dtype=object),
'Nfe2l2(+)': array(['Igf2', 'Plp1', 'Qk', 'Nfe2l2', 'Cldn11', 'Glul', 'Gfap', 'Ptgds',
'Mt1'], dtype=object),
'Nfib(+)': array(['Atp2b1', 'Zcchc11', 'Ube3a', 'Nr3c2', 'Rfx3', 'Cdk17', 'Dtna',
'Lrrc7', 'Tanc2', 'Akt3', 'Stag1', 'Cnksr2', 'Ccnd2', 'Adgrl3',
'Atxn1', 'Kansl1', 'Stxbp5l', 'Hivep2', 'Smarca2', 'Syt1', 'Maml2',
'Nbea', 'Mctp1', 'Epha6', 'Nlgn1', 'Wasf1', 'Dlgap1', 'Lingo2',
'Apba2', 'Basp1', 'Dab1', 'R3hdm1', 'Cacna2d1', 'Frmpd4', 'Gli3',
'Zfpm2', 'Ncor1', 'Sema5a', 'Cadm1', 'Mllt3', 'Ppp1r9a', 'Meg3',
'Large1', 'Msi2', 'Snca', 'Anks1b', 'Calm2', 'Slc4a4', 'Sipa1l1',
'Ywhaz', 'Prkg1', 'Gucy1a2', 'Arhgap21', 'Sub1', 'Ptprz1', 'Rora',
'Adgrb3', 'Pip5k1b', 'Csgalnact1', 'Ncoa1', 'Gria2', 'Diaph2',
'Npas2', 'Nfia', 'Garem1', '5730522E02Rik', 'Gabra5', 'Psip1',
'Unc80', 'Lmo4', 'Cdc42se2', 'Gabra2', 'Mdga2', 'Atrnl1', 'Glis3',
'Lyst', 'Pdcd4', 'Ncam1', 'Caln1', 'Dock3', 'Slc7a14', 'Ywhae',
'Erc2', 'Mapk4', 'Nfib', 'Matr3', 'Nckap1', 'Capza2', 'Eef1a1',
'Ssbp2', 'Pcdh9', 'Camkv', 'Dlgap2', 'Ctnna2', 'Rbfox1', 'Ppp3r1',
'Arpp21', 'Nrcam', 'Phf20l1', 'Ppp3ca', 'Nkain2', 'Zeb1', 'Srrm2',
'C130071C03Rik', 'Npas3', 'Nucks1', 'Dlg3', 'Plcb1', 'Atp6v1a',
'Mef2d', 'Magi2', 'Robo2', 'Dclk1', 'Auts2', 'Zbtb18', 'Ptprd',
'Xkr4', 'Arhgef28', 'Farp1', 'Bcl11b', 'Dapk1', 'Fam19a1',
'Zcchc7', 'Ppfia2', 'Zfp706', 'Nrxn1', 'Fgf14', 'Cplx2', 'Hs3st4',
'Rasal2', 'Brinp1', 'H3f3a', 'Anp32a', 'Gls', 'Pcsk5', 'Nrg3',
'Gnao1', 'Ube2e2', 'Fam155a', 'Fam49a', 'Cttnbp2', 'Rock2', 'Ptk2',
'Prox1', 'Trps1', 'Pgm2l1', 'Dennd1a', 'Rgl1', 'Setbp1', 'Frmd4a',
'Trim9', 'Negr1', 'Serbp1', 'Arf1', 'Ptpra', 'Sptbn2', 'Kirrel3',
'Ncam2', 'Abi1', 'Ctnnd2', 'Prkag2', 'Rgs20', 'Gm20754', 'Csmd1',
'Csnk1a1', 'Grm5', 'Arf3', 'Cadm2', 'Mkl2', 'Nkain3', 'Bex2',
'Tnrc6c', 'Mmp16', 'Celf2', 'Enc1', 'Kcnma1', 'Epha7', 'C1ql3',
'Wdr17', 'Plxna4', 'Grm7', 'Camk2b', 'Gnaq', 'Pde1a', 'Cnrip1',
'Cap2', 'Otud7a', 'Gabrb1', 'Iqgap2', 'Tsc22d1', 'Syt17', 'Sorbs1',
'Cacna1d', 'Eif5a', 'Foxo1', 'Rprm', 'Dscaml1', 'Tspan13', 'Lmo7',
'Nrp1', 'Hmgn3', 'Pitpnc1', 'Macrod2', 'Pkig', 'Cacng8', 'Acap2',
'Hpca', 'Cnih3', 'Grik2', 'Fam135b', 'Fars2', 'Dgkg', 'Thra',
'Csmd2', 'Slc44a5', 'Macf1', 'Actr3', 'Celf5', 'Grin2b', 'Foxg1',
'Nebl', 'Ywhab', 'Pnisr', 'Kcnn2', 'Ryr2', 'Caly', 'Gpm6a',
'Lsamp', 'Rtn1', 'Pter', 'Neat1', 'Cacna1c', 'Cnih2', 'Map2k1',
'Hsp90ab1', 'Park2', 'Neurod2', 'Prkd1', 'Celf3', 'Chn1', 'Fmn2',
'Dock4', 'Hmgb1', 'Tcf4', 'Syt7', 'Myo5b', 'Adgrb2', 'Kcnd2',
'Kcnh7', 'Tnik', 'Cers6', 'Arhgap26', 'Ptprg', 'Syne1', 'Dynll1',
'Ank2', 'Ncald', 'Plxna2', 'Asic2', 'Lrp1b', 'Tpm1', 'Nfix',
'Gabrb3', 'Calm1', 'Cacna1e', 'Sgip1', 'Trpm3', 'Egfem1', 'Ptms',
'Chst1', 'Gpc5', 'Phactr1', '2010300C02Rik', 'Syn2', 'Dpyd',
'Mertk', 'Mapk1', 'Serp2', 'Grin2a', 'Ptprt', 'Plekha5', 'Chd3',
'Shisa6', 'Dip2c', 'Arpc2', 'Klhl2', 'Plekhg5', 'Rbfox3', 'Astn2',
'Nsf', 'Clstn2', 'Kctd16', 'Ntrk3', 'Tle4', 'Nptx1', 'Appl2',
'Med26', 'Actb', 'Miat', 'Slc17a7', 'Hivep3', 'Agbl4', 'Ttll6',
'Dgkb', 'Nell2', 'Acvr2a', 'Tjp1', 'Mmp17', 'Ak5', 'Psma3',
'Ogfrl1', 'Ccdc85a', 'Stim2', 'Tceal5', 'Shisa9', 'Dmd', 'Nedd4l',
'Dlg2', 'Tpm3', 'Ahcyl2', 'Fbxl16', 'Fgd4', 'Zbtb16', 'Npy2r',
'Dsp', 'Meis2', 'Pbx1', 'A830018L16Rik', 'Rapgef4', 'Ptprj',
'Cyp7b1', 'Hrk', 'Mink1', 'Neurod1', 'Rasgef1a', 'Syngap1',
'Ppp1r1a', 'Slit3', 'Gria3', 'Rgs7bp', 'Slc1a2', 'Synpr', 'Sybu',
'Hpcal4', 'Itm2c', 'Fam171b', 'Prickle2', 'Add2', 'Pde4d', 'Cpne6',
'Ptk2b', 'Sox5', 'Myt1l', 'Prkce', 'Lama2', 'Mycbp2', 'Tubb2b',
'Id4', 'Prex2', 'Msra', 'Plppr4', 'Dgkh', 'Kcnip2', 'Tusc3', 'Fry',
'Plppr2', 'Neto1', 'Camk2a', 'Mmd', 'Nt5dc3', 'Me3', 'Galnt18',
'Adcy1', 'Ryr3', 'Tmem132b', 'Xist', 'Kcnip4', 'Csmd3', 'Celf4',
'Btbd9', 'Hnrnpa3', 'Nos1ap', 'Xylt1', 'Dbn1', 'Tspan18', 'Tmsb4x'],
dtype=object),
'Nfyb(+)': array(['Slc8a2', 'Lypd1', 'Rbfox3', 'Egr3', 'Adgrb2', 'Lin7c', 'Mmp17',
'Crmp1', 'Pop5', 'Gpr39', 'Plppr2', 'Abr', 'C1qtnf4', 'Syt7',
'Atp2b4', 'Mef2d', 'Prkar1a'], dtype=object),
'Nkx6-1(+)': array(['Igf2', 'Foxd2', 'C1ql4', 'Apod', 'S100a9', 'Tagln'], dtype=object),
'Nkx6-2(+)': array(['Ddr1', 'Mobp', 'Nmral1', 'Gltp', 'Vmp1', 'Mbp', 'Hcn2',
'Arhgap23', 'Sept4', 'Cdc42ep2', 'Myrf', 'Jam3', 'Csrp1', 'Tubb4a',
'Ugt8a', 'Gpm6b', 'Rnf13', 'Gpr37', 'Inpp5a', 'Myo6', 'Pls1',
'Dock10', 'Gjc3', 'Qdpr', 'Efnb3', 'Grb14', 'Rap1a', 'Rpl37a',
'Pde4b', 'Car2', 'Pdlim2', 'Dbi', 'Pip4k2a', 'Phldb1', 'Cdk8',
'Otud7b', 'Serpinb1a', 'Atp1b3', 'Slc38a2', 'Mapk8ip1', 'Ppp1r14a',
'Cntn2', 'Glul', 'Rtkn', 'Gatm', 'Fa2h', 'Evi2a', 'Tmbim1', 'Ermn',
'S100a16', 'Stmn4', 'Cd81', 'Nkx6-2', 'Tnni1', 'Gsn', 'Unc5b',
'Tmem63a', 'Mag', 'Ppp1r16b', 'Traf5', 'Plekhb1', 'Tmem88b',
'Rhog', 'Bin1', 'Cers2', 'Ndrg1', 'S100b', 'Apod', 'Smad7', 'Mcam',
'Ninj2', 'Lgi3', 'Lpar1', 'Efhd1', 'Ptma', 'Mal', 'Scd2', 'Cmtm5',
'Foxn3', 'Josd2', 'Qk', 'Plekha1', 'Tsc22d4', 'Sept7', 'Slc44a1',
'Lamp1', 'Cldn11', 'Clic4', 'Plp1', 'Pllp', 'Kcnj10', 'Gjb1',
'Sgk1', 'Slc12a2', 'Il33', 'Gjc2', 'Tfeb', 'Slc6a9', 'Cd82',
'Adssl1', 'Sema4d', 'Plekhg3', 'Gng11', 'Micall1', 'Gstm7',
'Ypel2', 'Scd1', 'Cdc42ep1', 'Gm15417', 'Erbb3', 'Tmem229a',
'Plxdc2', 'Klk6', 'Kazn', 'Map7d1', 'Wnk1', 'S100a1', 'Phgdh',
'Agpat4', 'Tmcc3', 'Tmem123', 'Phlda3', 'Mog', 'Degs1', 'S100a13',
'Dock5', 'Arsg', 'Padi2', 'Dixdc1', 'Galnt6', 'Litaf', 'Cdr2l',
'Opalin', 'Aph1a', 'S1pr5', 'Lap3', 'Trf', 'Ddit4', 'Olfml1',
'Trim59', 'Prr18', 'Cnp', 'Sec14l5', 'Npc2', 'Gprc5b', 'Cryab',
'Gal3st1', '9630013A20Rik', 'Tspan2', 'Rdx', 'Cdh19', 'Cd9',
'Klf13', '5031439G07Rik', 'Daam1', 'Pde8a', 'Arrdc3', 'Hapln2',
'Rhou', 'Mtmr2', 'Zdhhc9', 'Cd63', 'Serinc5', 'Pla2g16', 'Slain1',
'Bcas1', 'Rnf7', 'Ppp2r3a', 'Sh3gl3', 'Itgad', 'Dbndd2', 'Olig2',
'Nudt4', '2310022B05Rik', 'Kif13a', 'Cyp2j12', 'Epb41l3',
'Slc48a1', 'Hhip', 'Pacs2', 'Fth1', 'Olig1', 'Endod1', 'Ddc',
'Elovl1', 'Sox10', 'Nfasc', 'Tmeff2', 'Kcna1', 'St18', 'Edil3',
'Phactr3', 'Elmo1', 'Gphn', 'Itpk1', 'Ano4', 'D7Ertd443e',
'Plxnb3', 'Ptgds', 'Fez1', 'Secisbp2l', 'Kndc1', 'Hipk2', 'Creb5',
'Kif5a', 'Arhgef10', 'Map7', 'Slc6a3', 'Reep3', 'Sparc', 'Sec11c',
'Hepacam', 'Chd7', 'BC049715', 'Rcan2', 'Zfp536', 'Enpp2', 'Daam2',
'Selenop', 'Plekhh1', 'Wscd1', 'Cd44', 'Plcl1', 'Frmd8', 'Gfap',
'Carhsp1', 'Rab31', 'Arpc1b', 'Tmem125', 'Aldh1a1', 'Psat1',
'Sez6l2', 'Ccp110', 'Clasp2'], dtype=object),
'Nr2f1(+)': array(['Meg3', 'Cdk17', 'Atp2b1', 'Stmn2', 'Cnksr2', 'Syt1', 'Ttc3',
'Fbxw7', 'Tceal3', 'Pja2', 'Bex3', 'Nrn1', 'Vamp2', 'Snca',
'R3hdm1', 'Tceal9', 'Auts2', 'Slc39a10', 'Lmo4', 'Erc2', 'Rab6a',
'Calm2', 'Hspa8', 'Cadm1', 'Basp1', 'Prmt8', 'Abi2', 'Gria2',
'Gabbr1', 'Cadm3', 'Ppp3ca', 'Sipa1l1', 'Ppp3r1', 'Sub1', 'Scn8a',
'Ptprs', 'Ndrg3', 'Brinp1', 'Ywhae', 'Serpini1', 'Hivep2',
'Nap1l1', 'Mef2c', 'Cdc42', 'Tspan7', 'Camkv', 'Chrm1', 'Nrxn1',
'Atp6v1a', 'Gabra4', 'Ywhag', 'Cd47', 'Prkacb', 'Dlgap1', 'App',
'Cadm2', 'Nrxn3', 'Vgf', 'Egr3', 'Unc5d', 'Celf5', 'Anp32a',
'Car10', 'Prkar1b', 'Slc22a17', 'Nckap1', 'Ppp1r9a', 'Tceal6',
'Nlgn3', 'Spred1', 'Arf3', 'Adgrl1', 'Nrcam', 'Cplx2', 'Nrxn2',
'Gnao1', 'Grm5', 'Tmem191c', 'Myh7', 'Cacna2d1', 'Snap25', 'Stmn4',
'Slitrk1', 'Grin2a', 'Nptn', 'Dlg3', 'Hsp90ab1', 'Grin2b', 'Tcf4',
'Cdk5r2', 'Syp', 'Adgrb1', 'Homer1', 'Sptan1', 'Sqstm1', 'Gpm6b',
'Mir124a-1hg', 'Stmn1', 'Phactr1', 'Ptprd', 'Pcsk2', 'Fzd3',
'Camk2b', 'Caly', 'Ptms', 'Crmp1', 'Syngap1', 'Gpm6a', 'Hpca',
'Rab33a', 'Ptn', 'Necab1', 'Lingo1', 'Bex2', 'Osbpl1a', 'Ttyh1',
'Ywhaz', 'Etv5', 'Ywhah', 'Slc17a7', 'Tceal5', 'Serbp1', 'Cabp1',
'Pter', 'Tsc22d1', 'Cux2', 'Syn2', 'Sptbn2', 'Thra', 'Napb',
'Dnm1', 'Tmem50a', 'Arpp21', 'Tpm3', 'Gria3', 'Enc1', 'Stxbp1',
'Kcnv1', 'Pgm2l1', 'Abr', 'Fam49b', 'Syt7', 'Lingo2', 'Map2k1',
'Farp1', 'Hpcal4', 'Serp2', 'Chn1', 'Snn', 'AI593442', 'Celf1',
'Ttc9b', 'Eif1', 'Dmtn', 'Madd', 'Zfp706', 'Eef1a2', 'Negr1',
'Gng13', 'Itm2c', 'Cacnb3', 'Camk2a', 'Kcnb1', 'Chst1', 'Camk2n1',
'Grik5', 'Svop', 'Rtn1', 'Akap8l', 'Arpc2', 'Atp6v1b2', 'Mtpn',
'Camta2', 'Fscn1', 'Tenm2', 'Nptxr', 'Syn1', 'Phf24', 'Slc12a5',
'Camkk2', 'Pkm', 'Nr2f1', 'Tusc3', 'Epha4', 'Calm1', 'Ddn',
'Aplp1', 'Shank2', 'Fxyd7', 'Olfm1', 'Ngef', 'Sorbs2',
'A830082K12Rik', 'Prnp', 'Tenm4', 'Kcnip4', 'Ncald', 'Marc2',
'Thy1', 'Rap2b', 'Shank1', 'Slc1a2', 'Eif5a', 'Syt11', 'C1qtnf4',
'Dynll1', 'Ntm', 'Dlk2', 'Ppp1r1a', 'Synpo', 'Syt16', 'Marcks',
'Nrgn', 'Rasgrp1', 'Tspan5', 'Tubb2a', 'Tubb5', 'Camk4', 'Atpif1',
'Coro1a', 'Vsnl1', 'Ypel3', 'Atp2b2', 'Atp6ap2', 'Dbp',
'2010300C02Rik', 'Uchl1', 'Sult4a1', 'Cyfip2', 'Nek6', 'Prkcb',
'Ids', 'Dclk1', 'Plxnd1', 'Atp9a', 'Mapk1', 'Tpi1', 'Miat',
'Ptprn', 'Nsg1', 'Gas7', 'Ubb', 'Micu3', 'Serinc1', 'Mef2d',
'Phyhip', 'Calb1', 'Ext1', 'Golga7b', 'Fbxl16', 'Sptbn1', 'Gabbr2',
'Gabarapl1', 'Nsg2', 'Ywhab', 'Frrs1l', 'Clstn1', 'Prex1', 'Cfl1',
'6330403K07Rik', 'Faim2', 'Rtn4', 'Icam5', 'Stx1a', 'Fam212b',
'Fxyd6', 'Calr', 'Cspg5', 'Arpp19', 'Grin1', 'Dusp14', 'Scn2a',
'Vdac1', 'Bsn', 'Slc1a3', 'Strn4', 'Klc1', 'Pcsk1n', 'Mapk8ip3',
'Rbfox3', 'Tpm1', 'Tuba1a', 'Cbx6', 'Ppia', 'Tbc1d9', 'Calm3',
'Pi4ka', 'Kctd17', 'Kifap3', 'Apbb1', 'Nme1', 'Clu', 'Car4',
'Ap3m2'], dtype=object),
'Nr2f2(+)': array(['Cnr1', 'Bex3', 'Stmn2', 'Nr2f2', 'Basp1', 'Camk2d', 'Snca',
'Gnas', 'Bex1', 'Ywhae', 'Camkv', 'Tceal9', 'Zcchc12', 'Pgrmc1',
'Bex2', 'Eif5a', 'Rtn1', 'Cnih2', 'Dynll1', 'Penk', 'Syn2',
'Hpcal1', 'Tceal5', 'Tubb2a', 'Pnck', 'Nlgn3', 'Calb1', 'Gjb2',
'Mtch1', 'Cpne7', 'Rpl21', 'Calb2', 'Itm2c', 'Col1a1', 'Ndn',
'Nov', 'Ly6h', 'Tuba1b', 'Fxyd6', 'Cpne6', 'Stum', 'Pcolce',
'Timp2', 'Gap43', 'Pea15a', 'Nptxr', 'Uchl1', 'Pnmal2', 'Nsg2',
'Fmod', '6330403K07Rik', 'Icam5', 'Lypd1', 'Rpl22l1', 'Igf2',
'Pcdh19'], dtype=object),
'Nr3c1(+)': array(['Nr3c1', 'Atp2b1', 'R3hdm1', 'Sept7', 'Kcnd2', 'Ldlrad4', 'Homer1',
'Mef2c', 'Kctd1', 'Pcdh9', 'Nrxn1', 'Plcb1', 'Tcf4', 'Ppp2r2b',
'Phactr1', 'Ptprd', 'Celf2', 'Osbpl1a', 'Kcnip4', 'Pde1a', 'Ntm',
'Pcsk2', 'Dlg2', 'Camk4', 'Arhgap26', 'Clstn1', 'Nrgn', 'Sv2b',
'Rgs6', 'Kctd16', 'Sub1'], dtype=object),
'Ovol2(+)': array(['R3hdm1', 'Snap25', 'Syt1', 'Mef2c', 'Car10', 'Pcsk2', 'Camk2n1',
'Nrg1', 'Phactr1', 'Vsnl1', 'Lmo4', 'Col8a1', 'Dclk1', 'Slc17a7',
'Arpp21', 'Nrgn', 'Ovol2', 'Kcnh7', 'Egr1', 'Kalrn'], dtype=object),
'Pbx1(+)': array(['Atp2b1', 'Dtna', 'Lrrc7', 'Akt3', 'Cnksr2', 'Hivep2', 'Rims2',
'Ube3a', 'Sgcz', 'Tanc2', 'Gphn', 'Stag1', 'Adgrl3', 'Kansl1',
'Ptpn4', 'Ttc3', 'Sema6d', 'Syt1', 'Stxbp5l', 'Slc4a4', 'Grid2',
'Ccser1', 'Mctp1', 'Cdh2', 'Dlgap1', 'Basp1', 'Foxp2', 'Fut9',
'Dpp10', 'Dab1', 'Nlgn1', 'Acsl3', 'Msi2', 'Fgf12', 'Grm3', 'Pam',
'Rora', 'Thrb', 'Camk1d', 'R3hdm1', 'Nbea', 'Ralyl', 'Anks1b',
'Foxp1', 'Cadm1', 'Xkr6', 'Frmpd4', 'Prr16', 'Kcnt2', 'Garem1',
'Gria2', 'Ssbp2', 'Gli3', 'Chsy3', 'Peak1', 'Nfia', 'Hecw2',
'Dok6', 'Sntg1', 'Mdga2', 'Zfp217', 'Zeb1', 'Cdh11', 'Nrcam',
'Gabrb2', 'Arpp21', 'Oxr1', 'Unc80', 'Cadps', 'Apba2', 'Adgrb3',
'Npas2', '5730522E02Rik', 'Dnm3', 'Erbb4', 'Lrba', 'Erc2',
'Cacna2d3', 'Homer1', 'Nkain2', 'Jarid2', 'Zfpm2', 'Herc1',
'Rgs20', 'Prickle1', 'Grm5', 'Kcnq3', 'Large1', 'Negr1', 'Cntnap2',
'Cntn1', 'Brinp3', 'Syt14', 'Nol4', 'Pcdh9', 'Cadm2', 'Map1b',
'Lmo4', 'Gls', 'Robo2', 'Nfib', 'Cdh20', 'Atrnl1', 'Tenm4',
'Farp1', 'Rasal2', 'Dock3', 'Mapk4', 'Gpc6', 'Xkr4', 'Tspan7',
'March1', 'Nrg3', 'Thsd7b', 'Ptprz1', 'Auts2', 'Macrod2', 'Ctnna2',
'Gnao1', 'Ehbp1', 'Camta1', 'Asap2', 'Pde10a', 'Nrxn1', 'Rims1',
'Ctnnd2', 'Csgalnact1', 'Nckap5', 'Rtn3', 'Dclk1', 'Kcnq5',
'Tmsb10', 'Setbp1', 'Grm7', 'Fam184a', 'Ext1', 'Zc3h7a',
'C130071C03Rik', 'Lrrc4c', 'Trim9', 'Gabrg3', 'Plcb1', 'Fgf14',
'Paqr8', 'Srrm2', 'Khdrbs2', 'Magi2', 'Rgs6', 'Meg3', 'Npas3',
'Caln1', 'Kcnd2', 'Wdr17', 'Csmd2', 'Dlgap2', 'Grin2b', 'Sox6',
'Gnaq', 'Sbf2', 'Fam155a', 'Syne1', 'Unc79', 'Pard3b', 'Ptprd',
'Phactr1', 'Dennd1a', 'Magi3', 'Cttnbp2', 'Park2', 'Zcchc7',
'Sorbs1', 'Epha5', 'Esrrg', 'Adcy2', 'Asap1', 'Cacna1e', 'Ncam2',
'Pfkp', 'Robo1', 'Ptk2', 'Cdk8', 'Grin2a', 'Tmtc2', 'Arhgap26',
'Gucy1a2', 'Ank2', 'Slc35f1', 'Dnajc1', 'Nos1ap', 'Kcnh7',
'Pgm2l1', 'Frmd4a', 'Cntn4', 'Evi5', 'Gpc5', 'Efr3a', 'Nrg1',
'Pclo', 'Celf2', 'Rorb', 'Lmtk2', 'Kcnd3', 'Hs3st4', 'Scai',
'Map2', 'Tjp1', 'Dst', 'Vps13b', 'Cdc73', 'Cacnb4', 'Nrxn3',
'Cntn5', 'Gabrb1', 'Dmd', 'Slc1a2', 'Ppp2r2b', 'Ptprt', 'Tcf4',
'Phka1', 'Pitpnc1', 'Myo5a', 'Plekha5', 'Hdac4', 'Pnisr', 'Kcnh1',
'Otud7a', 'Dock4', 'Sh3gl2', 'Sik3', 'Tnik', 'Fmn2', 'Camk4',
'Rbfox1', 'Agbl4', 'Pid1', 'Macf1', '4930402H24Rik', 'Kcnn2',
'Gpm6a', 'Trpm3', 'Gli2', 'Galnt9', 'Meis2', 'Csmd1', 'Nmnat2',
'Pten', 'Etv5', 'Mmp16', 'Phf24', 'Dip2c', 'Appl2', 'Mcc', 'Lrp1b',
'Cdc42bpa', 'A330033J07Rik', 'Rgs7', 'Fry', 'Peg3', 'Dlg2', 'Pbx1',
'Pcdh7', 'Miat', 'Prex2', 'Plxna2', 'C230004F18Rik',
'A830018L16Rik', 'Camk2g', 'Prickle2', 'Bcl2', 'Tle4', 'Hivep3',
'Smyd3', 'Kctd16', 'Plpp3', 'Slc17a7', '2010111I01Rik', 'Ntrk2',
'Cacna1d', 'Nr4a2', 'Astn2', 'Kcnj6', 'Dlk1', 'Xylt1', 'Cdh18',
'Gabrb3', '9330182L06Rik', 'Satb2', 'Dcc', 'Kcnn3', 'Sgcd', 'Sdk2',
'Adam23', 'Slc6a3', 'Tnr', 'Th', 'Wnk2', 'Mical2', 'En1',
'Ppp1r12b', 'Nav2', 'Ogt', 'Fgfr2', 'Nyap2', 'Grik3', 'Galnt18',
'Cntnap5a', 'Fam189a1', 'Slc10a4', 'Malat1'], dtype=object),
'Pbx3(+)': array(['AW551984', 'C130021I20Rik', 'Slc39a4', 'Serpine2', 'Gucy2c',
'Pcbd1'], dtype=object),
'Pknox2(+)': array(['Lrrc7', 'Akt3', 'Cnksr2', 'Hivep2', 'Rfx3', 'Fbxw7', 'Rims2',
'Ube3a', 'Lingo2', 'Sgcz', 'Tanc2', 'Stag1', 'Adgrl3', 'Zfp385b',
'Ttc3', 'Syt1', 'Atxn1', 'Stxbp5l', 'Ccser1', 'Dlgap1', 'Fut9',
'Dpp10', 'Cacna2d1', 'Dab1', 'Nlgn1', 'Car10', 'Fgf12', 'Pparg',
'Rora', 'Thrb', 'R3hdm1', 'Nbea', 'Ralyl', 'Anks1b', 'Efna5',
'Sptan1', 'Foxp1', 'Cadm1', 'Ppp1r12a', 'Frmpd4', 'Sipa1l1',
'Prr16', 'Kcnt2', 'Fam19a2', 'Gria4', 'Gria2', 'Unc5d', 'Chsy3',
'Dok6', 'Sntg1', 'Lrfn5', 'Mdga2', 'Calm2', 'Nrcam', 'Arpp21',
'Oxr1', 'Epha6', 'Ppp3ca', 'Unc80', 'Cadps', 'Apba2', 'Adgrb3',
'Trhde', 'Trank1', 'Erc2', 'Cux1', 'Hecw1', 'Cacna2d3', 'Ube2e2',
'Nkain2', 'Herc1', 'Prkg1', 'Grm5', 'Kcnq3', 'Negr1', 'Cdh12',
'Cntnap2', 'Snap25', 'Brinp3', 'Syt14', 'Nol4', 'Pcdh9', 'Cadm2',
'Fnbp1l', 'Lmo4', 'Gls', 'Mef2c', 'Robo2', 'Atrnl1', 'Tenm4',
'Myrip', 'Grip1', 'Kcnj3', 'Rasal2', '9530059O14Rik', 'Dock3',
'Xkr4', 'Arid5b', 'Nrg3', 'Auts2', 'Macrod2', 'Ctnna2', 'Ppfia2',
'Ehbp1', 'Camta1', 'Grik2', 'Pde10a', 'Snap91', 'Nrxn1', 'Rims1',
'Ctnnd2', 'Dclk1', 'Kcnq5', 'Fstl4', 'Grm7', 'Ext1', 'Lrrc4c',
'Gabrg3', 'Plcb1', 'Fgf14', 'Srrm2', 'Hs6st3', 'Magi2', 'Meg3',
'Brinp1', 'Pcsk2', 'Kcnd2', 'Ppm1h', 'Csmd2', 'Dlgap2', 'Fam19a1',
'Grin2b', 'Scn8a', 'Fam155a', 'Syne1', 'Ptprd', 'Phactr1',
'Cttnbp2', 'Park2', 'Zcchc7', 'Epha5', 'Kirrel3', 'Prkar1b',
'Asap1', 'Cacna1e', 'Ncam2', 'Grin2a', 'Arhgap20', 'Arhgap26',
'Gucy1a2', 'Ank2', 'Kcnh7', 'Vamp2', 'Rtn1', 'Frmd4a', 'Cntn4',
'Osbpl3', 'Calm1', 'Nrg1', 'Celf2', 'Chrm3', 'Tbc1d30', 'Cacnb4',
'Nrxn3', 'Klhl29', 'Cntn5', 'Gabrb1', 'Clstn2', 'Slc2a13', 'Mapk1',
'Ppp2r2b', 'Ptprt', 'Tcf4', 'Plekha5', 'Kcnb1', 'Nptn', 'Otud7a',
'Zbtb16', 'Tnik', 'Fmn2', 'Camk4', 'Rbfox1', 'AI593442', 'Tmem108',
'Adam22', 'Agbl4', 'Cacna1c', 'Chn1', 'Camkk2'], dtype=object),
'Pou3f2(+)': array(['Ntm', 'Pou3f2', 'Slc6a3', 'Dlk1', 'Slc1a2', 'Ret', 'Gpc5', 'Glul',
'Ptn', 'En1', 'Msi2', 'Fam107a', 'Plpp3', 'Ddc', 'Aldh1a1'],
dtype=object),
'Prox1(+)': array(['Kif26b', 'Slc39a6', 'Prox1', 'Lmo1', 'Stxbp6', 'Nt5dc2'],
dtype=object),
'Prrx2(+)': array(['Tbx15', 'Slc26a7', 'H2-Aa', 'Car13', 'Igf2', 'Lbp', 'Zic2',
'Slc38a2', 'Anxa3', 'Col1a2', 'Ddr2'], dtype=object),
'Satb2(+)': array(['Kmt2e', 'Atp2b1', 'Slc39a10', 'Cdk17', 'Satb1', 'Lrrc7', 'Akt3',
'Cnksr2', 'Galnt13', 'Hivep2', 'Smarca2', 'Fbxw7', 'Rims2',
'Ube3a', 'Lingo2', 'Sgcz', 'Tanc2', 'Stag1', 'Sept7', 'Adgrl3',
'Kansl1', 'Zfp385b', 'Ttc3', 'Syt1', 'Atxn1', 'Stxbp5l', 'Pja2',
'Zfr', 'Ppp3cb', 'Ccser1', 'Dlgap1', 'Basp1', 'Btbd10', 'Fut9',
'Dpp10', 'Cacna2d1', 'Dab1', 'Nlgn1', 'Numb', 'Car10', 'Cdh8',
'Fgf12', 'Grm3', 'Pparg', 'Cdkl5', 'Pam', 'Thrb', 'Camk1d',
'R3hdm1', 'Nbea', 'Ralyl', 'Anks1b', 'Efna5', 'Il1rapl2', 'Sptan1',
'Foxp1', 'Cadm1', 'Wasf1', 'Ppp1r12a', 'Frmpd4', 'Sipa1l1',
'Prr16', 'Kcnt2', 'Fam19a2', 'Gria4', 'Gria2', 'Unc5d', 'Myo1b',
'App', 'Chsy3', 'Hecw2', 'Sntg1', 'Lrfn5', 'Ppp1r9a', 'Mdga2',
'Nectin3', 'Calm2', 'Ldlrad4', 'Kctd1', 'Nckap1', 'Nrcam',
'Gabrb2', 'Ppm1l', 'Arpp21', 'Oxr1', 'St6gal2', 'Ppp3ca', 'Unc80',
'Cadps', 'Apba2', 'Adgrb3', 'Npas2', '5730522E02Rik', 'Cadm3',
'Rock2', 'Fzd3', 'Trhde', 'Flrt2', 'Trank1', 'Gabra4', 'Erc2',
'Rab6a', 'Abi2', 'Enc1', 'Hecw1', 'Cacna2d3', 'Prkacb', 'Homer1',
'Ube2e2', 'Herc1', 'Prickle1', 'Grm5', 'Kcnq3', 'Large1', 'Negr1',
'Cdh12', 'Spats2l', 'Snap25', 'Brinp3', 'Syt14', 'Pcdh9', 'Cadm2',
'Fnbp1l', 'Lmo4', 'Gls', 'Mef2c', 'Robo2', 'Bcl11a', 'Atrnl1',
'Tenm4', 'Myrip', 'Kcnj3', 'Rasal2', 'Dock3', 'Ssh2', 'Gpc6',
'Xkr4', 'Stmn1', 'Sub1', 'Tspan7', 'March1', 'Atl1', 'Nrg3',
'Kcnmb4', 'Auts2', 'Macrod2', 'Tiam2', 'Ctnna2', 'Kif5c', 'Pak7',
'Map9', 'Dnaja1', 'Cpne8', 'Dmxl2', 'Adcy8', 'Ndrg3', 'Spred1',
'Pde10a', 'Snap91', 'Nrxn1', 'Osbpl1a', 'Rims1', 'Ctnnd2', 'Eml5',
'Nrn1', 'Rtn3', 'Dclk1', 'Nrep', 'Kcnq5', 'Ppp3r1', 'Agtpbp1',
'Fstl4', 'Setbp1', 'Grm7', 'Ext1', 'Atp8a1', 'Lrrc4c', 'Zbtb18',
'Trim9', 'Gabrg3', 'Plcb1', 'Fgf14', 'Ywhaz', 'Hs6st3', 'Khdrbs2',
'Rgs6', 'Celf1', 'Ptprk', 'Sept11', 'Meg3', 'Brinp1', 'Tsc22d1',
'Pcsk2', 'Caln1', 'Sptbn2', 'Kcnd2', 'Dlgap2', 'Fam19a1', 'Grin2b',
'Rasgef1b', 'Mark1', 'Ptpn5', 'Scn8a', 'Fam155a', 'Syne1', 'Unc79',
'Necab1', 'Arntl', 'Fam126b', 'Mkl2', 'Ptprd', 'Itpr1', 'Phactr1',
'Herc3', 'Epha5', 'Tshz3', 'Nlk', 'Prkar1b', 'Cdh6', 'Asap1',
'Pi4ka', 'Cacna1e', 'Mtpn', 'Pfkp', 'Ptk2', 'Nwd2', 'Grin2a',
'Fhl2', 'Arhgap26', 'Gucy1a2', 'Ank2', 'Nos1ap', 'Kcnh7', 'Vamp2',
'Serbp1', 'Pde8b', 'Pgm2l1', 'Rtn1', 'Cntn4', 'Extl3', 'Calm1',
'Serpini1', 'Nrg1', 'Pclo', 'Pkm', 'Celf2', 'Sorcs3', 'Gabra1',
'Adgrl1', 'Lmtk2', '2010300C02Rik', 'Rtn4', 'Chrm3', 'Smim13',
'Slc24a2', 'Hs3st4', 'Map2', 'Ncald', 'Ywhag', 'Ptn', 'Cacnb4',
'Trim37', 'Nrxn3', 'Cntn5', 'Epha4', 'Clstn2', 'Dmd', 'Slc2a13',
'Mapk1', 'Camkk2', 'Ppp2r2b', 'Ywhah', 'Ptprt', 'Tcf4', 'Myo5a',
'Kcnb1', 'Nptn', 'Hdac4', 'Micu3', 'Kcnh1', 'Otud7a', 'Sh3gl2',
'Zfp697', 'Fmn2', 'Rnf150', 'Camk4', 'Rbfox1', 'AI593442',
'Adam22', 'Agbl4', 'Cacna1c', 'Chn1', 'Nuak1', 'Wdr82', 'Sorcs1',
'Arfgef3', 'Sun1', 'Tusc3', 'Snrpn', 'Ptms', 'Gpm6a', 'Trio',
'Rab15', 'Nedd4l', 'Cyfip2', '1700020I14Rik', 'Csmd1', 'Pten',
'Phf24', 'Ryr2', 'Med13l', 'Tspoap1', 'Cdc42bpa', 'Slc6a17',
'Sphkap', 'Rgs7', 'Ngef', 'Dlg2', 'Pbx1', 'Pcdh7', 'Efhd2',
'Nell2', 'Gfra2', 'Ctnna3', 'Kcnh5', 'Miat', 'Rgs7bp', 'Fam49a',
'Plxna2', 'Frrs1l', 'C230004F18Rik', 'Pde4dip', 'Lamp5', 'Hdac9',
'Akap8l', 'Arhgef9', 'Camk2g', 'Prickle2', 'Kctd16', 'Nrsn1',
'Msra', 'Lancl2', 'Vopp1', 'Slc17a7', '2010111I01Rik', 'Serinc1',
'Cacna1d', 'Fhod3', 'Kcnma1', 'Pkd1', 'Fam49b', 'Arpp19', 'Cdh10',
'Vgf', 'Hpca', 'Mical2', 'Adam23', 'R3hdm2', 'Fam135b', 'St3gal5',
'Slit3', 'Sidt1', 'Sh3rf3', 'Gm1976', 'Prkce', 'Ptprs', 'Egfem1',
'Pcdha1', 'Malat1', 'Satb2', 'Ntm', 'Opcml', 'Ephb6', 'Coch',
'Sema7a', 'Trpc3', 'Cabyr', 'Lamc2', 'Lrrk2', 'Ankrd33b', 'Stard8',
'Ier5', 'Hipk4', 'Plekha6', 'Usp2', 'Igsf9b', 'Pantr1', 'Acsl5',
'Tnnt2', 'Frmd6', 'Mkx', 'Cd34', 'Cpne5', 'Kcnj9', 'Pamr1', 'Cux1',
'Ddit4l'], dtype=object),
'Sox10(+)': array(['Chn2', 'Dock10', 'Pacs2', 'Pdlim2', 'Sema6a', 'Desi1', 'Clic4',
'Tmem88b', 'Gpr37', 'Frmd8', 'Nfasc', 'Edil3', 'Fnbp1', 'Hhip',
'Mapk8ip1', 'Rnf13', 'Daam2', 'Plekhh1', 'Mt2', 'Ptgds', 'S100a16',
'Itpk1', 'Tprn', 'Adssl1', 'Dennd5a', 'Gsn', 'Tmbim1', 'Ddr1',
'Sema4d', 'Clmn', 'Cdc42ep2', 'Plxnb3', 'Plekhg3', 'Ppp1r16b',
'Mcam', 'Kndc1', 'Gng11', 'Tulp4', 'Abca2', 'Phactr3', 'Tmeff2',
'Elovl1', 'Gstm7', 'Ptma', 'Hcn2', 'Gjc2', 'Ptn', 'Smad7', 'Cd81',
'St6galnac3', 'Myrf', 'Pllp', 'Plat', 'Sox10', 'Rhou', 'Trf',
'Tppp3', 'Grb14', 'Ttll7', 'Gpr17', 'Fgf1', 'Nkx6-2', 'Cntn2',
'Dbndd2', 'Gab1', 'Ugt8a', 'Creb5', 'Cpox', 'Klk6', 'Gatm',
'Tspan2', 'Fth1', 'Scd2', 'Cnksr3', 'Ftl1', 'Mbp', 'Tmem229a',
'Csrp1', 'Sept7', 'Foxn3', 'Ppp1r14a', 'Otud7b', 'Rassf2', 'Efnb3',
'Il1rap', 'Rcbtb1', 'Tsc22d4', 'Carhsp1', 'Erbb3', 'Bcas1',
'Tmem63a', 'Lpar1', 'St18', 'Syt11', 'Nmral1', 'S100b', 'Bin1',
'Rdx', 'Kcnj10', 'Rhog', 'Olig2', 'Olig1', 'Arhgef10', 'Rhob',
'Cd9', 'Ankrd13a', 'Myo6', 'Anln', 'Slain1', 'Gltp', 'Serpinb1a',
'Car2', '5031439G07Rik', 'Gabrr2', 'Atp1b3', 'Pde4b', 'Plin3',
'Galnt6', 'Opalin', 'Rtkn', 'Traf5', '2700046A07Rik', 'Plp1',
'Gstp1', 'Zdhhc9', 'Gna12', 'Plekhb1', 'Ndrg1', 'Tubb4a', 'Mal',
'Sgk1', 'Mobp', 'Qdpr', 'Gprc5b', 'Nkain1', 'D16Ertd472e',
'Secisbp2l', 'Fa2h', 'Enpp6', 'Tns3', 'Scd1', 'Cd82', 'Sept4',
'Scrg1', 'Cryab', 'Pde8a', 'Arhgap23', 'Sparc', 'Rcan2', 'Cers2',
'Map4k4', 'Tmem123', 'Gjb1', 'Padi2', 'Mast4', 'Phgdh', 'Sec14l5',
'Ano4', 'Plekha1', 'Unc5b', 'Zfp536', 'Fez1', 'Qk', 'Tmod1',
'Sez6l2'], dtype=object),
'Sox9(+)': array(['Id3', 'Tmem47', 'Atp1a2', 'Rassf3', 'Slc6a1', 'Id4', 'Cldn10',
'Fgfr3', 'Oaf', 'Syn3', 'Clu', 'Slc1a2', 'Mlc1', 'Fgfr1', 'Mfge8',
'Sox9'], dtype=object),
'Srebf1(+)': array(['Atp1a2', 'Qk', 'Aldoc', 'Clu', 'Cst3', 'Paqr8'], dtype=object),
'Tbx18(+)': array(['Igf2', 'Fbln1', 'Serpinf1', 'Tbx18', 'Col1a2', 'Elf1', 'Zic2',
'Osr1', 'Lrp1', 'Cald1', 'Bgn'], dtype=object),
'Tcf4(+)': array(['Gphn', 'Snap25', 'Cadm2', 'Syt1', 'Lsamp', 'Dlg2', 'Nrg3',
'Magi2', 'Setbp1', 'Cd44', 'Dok6', 'Camk1d', 'Nrxn1', 'Gria2',
'Cdh2', 'Ctnnd2', 'Hsp90ab1', 'Tmsb4x'], dtype=object),
'Tcf7l2(+)': array(['Otx2', 'Gata3', 'Zfhx3', 'Tcf7l2', 'Zfhx4', 'Pax3', 'Lhx1os',
'Cbln2', 'Six3', 'Calb2', 'Htr2c', 'AW551984', 'Slc17a6',
'Mab21l2', 'Tal1', 'Syndig1l', 'Glra1', 'Steap2', 'Chrm2',
'Klhl13', 'Scn4b', 'Fign', 'Zcchc12', 'Cacna2d2', 'Patj', 'Pnoc',
'Prkcd', 'Esrrb', 'Plxnb3', 'Abat', 'Nrsn2', 'Smim17', 'Arhgap36',
'Ctxn3', 'Phlda3', 'Pld5', 'Enpp6', 'Kat2b', 'Cygb', 'Rasgrp2',
'Camk2n2', 'Nacc2', 'Nova1', 'Rgs10', 'Scd1', 'Cnksr3', 'Tmem163',
'Irx1', 'Svs5', 'Cd59a', 'Rgs16', 'Foxp2', 'Gad2', 'Zic1',
'Sema6a', 'Gphn', 'Plp1', 'Ntng1', 'Rbms3', 'Kcnj10', 'Hdac8',
'Cdh20', 'Kcnc1', 'Rmst', 'Atp1a2', 'Camta1', 'Grid2', 'Ntsr2',
'Mal', 'Camk1d', 'Rora', 'Aqp4', 'Aldoc', 'Nefm'], dtype=object),
'Thra(+)': array(['Dapk1', 'Syt1', 'Cdk17', 'Ccnd2', 'Slitrk5', 'Ttc3', 'Lmo4',
'Chd3', 'Meg3', 'Fbxw7', 'Zfr', 'Tceal9', 'Arf3', 'Basp1', 'Jph4',
'Tceal3', 'Stmn2', 'Pja2', 'Gnb2', 'Pafah1b1', 'Cadm3', 'Prmt8',
'Cadm1', 'Bex3', 'Smarca2', 'Atp2b1', 'Snca', 'Thra', 'Ppp3ca',
'Slc39a10', 'Cacna1e', 'Dpf1', 'Sipa1l1', 'Shank1', 'Grin2b',
'Chrm1', 'Vamp2', 'Tceal6', 'Ywhae', 'Anp32a', 'Nrn1', 'Morf4l2',
'Rab6a', 'Nlgn2', 'Abr', 'Gnas', 'Bcl11a', 'Matr3', 'Abi2',
'Gpr162', 'Tlk1', 'Hspa8', 'Snap25', 'Tcf4', 'Stmn4', 'H2afz',
'Nrxn2', 'Anks1b', 'Hnrnpk', 'Adgrl1', 'Ywhag', 'Cacng8', 'Gria3',
'Tsc22d1', 'Erc2', 'Adgrb2', 'Cnksr2', 'Ildr2', 'Tceal5', 'Set',
'Vgf', 'Gap43', 'Scn3b', 'Mef2c', 'Cntn1', 'Capza2', 'Gabbr1',
'Arhgef9', 'Nap1l1', 'App', 'March6', 'Cd47', 'Gria2', 'Celf5',
'Nlgn1', 'Grin2a', 'Usp46', 'Gnao1', 'Calm2', 'Dlg4', 'Gabra2',
'Kif1a', 'Bex1', 'Wasf1', 'Ppp3cb', 'Cnih2', 'Miat', 'C1ql3',
'Ndrg3', 'Acsl4', 'Nfib', 'Egr3', 'Hsp90ab1', 'Eloc', 'Prkar1b',
'Pnck', 'Tmem50a', 'Hprt', 'Fscn1', 'Prkar1a', 'Camk2b', 'Ywhaz',
'Cplx2', 'Cltc', 'Nlgn3', 'Sptan1', 'Bcl11b', 'Rtn4', 'Camk2d',
'Bhlhe22', 'Nptn', 'Chst1', 'Maged1', 'Cdk5r2', 'Myh7', 'Mapre3',
'Ptms', 'Pcdh8', 'Unc13a', 'Pls3', 'Grik5', 'Ppp1r9a', 'Pkm',
'Ptprs', 'Nckap5', 'Ssh2', 'Chn1os3', 'Syngap1', 'Syp', 'Syt11',
'Tpm1', 'Ube2e3', 'Enpp5', 'Atxn10', 'Tenm4', 'B3gat1', 'Dyrk2',
'Tmem35a', 'Pdcd4', 'Arhgef28', 'Slc6a15', 'Dmtn', 'Neurod2',
'Ncald', 'Ube2w', 'Cacnb3', 'Ctnnb1', 'Rtn3', 'Slc17a7', 'Ppp3r1',
'Mlf2', 'Pea15a', 'Kcnh3', 'Fam19a1', 'Gls', 'Grasp', 'Fam171b',
'Rin1', 'Negr1', 'Grm5', 'Pcdh19', 'Nckap1', 'Hpcal4', 'Cdc42se2',
'Sorbs2', 'Atp1a3', 'Actr3', 'Ddn', 'Sfr1', 'Gpr39', 'Mmp17',
'Enc1', 'Gdi1', 'Homer1', 'Adam11', 'Crmp1', 'Sprn', 'Psip1',
'Bex2', 'Prkacb', 'Ankhd1', 'Sub1', 'Prnp', 'Thy1', 'Dlgap4',
'Palm', 'Syt17', 'Prkaca', 'Snrpn', 'Gpd2', 'Eif5a', 'Rps23',
'Pter', 'Prpf39', 'Celf3', 'Syn1', 'Calm3', 'Arpp21', 'Syt7',
'Gnl3l', 'Ppp1r9b', 'Eef1a1', 'Pcbp1', 'Fxyd7', 'Serpini1',
'Itm2c', 'Dlgap1', 'Akirin2', 'Dcaf7', 'Nptxr', 'Dnm1', 'Lrfn5',
'Smad3', 'Stxbp1', 'Tsnax', 'Slc22a17', 'Rab26', 'St3gal5',
'Pgrmc1', 'Atpif1', 'Ube2b', 'Jph3', 'Akap8l', 'Sult4a1', 'Tomm20',
'Tusc3', 'Mras', 'Rab3b', 'Pfn2', 'Actn1', 'B3galt2', 'Rapgefl1',
'Psma1', 'Klhl2', 'Prkcg', 'Arl6ip1', 'Rheb', 'Synpr', 'Akap11',
'Atp5a1', 'Chl1', 'Sertm1', 'Ppme1', 'Eno2', 'Efhd2', 'Galnt9',
'Celsr2', 'Pcsk2', 'Plppr4', 'Camk2n1', 'Map2', 'Gpm6a', 'Slc8a2',
'Nos1', 'Nsg2', 'Ptprn', 'Mef2d', 'Cnih3', 'Mpc2', 'Pgm2l1',
'Baiap2', '4930481A15Rik', 'Ryr3', 'Tmsb4x', 'Ndrg4', 'Grp',
'Ramp2', 'Rpl29', 'Scamp5', 'Dcn', 'Ap2b1', 'Bsg', 'Ppp2r2c',
'Atp6v1a', 'Syt4', 'Hpca', 'Slc15a3', 'Tpm3', 'Ckmt1', 'Fez1',
'Prex1', 'Cnr1', 'Rpl6', 'Marcks', 'Neurl1a', 'Ppp1r1a', 'Lingo1',
'Ipo5', 'C1qtnf4', 'Crtac1', 'Pam', 'Gria1', 'Camta2', 'Arpc2',
'Rwdd1', 'Fabp3', 'Fzd3', 'Atp6ap1', 'Kcnma1', 'Ndufv2', 'Syn2',
'Caln1', 'Snx10', 'Slc12a5', 'Tcaf1', 'Amph', 'Adcy1', 'Atp6v1c1',
'Clip3', 'Gpm6b', 'Synj1', 'Dlg3', 'Cers1', 'Nov', 'Scn2a',
'Map1b', 'Dynlrb1', 'Hspa2', 'Cacna2d1', 'Apbb1', 'Dnaja1',
'Pcsk5', 'Prkce', 'Dclk1', 'Ndufb5', 'Ppp1cb', 'Slc7a14', 'Hpcal1',
'Shank2', 'Nucks1', 'Mapk8ip2', 'Ran', 'Pnrc1', 'Slit1', 'Cdc42',
'Cyfip2', 'Cpne6', 'Mea1', 'Rps10', 'Rps21', 'Dbn1', 'Ywhab',
'Kcnip2', 'Rab2a', 'Calb1', 'Hrk', 'Ssbp4', 'Prkca', 'Celf1',
'Zbtb18', 'Ociad1', 'Emc2', 'Ubb', 'Hap1', 'Arhgef25', 'Rtn4rl1',
'Cyth2', 'Sirpa', 'Dynlt3', 'Ubxn11', 'Eif1', 'Gprin1', 'Ptpra',
'Hk1', 'Adprh', 'Atp1b1', 'Ubqln2', 'Snn', 'Rps16', 'Hnrnpa3',
'Sncb', 'Ankrd63', 'Arl6ip5', 'Plppr2', 'Sptbn2', 'Fbxl16',
'Sez6l', 'Atp2b4', 'Rilpl1', 'Rpl36', 'Ephx4', 'Ppm1e', 'Mal2',
'Serinc1', 'Ccl27a', 'Mkl2', 'Ppp1r2', 'Polr1d', 'Atl1', 'Elmod1',
'Pfn1', 'Ptk2b', 'Atp1a1', 'Mtpn', 'Psd', 'Rasal1', 'Arpc4',
'Foxg1', 'H3f3b', 'Reps2', 'Tspan13', 'Psmb3', 'Fam131a',
'3300002P13Rik', 'Cryl1', 'Eef1a2', 'Cmas', 'Rasgrp1', 'Nptx1',
'Fars2', 'Gnb1', 'Coro1a', 'Camk2a', 'Park7', 'Actb', 'Actr2',
'Rab15', 'Nsg1', 'Tex264', 'Dynll1', 'Vti1b', 'Synpo', 'Rap2b',
'Clstn1', 'Atp5j', 'Itpka', 'Rnf112', 'Celf2', 'Strn4', 'Grin1',
'Tesc', 'Dctn2', 'Pi4ka', 'Csnk1a1', 'Rbfox3', 'Tbca', 'Opcml',
'Gabrb3', 'Stk11', 'Sez6', 'Stum', 'Chmp4b', 'Aes', 'Cbarp',
'Caly', 'Serp2', 'Creg2', 'Rhob', 'Wdr89', 'Atp5g1', 'Npy',
'Trim32', 'Rpl38', 'Serbp1', 'Clcn4', 'Wfs1', 'Meis2', 'Atp5d',
'Astn1', 'Eif4a2', 'Tuba4a', 'Dbp', 'Nr2f1', 'Lamp5', 'Nrgn',
'Pfkl', 'Timp2', 'Ndufb7', 'Celf4', 'Tpi1', 'Pfkp', 'Atp6v1d',
'Rasgrf1', 'Slc6a17', 'Mllt11', 'Ppp5c', 'Mapk3', 'Kcnj4', 'Gpr22',
'Brk1', 'Tomm70a', 'Ensa', 'Ube2ql1', 'Rasgef1a', 'Phykpl', 'Nsf',
'Rbbp7', 'Dennd6b', 'Atp9a', 'Dgkz', 'Sptbn1', 'Tyro3', 'Adgrd1',
'Oxct1', 'Atp6v1b2', 'Phyhip', 'Rasl10a', 'Arpc5', 'Khdrbs3',
'Mapk1', 'Calr', 'Vstm2l', 'Trim2', 'Rps26', 'Slc25a22', 'Dgkg',
'Ap1s1', 'R3hdm4', 'Atp8a1', 'Nfyb', 'Tbc1d9', 'Eif4h', 'Sdhb',
'Nme2', 'Ncoa1', 'Cyp46a1', 'C2cd2l', 'B4galt6', 'Ldha', 'Klc1',
'Calm1', 'Lrrtm1', 'Svop', 'Fam163b', 'Plec', 'Ppia', 'Myo5b',
'Chn1', 'Rtn4r', 'Zfp706', 'Fxyd6', 'Nhp2', 'Txn1', 'Gabarapl1',
'Madd', 'Dpysl2', 'Eif1b', 'Cpe', 'Rpl19', 'Hnrnpab', 'Fam49a',
'Sort1', 'Rpl17', 'Hdac11', 'Rps7', 'Cttn', 'Olfm1', 'Kcnc4',
'Pgbd5', 'Klf13', 'Gnaq', 'Sdc3', 'Rpl11', 'Camkv', 'Gng13',
'Rprm', 'Tspan7', 'Arl4a', 'Gabra5', 'Sv2b', 'Cbx6', 'Cdh13',
'Cnrip1', 'Stmn1', 'Junb', 'Sh3gl2', 'Spock2', 'Rab6b', 'Fam81a',
'Ctsb', 'Myt1l', 'Kcnf1', 'Napa', 'Galnt16', 'Dnajb6', 'Mtch1',
'Nell2', 'Tagln3', '1700037H04Rik', 'Rtn1', 'Eno1', 'Nedd4l',
'Lancl2', 'Fam84a', '2010300C02Rik', 'Slc4a10', 'Slc25a4', 'Gnaz',
'Kalrn', 'Frrs1l', 'Ndufa10', 'Sqstm1', 'Mff', 'Slc30a3', 'Arf1',
'Ak5', 'Med26', 'Tubb2a', 'Ncan', 'Kif5a', 'Nme1', 'Apaf1',
'Map2k1', 'Hsp90aa1', 'Nos1ap', 'Mgst3', 'Cycs', 'Pdss2', 'Scoc',
'Ogfrl1', 'Ppp2ca', 'Vdac1', 'Slc25a3', 'Rpl37', 'Aak1', 'Rpl21',
'Hspa5', 'Spcs1', 'Rangap1', 'Gas7', 'Cox6c', 'Rpl31', 'Pja1',
'Atp5g3', 'Ypel3', 'Cadps2', 'Tspan3', 'Sem1', 'Tmx4', 'Arl8b',
'Ssb', 'Ly6h', 'Minos1', 'Ap2s1', 'Ier3ip1', 'Tuba1a', 'Rpl30',
'Ywhah', 'Angel1', 'Phf24', 'Cpne7', 'Gm5441', 'Lgi1', 'Ppp2r1a',
'Ociad2', 'Itm2b', 'Vps29', 'Ndufb6', 'Ap2m1', 'Ndufb3', 'Cetn3',
'Arl3', 'Tuba1b', 'Mat2b', 'Mtf1', 'Icam5', 'Uchl1', 'Fabp5',
'Gapdh', 'Rps20', 'Cspg5', 'Kcnq2', 'Gadl1', 'Lrp11', 'Ccsap',
'Cacybp', 'Akap5', 'Capzb', 'Fcho1', 'Napb', 'Lancl1', 'Trh',
'Ap2a2', 'Mpped1', 'Kifap3', 'Rab3c', 'Skp1a', 'Fibcd1', 'Otub1',
'Tmem191c', 'Pkig', 'Ndufa6', 'Chgb', 'Gal3st3', 'Selenow',
'Atp5k', 'Tmem59l', 'Rpl39', 'Marcksl1', 'Fam189a1', 'Nme7',
'Arhgap32', 'Rpl5', 'Nek6', 'Pcsk1n', 'Ssr2', 'Rpl18a', 'Tmem30a',
'Snap47', 'Ncdn', 'Gpx4', 'Limd2', 'Ttc9b', 'Dkk3', 'Aplp1',
'Stmn3', 'Pitpna', 'Ssu72', 'Syt16', 'Tubb5', 'Rps14', 'Pcp4',
'Med28', 'Atp6ap2', 'Prkcb', 'Ids', 'Cox6b1', 'Kctd4', 'Pdcd5',
'Rps15a', 'Psmb6', 'Psmb1', 'Tspyl1', 'Swi5', 'Pnmal2', 'Ccdc106',
'Pop5', 'Pde1a', 'Actr3b', 'Pnmal1', 'Ctbp1', 'Dctn6', 'Cfl1',
'6330403K07Rik', 'Ndufv3', 'Stx1a', 'Matk', 'Cbr1', 'Arpp19',
'Sowaha', 'Bsn', 'Rpl3', 'Mapk8ip3', 'Rps13', 'Dctn3', 'Strap',
'Rpl27', 'Tmem38a', 'Rps19', 'Car11', 'Hras', '6530403H02Rik',
'Arpc3', 'Lrpap1'], dtype=object),
'Thrb(+)': array(['Kmt2e', 'Atp2b1', 'Satb1', 'Dtna', 'Lrrc7', 'Akt3', 'Cnksr2',
'Galnt13', 'Hivep2', 'Rims2', 'Ube3a', 'Lingo2', 'Sgcz', 'Tanc2',
'Kat6b', 'Stag1', 'Adgrl3', 'Kansl1', 'Zfp385b', 'Ttc3', 'Enox1',
'Syt1', 'Atxn1', 'Stxbp5l', 'Runx1t1', 'Grid2', 'Pja2', 'Ccser1',
'Mapk8', 'Mctp1', 'Hook1', 'Dlgap1', 'Fut9', 'Dpp10', 'Cacna2d1',
'Dab1', 'Nlgn1', 'Msi2', 'Car10', 'Cdh8', 'Fgf12', 'Trpc4', 'Grm3',
'Pam', 'Rora', 'Osbpl6', 'Thrb', 'Camk1d', 'R3hdm1', 'Nbea',
'Ralyl', 'Anks1b', 'Efna5', 'Il1rapl2', 'Sptan1', 'Foxp1', 'Cadm1',
'Ppp1r12a', 'Grm8', 'Xkr6', 'Ncor1', 'Frmpd4', 'Sipa1l1', 'Prr16',
'Kcnt2', 'Gria4', 'Mllt3', 'Gria2', 'Unc5d', 'Ssbp2', 'App',
'Chsy3', 'Peak1', 'Hecw2', 'Dok6', 'Tox', 'Sntg1', 'Lrfn5',
'Ppp1r9a', 'Mdga2', 'Arl15', 'Calm2', 'Zeb1', 'Ldlrad4', 'Diaph2',
'Nrcam', 'Gabrb2', 'Ppm1l', 'Arpp21', 'Oxr1', 'Epha6', 'Ppp3ca',
'Unc80', 'Cadps', 'Apba2', 'Adgrb3', '5730522E02Rik', 'Nxph1',
'Rock2', 'Trhde', 'Flrt2', 'Trank1', 'Erc2', 'Hecw1', 'Cacna2d3',
'Prkacb', 'Homer1', 'Ube2e2', 'Nkain2', 'Jarid2', 'Herc1', 'Prkg1',
'Prickle1', 'Ahi1', 'Grm5', 'Kcnq3', 'Large1', 'Negr1', 'Phf20l1',
'Cdh12', 'Cntnap2', 'Snap25', 'Brinp3', 'Syt14', 'Nol4', 'Pcdh9',
'Cadm2', 'Fnbp1l', 'Lmo4', 'Gls', 'Mef2c', 'Robo2', 'Bcl11a',
'Hcn1', 'Atrnl1', 'Tenm4', 'Farp1', 'Myrip', 'Ptchd4', 'Magi1',
'Grip1', 'Kif21a', 'Kcnj3', 'Rasal2', 'Dock3', 'Mapk4', 'Gpc6',
'Xkr4', 'Tspan7', 'March1', 'Nrg3', 'Mapt', 'Auts2', 'Macrod2',
'Ctnna2', 'Pak7', 'Ppfia2', 'Ehbp1', 'Camta1', 'Dmxl2', 'Grik2',
'Adcy8', 'Asap2', 'Ndrg3', 'Unc5c', 'Pde10a', 'Nrxn1', 'Osbpl1a',
'Rims1', 'Sobp', 'Ctnnd2', 'Zfp804b', 'Dclk1', 'Kcnq5', 'Fstl4',
'Setbp1', 'Grm7', 'Ext1', 'Zc3h7a', 'C130071C03Rik', 'Lrrc4c',
'Trim9', 'Gabrg3', 'Plcb1', 'Fgf14', 'Ywhaz', 'Srrm2', 'Dync1i1',
'Mtcl1', 'Hs6st3', 'Magi2', 'Rgs6', 'Celf1', 'Sept11', 'Meg3',
'Npas3', 'Brinp1', 'Pcsk2', 'Caln1', 'Kcnd2', 'Tnrc6c', 'Wdr17',
'Csmd2', 'Dlgap2', 'Fam19a1', 'Grin2b', 'Rasgef1b', 'Sox6',
'Mtus2', 'Sbf2', 'Scn8a', 'Fam155a', 'Syne1', 'Unc79', 'Fam126b',
'Mkl2', 'Ptprd', 'Itpr1', 'Phactr1', 'Ncoa1', 'Immp2l', 'Magi3',
'Cttnbp2', 'Herc3', 'Park2', 'Zcchc7', 'Sorbs1', 'Epha5', 'Tshz3',
'Kirrel3', 'Gm20754', 'Esyt2', 'Nlk', 'Prkar1b', 'Adcy2', 'Asap1',
'Cacna1e', 'Mtpn', 'Ncam2', 'Robo1', 'Ptk2', 'Htr1f', 'Grin2a',
'Clasp2', 'Tmtc2', 'Arhgap26', 'Gucy1a2', 'Ank2', 'C2cd5',
'Dnajc1', 'Nos1ap', 'Kcnh7', 'Slc24a4', 'Rtn1', 'Frmd4a', 'Cntn4',
'Slc35f4', 'Gpc5', 'Serpini1', 'Efr3a', 'Nrg1', 'Nebl', 'Pclo',
'Celf2', 'Gabra1', 'Dgkh', 'Lmtk2', 'Mbnl2', 'Myo16', 'Chrm3',
'Slc24a2', 'Hs3st4', 'Scai', 'Ttc14', 'Tjp1', 'Vps13b', 'Appl1',
'Cacnb4', 'Nrxn3', 'Klhl29', 'Cntn5', 'Gabrb1', 'Dmd', 'Slc2a13',
'Ppp2r2b', 'Ptprt', 'Tcf4', 'Myo5a', 'Plekha5', 'Nptn', 'Pnisr',
'Kcnh1', 'Otud7a', 'Dock4', 'Sh3gl2', 'Dlc1', 'Exoc5', 'Sik3',
'Ccdc85a', 'Tnik', 'Fmn2', 'Rnf150', 'Camk4', 'Rbfox1', 'Adam22',
'Agbl4', 'Macf1', 'Cacna1c', 'Adcy7', 'Chn1', 'Ptprm',
'4930402H24Rik', 'Sorcs1', 'Kcnn2', 'Gpm6a', 'Trio', 'Trpm3',
'Nedd4l', 'Cyfip2', 'Cdk14', 'Csmd1', 'Pten', 'Mmp16', 'Phf24',
'Dip2c', 'Ryr2', 'Med13l', 'Lrp1b', 'Cdc42bpa', 'Slc6a17',
'Carmil1', 'Rgs7', 'Fry', 'Dlg2', 'Pbx1', 'Pcdh7', 'Sybu', 'Nell2',
'Ctnna3', 'Kcnh5', 'Miat', 'Fam49a', 'C230004F18Rik', 'Hdac9',
'Akap8l', 'Mycbp2', 'Camk2g', 'Ttll6', 'Syn1', 'Adgrb1',
'Prickle2', 'Hivep3', 'Arid1b', 'Smyd3', 'Lrch1', 'Kctd16', 'Msra',
'2010111I01Rik', 'Dpp6', 'Fam193a', 'Cacna1d', 'Fhod3', 'Kcnma1',
'Fam49b', 'Cdh10', 'Mical2', 'Adam23', 'R3hdm2', 'Fam135b', 'Tia1',
'Slit3', 'Sidt1', 'Sh3rf3', 'Prkce', 'Egfem1', 'Tspan5', 'Slit2',
'Tshz2', 'Unc13b', 'Pde4d', 'Pacsin1', 'N4bp2l2', 'Pde1a', 'Syt16',
'Mapk10', 'Cdh18', 'Xist', 'Astn2', 'Cit', 'Sgip1', 'Ndst3', 'Ogt',
'Mir124a-1hg', 'Grik1', 'Nrgn', 'Galnt18', 'Vsnl1', 'Ntrk3',
'Ldb2', 'Cux2', 'Atp2b2', 'Lingo1', 'Dcc', 'Fgfr2', 'Lsamp',
'Pknox2', 'Cacna1a', 'Gria3', 'Gabrb3', 'Dgki', 'Cobl', 'Ksr2',
'Cpeb3', 'Sox5', 'Camk2n1', 'Dlg1', 'Pcdh15', 'Myt1l', 'Psd3',
'Rnf169', 'Adgrl2', 'Hdac8', 'Ptprg', 'Rbfox3', 'Xylt1', 'Plppr4',
'Rasgrf1', 'Samd12', 'Ptprn2', 'Satb2', 'Aak1', 'Cacng3', 'Dnm1',
'Shank2', 'Asic2', 'Nav2', 'Sv2b', 'Ntm', 'Csmd3', 'Slc4a10',
'Eif4g3', 'Gramd1b', 'Camk2a', 'Kcnip4', 'Grin1', 'Rimbp2', 'Rarb',
'Il1rapl1', 'D430041D05Rik', 'Sgcd', 'Chd5', 'Wnk2', 'Gria1',
'Kalrn', 'Ddx17', 'Arhgap32', 'Gpr158', 'Sorbs2', 'Slc8a1',
'Pex5l', 'D130009I18Rik', 'Mgat4c', 'Id2', 'B3galt1', 'Ftx',
'Cntnap5a', 'Tmem132b', 'Csrnp3', 'Copg2', 'Mdh1', 'Etl4',
'Lrrtm4', 'Astn1', 'Pdzrn3', 'Klf12', 'Cmss1', 'Galntl6', 'Srpk2',
'Malat1', 'Scn2a', 'Tenm3', 'Dscam', 'Scn1a', 'Nyap2', 'Tmem132d',
'Srsf11', 'Prkcb', 'Fam189a1', '1600010M07Rik', 'Adgra1'],
dtype=object),
'Vsx1(+)': array(['Osr1', 'Zic4', 'Foxd2', 'Igfbp5', 'Col1a1', 'Tfap2a', 'Fn1',
'Bmp5', 'Pdzk1ip1', 'Gm5860', 'Nfatc4', 'Thsd4', 'Bmp7', 'Slc9a2',
'Krt80', 'Dapl1', 'Foxp2', 'Bgn', 'Slc26a7', 'Slc26a2', 'Col6a2',
'Tbx15', 'Lypd2', 'Foxc1'], dtype=object)}
[32]:
adata.uns['receptors']
[32]:
{'Atf2': array(['Scn2a', 'Scn1a', 'Dscam', 'Cacna1b', 'Lrrtm4', 'Cacna1c', 'Ntm',
'Atp1a3', 'Il31ra', 'Nrsn1', 'Il1rapl1', 'Scn2b', 'Opcml', 'Sv2b',
'Stx1a', 'Adam23'], dtype=object),
'Atf4': array(['Gp1bb', 'Thy1', 'Nptn', 'Rtn4', 'Nptxr', 'Sv2b', 'Stx1a', 'App',
'Lingo1'], dtype=object),
'Bcl11a': array(['Gp1bb', 'Sirpa', 'Scn2a', 'Tyro3', 'Dscam', 'Scn1b', 'Il1rapl1',
'Lrp11', 'Opcml', 'Sv2b', 'Stx1a', 'Tmem59l'], dtype=object),
'Bcl6': array(['Ptprt', 'F3', 'Mertk'], dtype=object),
'Bnc2': array(['Mrc2', 'Thbd', 'Tgfbr3', 'Asgr1', 'Anxa2', 'Cd36', 'Slc6a12'],
dtype=object),
'Cebpb': array(['Neurod2', 'C1ql2', 'Olfm1', 'Ppp3ca', 'Hpca', 'Rfx3', 'Snca',
'Wasf1', 'Sema5a', 'Prox1', 'Calm2', 'Ppfia2', 'Bex2', 'Camk2b',
'Pter', 'C1ql3', '2010300C02Rik', 'Dsp', 'Ppp1r1a', 'Nrgn',
'Cpne6', 'Chn1', 'Dgkh', 'Dynll1', 'Rps7', 'Cebpb', 'Tmsb4x',
'Ncdn'], dtype=object),
'Cebpd': array(['Grin2a', 'Adcy1', 'Crlf1'], dtype=object),
'Dbp': array(['Gp1bb', 'Camk2a', 'Scn1b', 'Nptxr', 'Sv2b', 'Stx1a', 'Lingo1',
'Nrxn1'], dtype=object),
'Dlx1': array([], dtype=float64),
'Ebf1': array(['Flt1', 'Cldn5'], dtype=object),
'Egr1': array(['Gp1bb', 'Rtn4r', 'Ephb6', 'Scn1b', 'Pcdhga1', 'Lrp11', 'Chrm3',
'Cckbr', 'Igsf9b'], dtype=object),
'Egr3': array(['Gp1bb', 'Sirpa', 'Rtn4r', 'Tspan5', 'Kcnj4', 'Sort1', 'Pde1a',
'Scn1b', 'Atp6ap2', 'Sv2b', 'Stx1a', 'Tmem59l', 'Cckbr', 'Nectin3',
'Adcy1'], dtype=object),
'Egr4': array(['Gp1bb', 'Lingo1', 'Sv2b', 'Nptxr'], dtype=object),
'Elk1': array(['Gp1bb', 'Plxna4', 'Camk2a', 'Lrfn5', 'Grin2a', 'Nptxr', 'Crlf1',
'Epha7', 'Lingo1'], dtype=object),
'En1': array(['Il13ra1', 'F2r'], dtype=object),
'Ets2': array(['Gp1bb', 'Camk2a'], dtype=object),
'Etv1': array(['Epha5', 'Tspan13', 'Pde1a', 'Grin2b', 'Atp1a3', 'Ntm', 'Sv2b',
'Lingo1', 'Ptprs', 'Ptprd', 'Cntn1', 'Sirpa', 'Scn2a', 'Adora1',
'Scn1b', 'Chl1', 'Rtn4', 'Ntng1', 'Nrcam', 'Rxfp1', 'Hrh3', 'Nptn',
'Gnas', 'Sorl1', 'Sv2a', 'Gpr161', 'Scn8a', 'Stx1a', 'Atp6ap2',
'Grm5', 'Sort1', 'Grin2a', 'Cnr1', 'Thy1', 'Nlgn1', 'Cadm1',
'Npr3', 'Scn2b', 'Opcml', 'App', 'Aplp1'], dtype=object),
'Etv5': array(['Epha5', 'Camk2a', 'Tspan5', 'Pde1a', 'Grin2b', 'Atp1a3', 'Ntm',
'Sv2b', 'Lingo1', 'Nrxn1', 'Ptprs', 'Ptprd', 'Gp1bb', 'Sirpa',
'Scn2a', 'Cntn1', 'Kcnj4', 'Scn1b', 'Rtn4', 'Nrcam', 'Nptn',
'Sorl1', 'Htr1f', 'Scn8a', 'Chrm3', 'Stx1a', 'Atp6ap2', 'Nrxn3',
'Grm5', 'Grin2a', 'Thy1', 'Cd47', 'Nlgn1', 'Nrxn2', 'Opcml', 'App',
'Cadm2', 'Tmem59l'], dtype=object),
'Foxa1': array(['Gucy2c'], dtype=object),
'Foxa2': array(['Ret', 'Ntsr1', 'Gucy2c'], dtype=object),
'Foxc2': array(['Mrc2', 'Gpr182', 'Thbd', 'Stab1', 'Notch2', 'Adam12', 'Cd248',
'Lsr', 'Cdh1', 'Anxa2', 'Asgr1', 'Mpzl2', 'Gjb2'], dtype=object),
'Foxd2': array(['Mrc2', 'Cdh1', 'Thbd', 'Anxa2'], dtype=object),
'Gata3': array([], dtype=float64),
'Glis3': array(['Fgfr2', 'Lrrtm4', 'F3', 'Ntsr2', 'Mertk', 'Ntm', 'Il1rapl1',
'Fgfr3', 'Trpc6'], dtype=object),
'Hivep2': array(['Camk2a', 'Fgfr2', 'Ntm', 'Il31ra', 'Atp1a3', 'Epha10', 'Oprm1',
'Lingo1', 'Sdk2', 'Adcy1', 'Gp1bb', 'Sirpa', 'Scn2a', 'Scn1a',
'Scn1b', 'Ntrk3', 'Ptprg', 'Il1rapl1', 'Cd44', 'Rxfp1', 'Tyro3',
'Sorl1', 'Cacna1b', 'Lrp11', 'Stx1a', 'Atp6ap2', 'Igsf9b', 'Rtn4r',
'Lrrtm4', 'Nptxr', 'Nrxn2', 'Opcml', 'Dscam', 'Tmem59l'],
dtype=object),
'Jun': array(['Camk2a', 'Igsf5', 'Grin2a', 'Nptxr', 'Orai2', 'Cacna1e', 'Gpc4',
'Adcy1'], dtype=object),
'Junb': array(['Camk2a', 'Gp1bb', 'Sirpa', 'Epha4', 'Tspan13', 'Grm5', 'Grin2a',
'Pde1a', 'Grin2b', 'Atp6ap2', 'Nptxr', 'Nrxn2', 'Cacna1e', 'Sv2b',
'Stx1a', 'Nptn', 'Ptprs', 'Adcy1'], dtype=object),
'Kdm5a': array(['Cntn5', 'Lrrtm4'], dtype=object),
'Klf12': array(['Scn1a', 'Opcml', 'Il31ra', 'Il1rapl1'], dtype=object),
'Klf9': array(['Fgfr2', 'Ntm', 'Il31ra', 'Ptprd'], dtype=object),
'Lef1': array(['Ntng1', 'Vipr2', 'Cldn5', 'Il31ra'], dtype=object),
'Lmx1b': array(['Chrnb3', 'Ntsr1'], dtype=object),
'Maf': array(['Mrc2', 'Thbd', 'Stab1', 'Tgfbr3', 'Anxa2', 'Mpzl2', 'Gjb2',
'Gjb6', 'Slc6a12'], dtype=object),
'Mbnl2': array(['Camk2a', 'Sorcs1', 'Fgfr2', 'Pde1a', 'Ntm', 'Sv2b', 'Ptprs',
'Adcy1', 'Scn2a', 'Scn1a', 'Cacna1c', 'Ntrk3', 'Ptprg', 'Il1rapl1',
'Adam23', 'Cd44', 'Cacna1b', 'Cacna1d', 'Lrrtm4', 'Nptxr', 'Opcml',
'Dscam', 'Aplp1'], dtype=object),
'Mef2d': array(['Camk2a', 'Tspan5', 'Tspan13', 'Pde1a', 'Grin2b', 'Ildr2', 'Sv2b',
'Lingo1', 'Nrxn1', 'Ptprs', 'Adcy1', 'Ptprd', 'Acvr1b', 'Sirpa',
'Scn2a', 'Epha4', 'Lrfn5', 'Gp1bb', 'Cntn1', 'Scn1b', 'Chl1',
'Rtn4', 'Nrcam', 'Epha7', 'Nptn', 'Gnas', 'Tyro3', 'Igsf5',
'Sorl1', 'Pcdhga1', 'Negr1', 'Scn8a', 'Stx1a', 'Nlgn2', 'Atp6ap2',
'Nrxn3', 'Grm5', 'Rtn4r', 'Grin2a', 'Sort1', 'Grm7', 'Thy1',
'Lrrtm4', 'Nlgn1', 'Nptxr', 'Ramp1', 'Nrxn2', 'Opcml', 'Cacna1e',
'App', 'Cadm2', 'Tmem59l'], dtype=object),
'Msx1': array(['Thbd', 'Ntsr2', 'P2ry6', 'Tgfbr3', 'Cdh1', 'Mrc1', 'Anxa2',
'Asgr1', 'Fcgrt', 'Gjb2', 'Gjb6'], dtype=object),
'Mtf1': array([], dtype=float64),
'Nfatc4': array(['Thbd', 'Lsr'], dtype=object),
'Nfe2l2': array(['Mpzl2'], dtype=object),
'Nfib': array(['Gp1bb', 'Igsf5', 'Lrrtm4', 'Adcy9', 'Ntm', 'Nptxr', 'Il1rapl1',
'Lrp11', 'Orai2', 'Sv2b', 'Opcml'], dtype=object),
'Nfyb': array(['Camk2a', 'Gp1bb', 'Grm5', 'Epha4', 'Tspan13', 'Thy1', 'Pde1a',
'Grin2b', 'Nptn', 'Rtn4', 'Nptxr', 'Cacna1e', 'Sv2b', 'Stx1a',
'App', 'Lingo1', 'Ptprs'], dtype=object),
'Nkx6-1': array(['Sell', 'Cd248', 'Cd79b', 'Gjb2'], dtype=object),
'Nkx6-2': array(['Il1rap', 'Rpsa', 'Aplp1', 'Adipor2'], dtype=object),
'Nr2f1': array(['Gp1bb', 'Sirpa', 'Rtn4r', 'Lrpap1', 'Scn1b', 'Pcdhga1', 'Sv2b',
'Tmem59l', 'Adcy1'], dtype=object),
'Nr2f2': array(['Gpr39'], dtype=object),
'Nr3c1': array([], dtype=float64),
'Ovol2': array(['Camk2a'], dtype=object),
'Pbx1': array(['Dscam', 'Lrrtm4', 'Pde1a', 'Mertk', 'Ntm', 'Il31ra', 'Ptprg',
'Il1rapl1', 'Ret', 'Opcml', 'Sv2b', 'Igsf8', 'Cd44'], dtype=object),
'Pbx3': array(['Sv2c', 'Chrnb3', 'Ret', 'Chrna4'], dtype=object),
'Pknox2': array(['Camk2a', 'Gp1bb', 'Scn2a', 'Tspan5', 'Dscam', 'Cacna1b', 'Lrrtm4',
'Ntm', 'Nptxr', 'Il1rapl1', 'Opcml', 'Sv2b', 'Dcc', 'Stx1a',
'Lingo1', 'Igsf9b'], dtype=object),
'Pou3f2': array([], dtype=float64),
'Prox1': array(['Plxna4', 'Gpc4', 'Cldn11', 'Adcy1', 'Cacna1c', 'Mag', 'Lin7c',
'Il1r1', 'Epha7', 'Pde1b', 'Ncam2', 'Igsf5', 'Il1rap', 'Orai2',
'Thsd7a', 'Trpc6', 'Itga8', 'Crlf1', 'Npy2r'], dtype=object),
'Prrx2': array(['Anxa2', 'Tnfrsf11b', 'Gjb2'], dtype=object),
'Satb2': array(['Camk2a', 'Tspan5', 'Pde1a', 'Il31ra', 'Sv2b', 'Lingo1', 'Cckbr',
'Acvr1b', 'Gp1bb', 'Sirpa', 'Scn2a', 'Scn1a', 'Kcnj4', 'Scn1b',
'Il1rapl1', 'Tyro3', 'Cacna1b', 'Crhr1', 'Stx1a', 'Rtn4r', 'Sort1',
'Lrrtm4', 'Nptxr', 'Dscam', 'Plxnd1'], dtype=object),
'Sox10': array(['Lamp1', 'Itgad', 'Jam3', 'Mag', 'Mog', 'Cldn11', 'Aplp1',
'Adipor2'], dtype=object),
'Sox9': array(['Cd81', 'Ntrk2', 'Ezr', 'S1pr1', 'Plxnb1', 'F3', 'Mertk', 'Ntsr2',
'Ntm', 'Gpr37l1', 'Ptprz1', 'Cadm1', 'Sdc4', 'Fxyd1', 'Gjb6',
'Cd63'], dtype=object),
'Srebf1': array(['Cd81', 'Lamp1', 'S1pr1', 'Adgrg1', 'F3', 'Mertk', 'Mag',
'Gpr37l1', 'Ntsr2', 'Cd38', 'Mog', 'Sdc4', 'Ptprz1', 'Gjb6',
'Fgfr3', 'Cldn11'], dtype=object),
'Tbx18': array(['Thbd', 'Stab1', 'Tnfrsf11b', 'Cd74', 'Cd248', 'Tgfbr3', 'Cdh1',
'Anxa2', 'Acvrl1', 'Gjb2', 'Gjb6', 'Slc6a12', 'Vcam1'],
dtype=object),
'Tcf4': array(['Camk2a', 'Plxna4', 'Epha5', 'Tspan5', 'Ptprj', 'Il31ra', 'Plxna2',
'Dcc', 'Lingo1', 'Ptprd', 'Sirpa', 'Ntrk2', 'Scn2a', 'Epha4',
'Lrfn5', 'Robo2', 'Alcam', 'Cdh10', 'Cacna1c', 'Scn1b', 'Cntnap2',
'Unc5d', 'Rtn4', 'Nrcam', 'Cntn5', 'Epha7', 'Ncam2', 'Kcnd2',
'Cacna1b', 'Trhde', 'Ptprz1', 'Pcdhga1', 'Ptprt', 'Negr1', 'Stx1a',
'Grm5', 'Sort1', 'Grin2a', 'Thy1', 'Grm7', 'Cd47', 'Cadm1',
'Nrxn2', 'Lrrc4c', 'Cacna1e', 'App', 'Epha6', 'Kcnh1', 'Fgfr2',
'Tspan13', 'Pde1a', 'Grin2b', 'Ntm', 'Adcy2', 'Sv2b', 'Ptprs',
'Adcy1', 'Cntn1', 'Gp1bb', 'Kcnj4', 'Chl1', 'Cdh11', 'Ntrk3',
'Ptprg', 'Il1rapl1', 'Nptn', 'Sorl1', 'Ezr', 'Cacna1d', 'Ncam1',
'Scn8a', 'Chrm3', 'Nrxn3', 'Cnr1', 'Lrrtm4', 'Erbb4', 'Nlgn1',
'Htr4', 'Mertk', 'Nptxr', 'Opcml', 'Dscam', 'Scn3a'], dtype=object),
'Tcf7l2': array(['Fgfr2', 'Ptprz1', 'Mag', 'Gpr37l1', 'Il31ra', 'Ptprm', 'Mog',
'Cd44', 'Cd9', 'Cldn11', 'Gpr37'], dtype=object),
'Thra': array(['Gp1bb', 'Pcdhga1', 'Ramp1'], dtype=object),
'Thrb': array(['Gp1bb', 'Opcml'], dtype=object),
'Vsx1': array(['Mrc2', 'Thbd', 'Adam12', 'Cd55', 'Cdh1', 'Anxa2', 'Mpzl2', 'Gjb2',
'Tgfbr3'], dtype=object)}
[22]:
adata.obsm['auc_mtx']
[22]:
| Atf2(+) | Atf4(+) | Bcl11a(+) | Bcl6(+) | Bnc2(+) | Cebpb(+) | Cebpd(+) | Dbp(+) | Dlx1(+) | Ebf1(+) | ... | Satb2(+) | Sox10(+) | Sox9(+) | Srebf1(+) | Tbx18(+) | Tcf4(+) | Tcf7l2(+) | Thra(+) | Thrb(+) | Vsx1(+) | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Cell | |||||||||||||||||||||
| Cell_1 | 0.156431 | 0.111644 | 0.098457 | 0.000000 | 0.033453 | 0.085540 | 0.000000 | 0.170651 | 0.122474 | 0.000000 | ... | 0.099124 | 0.030581 | 0.043982 | 0.108448 | 0.000000 | 0.282513 | 0.121834 | 0.123972 | 0.103947 | 0.0 |
| Cell_1000 | 0.212292 | 0.218080 | 0.164389 | 0.053236 | 0.056976 | 0.215377 | 0.060005 | 0.180853 | 0.053370 | 0.000000 | ... | 0.124200 | 0.023578 | 0.023990 | 0.059154 | 0.000000 | 0.368584 | 0.047002 | 0.218843 | 0.112490 | 0.0 |
| Cell_10000 | 0.111001 | 0.060451 | 0.075737 | 0.000000 | 0.032233 | 0.107542 | 0.000000 | 0.134629 | 0.040831 | 0.000000 | ... | 0.079151 | 0.021887 | 0.069703 | 0.349720 | 0.000000 | 0.320939 | 0.076905 | 0.085574 | 0.074182 | 0.0 |
| Cell_10001 | 0.081370 | 0.148219 | 0.101323 | 0.086841 | 0.028692 | 0.177124 | 0.000000 | 0.187842 | 0.034786 | 0.000000 | ... | 0.062423 | 0.040046 | 0.135491 | 0.336981 | 0.000000 | 0.172192 | 0.035783 | 0.144633 | 0.052906 | 0.0 |
| Cell_10002 | 0.139363 | 0.371802 | 0.186718 | 0.074740 | 0.000000 | 0.286048 | 0.000000 | 0.324644 | 0.075673 | 0.075543 | ... | 0.104446 | 0.040820 | 0.137917 | 0.359795 | 0.000000 | 0.311838 | 0.066502 | 0.279441 | 0.090039 | 0.0 |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| Cell_9994 | 0.081529 | 0.192922 | 0.121566 | 0.000000 | 0.011434 | 0.107356 | 0.000000 | 0.079788 | 0.091360 | 0.000000 | ... | 0.072796 | 0.048270 | 0.059478 | 0.116394 | 0.000000 | 0.124870 | 0.011098 | 0.116962 | 0.060993 | 0.0 |
| Cell_9996 | 0.253249 | 0.273179 | 0.174062 | 0.058310 | 0.078524 | 0.259639 | 0.000000 | 0.178899 | 0.204684 | 0.163190 | ... | 0.140081 | 0.041906 | 0.123377 | 0.315487 | 0.000000 | 0.347189 | 0.114236 | 0.220211 | 0.146768 | 0.0 |
| Cell_9997 | 0.190197 | 0.204892 | 0.185552 | 0.089932 | 0.016441 | 0.182882 | 0.052197 | 0.216455 | 0.096070 | 0.000000 | ... | 0.139947 | 0.031018 | 0.139405 | 0.583368 | 0.000000 | 0.314701 | 0.095673 | 0.242292 | 0.116345 | 0.0 |
| Cell_9998 | 0.240043 | 0.216039 | 0.157211 | 0.226659 | 0.027269 | 0.211629 | 0.000000 | 0.173408 | 0.153566 | 0.083944 | ... | 0.146612 | 0.053716 | 0.107629 | 0.365332 | 0.000000 | 0.579174 | 0.114361 | 0.212512 | 0.162407 | 0.0 |
| Cell_9999 | 0.143029 | 0.303464 | 0.129246 | 0.171726 | 0.023894 | 0.087445 | 0.000000 | 0.420941 | 0.067038 | 0.000000 | ... | 0.073910 | 0.077494 | 0.173375 | 0.530861 | 0.018987 | 0.336947 | 0.084933 | 0.217689 | 0.068903 | 0.0 |
50140 rows × 63 columns
Part III. Visualization of the network¶
[25]:
import spagrn.plot as prn
Regulon 2D spatially distribution plot¶
plot_2d plots the spatial distribution of the regulon activity level, with each point representing a spatial location and the color indicating the ISR value of the corresponding regulon.
[29]:
%matplotlib inline
prn.plot_2d(adata, adata.obsm['auc_mtx'], pos_label='spatial', reg_name='Pbx3', fn='Pbx3.png')
Heatmaps¶
auc_heatmap visualize the activity levels of regulons across cells, allowing for easy comparison and identification of trends or patterns. By clustering the cells based on regulon activities, one can see whether there are groups of cells that tend to have the same regulons active, and reveal the network states that are recurrent across multiple cells. #### 1. regular heatmap
[ ]:
prn.auc_heatmap(data,
auc_mtx,
cluster_label='annotation',
topn=10,
subset=False,
save=True,
fn=f'{out_dir}/{method}_clusters_heatmap_top10.png',
legend_fn=f"{out_dir}/{method}_rss_celltype_legend_top10.png")