1 Single cell expression data

Source:
High-throughput single-cell functional elucidation of neurodevelopmental disease-associated genes reveals convergent mechanisms altering neuronal differentiation, GEO accession: GSE142078.

Perturbations:
CRISPR knock-down of 14 autism spectrum disorder (ASD)–associated genes (3 gRNAs per gene) + 5 non-targeting gRNAs.

Cells:
Lund human mesencephalic (LUHMES) neural progenitor cell line.
Cells from 3 batches were merged together into 1 analysis. All cells have only a single type of gRNA readout. Quality control resulted in 8708 cells.

Genes:
Top 6000 genes ranked by the multinomial deviance statistics were kept.

Normalization:
Deviance residual transformation.
Batch effect, unique UMI count, library size, and mitochondria percentage were all corrected for. The corrected and scaled expression data were used as input for subsequent factor analysis.

Here, our "guide", \(G\) matrix, consists of 15 types (14 genes + NTC) of gene-level knock-down conditions across cells.

In each case, Gibbs sampling was conducted for 3000 iterations, and the posterior mean estimates were averaged over the last 1000 iterations. SVD Initialization.

1.1 Monocle Pseudotime Trajectory

We attempted to reproduce the pseudotime trajectory of cells as reported in the original paper.

1.2 Marker Gene Expression in Pseudotime

Neuronal markers (MAP2 and DCX) increase along the pseudotime trajectory, whereas progenitor markers (TP53 and CDK4) decrease, consistent with Fig 3B of original paper.

Neuron progenitor (NPC): TP53, CDK4, NEUROD1, NES?
Post-mitotic neuron: MAP2, DCX, STMN2

Glutamatergic neuron (excitatory): SLC17A6
Cortical neuron: BRN2 (POU3F2)
Developing striatal neurons: EBF1
Subtypes of inhibitory neurons: SST
Subtypes of extitatory neurons: NEFM

We separate the cells into 2 groups:

Early stage: 2523 cells in pseudotime state 1 - 3;
Late stage: 6185 cells in pseudotime satte 4 - 9.

We modified GSFA so that the associations (\(\beta\)) between factors and perturbations are estimated for early and late stage cells separately.

2 Factor ~ Perturbation Association

2.1 Early stage cells

2.2 Late stage cells

2.3 Correlation within Factors

2.3.1 Correlation with factors inferred using all cells

3 Factor Interpretation

3.1 Factor by gene loading

Cell differentiation markers and neuronal cell type markers:

protein_name gene_name type
TP53 TP53 Cell proliferation
CDK4 CDK4 Cell proliferation
Nestin NES NPC
Doublecortin DCX Post-mitotic neuron
STMN2 STMN2 Post-mitotic neuron
MAP2 MAP2 Post-mitotic neuron
DPYSL3 DPYSL3 Mature neuron
HSPA5 HSPA5 Mature neuron
MAP1B MAP1B Mature neuron
CRMP1 CRMP1 Mature neuron
CRABP2 CRABP2 Mature neuron
MAPT MAPT Mature neuron
NEFL NEFL Mature neuron
MEF2C MEF2C Mature neuron
ZEB2 ZEB2 Mature neuron
ITM2C ITM2C Negative regulation of neuron projection
CNTN2 CNTN2 Negative regulation of neuron projection
SERPINF1 SERPINF1 Negative regulation of neuron projection
Neurofilament-M NEFM Excitatory neuron
VGLUT2 SLC17A6 Excitatory neuron
Somatostatin SST Inhibitory neuron
EBF1 EBF1 Developing striatal neuron

3.2 Selected factor GO enrichment

4 DEG Interpretation

4.1 Number of DEGs detected under different methods

4.1.1 Early stage cells

Number of genes that passed GSFA LFSR < 0.05 under each perturbation:

4.1.2 Late stage cells

Number of genes that passed GSFA LFSR < 0.05 under each perturbation:

4.2 Perturbation effect on gene markers

Cell differentiation markers and neuronal cell type markers:

protein_name gene_name type
TP53 TP53 Cell proliferation
CDK4 CDK4 Cell proliferation
Nestin NES NPC
Doublecortin DCX Post-mitotic neuron
STMN2 STMN2 Post-mitotic neuron
MAP2 MAP2 Post-mitotic neuron
DPYSL3 DPYSL3 Mature neuron
HSPA5 HSPA5 Mature neuron
MAP1B MAP1B Mature neuron
CRMP1 CRMP1 Mature neuron
CRABP2 CRABP2 Mature neuron
MAPT MAPT Mature neuron
NEFL NEFL Mature neuron
MEF2C MEF2C Mature neuron
ZEB2 ZEB2 Mature neuron
ITM2C ITM2C Negative regulation of neuron projection
CNTN2 CNTN2 Negative regulation of neuron projection
SERPINF1 SERPINF1 Negative regulation of neuron projection
Neurofilament-M NEFM Excitatory neuron
VGLUT2 SLC17A6 Excitatory neuron
Somatostatin SST Inhibitory neuron
EBF1 EBF1 Developing striatal neuron

4.2.1 Early stage cells

4.2.2 Late stage cells

4.3 DEG GO enrichment

4.3.1 Early stage cells

4.3.2 Late stage cells

5 Gene Set Enrichment Analysis by Factor

Target genes: Genes w/ non-zero loadings in each factor (PIP cutoff at 0.95);
Backgroud genes: all 6000 genes used in factor analysis;
Statistical test: hypergeometric test (over-representation test);
Only GO terms/pathways that satisfy fold change \(\geq\) 2 and test FDR \(<\) 0.05 are shown below.

5.1 GO Slim Over-Representation Analysis

Gene sets: Gene ontology "Biological Process" (non-redundant).

Factor 1 : 7 significant GO terms
GeneSet description enrichRatio pValue FDR GeneRatio geneSymbols
GO:0006414 translational elongation 4.53 3.25e-09 2.39e-06 21/109 MRPL37; MRPL9; MRPS9; MRPL44; MRPS22; MRPL47; MRPS30; MRPL22; MRPS18B; MRPS10; EEF1A1; MRPL50; MRPS2; MRPS35; MRPL42; MRPS34; ERAL1; MRPL10; EIF4A3; GADD45GIP1; MRPL39
GO:0140053 mitochondrial gene expression 4.06 5.70e-08 2.09e-05 20/116 MRPL37; MRPL9; MRPS9; MRPL44; MRPS22; MRPL47; MRPS30; MRPL22; MRPS18B; MRPS10; TBRG4; MRPL50; MRPS2; MRPS35; MRPL42; MRPS34; ERAL1; MRPL10; GADD45GIP1; MRPL39
GO:0016072 rRNA metabolic process 3.03 2.40e-06 5.88e-04 22/171 RPF1; WDR43; MRPS9; NIFK; RPSA; RRP9; ABT1; BYSL; RPL7L1; DDX56; DCAF13; WDR74; GTPBP4; NGDN; RPS27L; RPS2; RSL1D1; NOB1; EIF4A3; GLTSCR2; RRP1B; RRP1
GO:0032984 protein-containing complex disassembly 2.57 2.36e-05 2.89e-03 23/211 PEX14; STMN1; MRPL37; MRPL9; MRPS9; MRPL44; MRPS22; MRPL47; MRPS30; MRPL22; MRPS18B; MRPS10; STMN4; STMN2; MRPL50; MRPS2; MRPS35; MRPL42; MRPS34; ERAL1; MRPL10; GADD45GIP1; MRPL39
GO:0034470 ncRNA processing 2.53 1.92e-05 2.82e-03 24/223 RPF1; WDR43; MRPS9; MRPL44; RPSA; RRP9; ABT1; BYSL; RPL7L1; DDX56; DCAF13; WDR74; GTPBP4; NGDN; RPS27L; RPS2; RSL1D1; NOB1; EIF4A3; TP53RK; GLTSCR2; TRMU; RRP1B; RRP1
GO:0006091 generation of precursor metabolites and energy 2.37 3.94e-05 4.13e-03 25/248 SDHB; HMGCL; NDUFS2; NDUFB5; ADH5; SDHA; PRELID1; NDUFA4; TBRG4; PMPCB; COX6C; CYC1; SDHD; GLRX3; NDUFA9; ATP5B; TRAP1; COQ9; NCOR1; IDH3B; SIRT6; UQCRFS1; GLTSCR2; MT-CO3; MT-ND4
GO:0022613 ribonucleoprotein complex biogenesis 2.28 6.65e-06 1.22e-03 32/330 EIF3I; RPF1; WDR43; MRPS9; RPSA; RRP9; BRIX1; MRPL22; ABT1; BYSL; RPL7L1; DDX56; DCAF13; EIF3E; MRPS2; WDR74; GTPBP4; PRMT5; NGDN; RPS27L; RPS2; RSL1D1; NOB1; RPL23A; ERAL1; MRPL10; EIF4A3; GLTSCR2; EIF3D; RRP1B; RRP1

Factor 2 : 28 significant GO terms
GeneSet description enrichRatio pValue FDR GeneRatio geneSymbols
GO:0070972 protein localization to endoplasmic reticulum 9.33 0.00e+00 0.00e+00 84/119 RPL22; RPL11; RPS8; RPL5; RPS27; SRP9; RPS7; RTN4; RPS27A; RPL31; RPL37A; RPL32; RPL15; RPSA; RPL14; RPL29; RPL24; RPL35A; RPL9; RPL34; RPS3A; RPL37; RPS23; RPS14; RPS18; RPS10; RPL10A; RPS12; RPS4X; RPL36A; RPL39; BCAP31; RPL10; RPS20; RPL7; RPL30; GPAA1; RPL8; RPS6; RPL35; RPL12; RPL7A; RPLP2; RPL27A; RPS13; SPCS2; RPS3; RPS25; RPS24; RPL41; RPL6; RPLP0; RPL21; RPS29; SRP14; RPS27L; RPL4; RPLP1; RPS17; RPS2; RPS15A; RPL13; RPL26; RPL23A; RPL23; RPL19; RPL27; RPL38; VAPA; DDRGK1; RPS21; RPS15; RPL36; RPS28; RPL18A; UBA52; RPS16; RPS19; RPL18; RPL13A; RPS11; RPS9; RPL28; RPS5; RPL3
GO:0006413 translational initiation 6.90 0.00e+00 0.00e+00 82/157 RPL22; RPL11; RPS8; RPL5; RPS27; RPS7; RPS27A; RPL31; RPL37A; RPL32; RPL15; RPSA; RPL14; RPL29; RPL24; EIF4A2; RPL35A; RPL9; RPL34; RPS3A; RPL37; RPS23; RPS14; RPS18; RPS10; RPL10A; RPS12; RPS4X; RPL36A; RPL39; MCTS1; RPL10; RPS20; RPL7; RPL30; PABPC1; RPL8; RPS6; RPL35; RPL12; RPL7A; RPLP2; RPL27A; RPS13; PPP1CA; RPS3; RPS25; RPS24; RPL41; RPL6; RPLP0; RPL21; RPS29; RPS27L; RPL4; RPLP1; RPS17; RPS2; RPS15A; RPL13; EIF4A1; RPL26; RPL23A; RPL23; RPL19; EIF1; RPL27; RPL38; RPS21; RPS15; RPL36; RPS28; RPL18A; UBA52; RPS16; RPS19; RPL18; RPL13A; RPS11; RPS9; RPL28; RPS5; RPL3
GO:0090150 establishment of protein localization to membrane 5.70 0.00e+00 0.00e+00 88/204 RPL22; RPL11; RPS8; RPL5; RPS27; SRP9; RPS7; YWHAQ; RPS27A; RPL31; RPL37A; RPL32; RPL15; RPSA; RPL14; RPL29; RPL24; RPL35A; NSG1; RPL9; RPL34; RPS3A; RPL37; RPS23; RPS14; RPS18; RPS10; RPL10A; RPS12; RPS4X; RPL36A; RPL39; RPL10; GDI1; RPS20; SDCBP; RPL7; RPL30; RPL8; RPS6; RPL35; RPL12; RPL7A; RPLP2; RPL27A; RPS13; RPS3; RPS25; RPS24; RPL41; RPL6; RPLP0; RPL21; RPS29; CALM1; HSP90AA1; SRP14; RPS27L; RPL4; RPLP1; RPS17; RPS2; RPS15A; ARL6IP1; RPL13; YWHAE; RPL26; RPL23A; RPL23; RPL19; RPL27; RPL38; YWHAB; RPS21; RPS15; RPL36; RPS28; RPL18A; UBA52; RPS16; RPS19; RPL18; RPL13A; RPS11; RPS9; RPL28; RPS5; RPL3; WRB
GO:0002181 cytoplasmic translation 5.43 1.11e-15 1.36e-13 30/73 RPL11; RPL31; RPL32; RPL15; TMA7; RPL29; RPL24; RPL35A; RPL9; RPS23; RPL10A; RPL36A; RPL39; MCTS1; RPL30; RPL8; RPL41; RPL6; RPLP0; RPS29; RPLP1; RPL26; RPL19; RPL38; RPS21; RPL36; RPS28; RPL18A; RPL18; RPL13A
GO:0006401 RNA catabolic process 4.76 0.00e+00 0.00e+00 85/236 RPL22; RPL11; RPS8; RPL5; RPS27; RPS7; RPS27A; RPL31; SSB; RPL37A; RPL32; RPL15; RPSA; RPL14; RPL29; RPL24; RPL35A; RPL9; RPL34; RPS3A; RPL37; RPS23; RPS14; RPS18; RPS10; RPL10A; RPS12; RPS4X; RPL36A; RPL39; RPL10; RPS20; RPL7; RPL30; PABPC1; RPL8; RPS6; RPL35; RPL12; SET; RPL7A; RNH1; RPLP2; RPL27A; RPS13; RPS3; RPS25; HSPA8; RPS24; RPL41; RPL6; RPLP0; UBC; RPL21; RPS29; SLIRP; RPS27L; RPL4; RPLP1; RPS17; RPS2; RPS15A; RPL13; RPL26; RPL23A; RPL23; RPL19; RPL27; RPL38; EIF4A3; YWHAB; RPS21; RPS15; RPL36; RPS28; RPL18A; UBA52; RPS16; RPS19; RPL18; RPL13A; RPS11; RPS9; RPL28; RPS5; RPL3
GO:0006605 protein targeting 4.56 0.00e+00 0.00e+00 90/261 RPL22; RPL11; RPS8; RPL5; RPS27; SRP9; RPS7; RPS27A; RPL31; RPL37A; RPL32; RPL15; RPSA; RPL14; RPL29; RPL24; RAB7A; RPL35A; RPL9; RPL34; RPS3A; RPL37; RPS23; RPS14; RPS18; RPS10; RPL10A; RPS12; TOMM7; RPS4X; RPL36A; RPL39; RPL10; GDI1; RPS20; SDCBP; RPL7; RPL30; RPL8; RPS6; RPL35; RPL12; RPL7A; RPLP2; RPL27A; RPS13; SPCS2; RPS3; RPS25; HSPA8; RPS24; RPL41; RPL6; RPLP0; UBC; RPL21; RPS29; HSP90AA1; SRP14; RPS27L; RPL4; RPLP1; RPS17; RPS2; RPS15A; ARL6IP1; UQCRC2; RPL13; RPL26; RPL23A; RPL23; RPL19; RPL27; RPL38; YWHAB; RPS21; RPS15; RPL36; RPS28; RPL18A; UBA52; ECH1; RPS16; RPS19; RPL18; RPL13A; RPS11; RPS9; RPL28; RPS5; RPL3
GO:0002576 platelet degranulation 4.41 6.95e-06 5.10e-04 12/36 TAGLN2; SCCPDH; TUBA4A; MAGED2; APLP2; PSAP; CD63; CALM1; SCG3; ALDOA; LGALS3BP; SOD1
GO:0051187 cofactor catabolic process 4.41 1.53e-03 4.00e-02 6/18 ACOT7; PRDX1; BLVRA; PRDX4; PRDX5; PRDX2
GO:0006081 cellular aldehyde metabolic process 3.92 6.13e-04 2.25e-02 8/27 PARK7; TKT; TALDO1; AKR1C1; PGAM1; TPI1; ESD; IDH2
GO:0006090 pyruvate metabolic process 3.78 9.19e-06 5.62e-04 14/49 ENO1; PDHB; VDAC1; PDHA1; PGK1; LDHA; PGAM1; GAPDH; TPI1; LDHB; PKM; ALDOA; ENO3; BSG
GO:0001906 cell killing 3.78 8.03e-04 2.56e-02 8/28 PRDX1; TUBB; HSP90AB1; RPL30; TUBB4B; GAPDH; RPS19; PVRL2
GO:0070671 response to interleukin-12 3.65 1.04e-03 3.17e-02 8/29 CDC42; HNRNPA2B1; PPIA; TALDO1; CFL1; RPLP0; PSME2; SOD1
GO:0009566 fertilization 3.57 2.96e-04 1.14e-02 10/37 PARK7; H3F3A; CCT7; CCT5; VDAC2; CCT2; REC8; SLIRP; ALDOA; PVRL2
GO:0016999 antibiotic metabolic process 3.42 1.67e-05 9.44e-04 15/58 PARK7; PRDX1; MDH1; PDHB; MDH2; AKR1B1; PDHA1; PRDX4; PRDX5; AKR1C1; ALDH2; ESD; IDH2; PRDX2; SOD1
GO:0072524 pyridine-containing compound metabolic process 3.41 9.00e-06 5.62e-04 16/62 ENO1; MDH1; TKT; PDHB; MDH2; PDHA1; PGK1; TALDO1; LDHA; PGAM1; GAPDH; TPI1; PKM; IDH2; ALDOA; ENO3
GO:0048857 neural nucleus development 3.41 1.67e-03 4.11e-02 8/31 CDC42; ATP5F1; YWHAQ; ACTB; DYNLL1; CALM1; CKB; YWHAE
GO:0099132 ATP hydrolysis coupled cation transmembrane transport 3.31 2.08e-03 4.49e-02 8/32 ATP6V0B; ATP5F1; ATP5G3; ATP6AP1; ATP5C1; ATP5B; ATP6V0D1; ATP5A1
GO:0045861 negative regulation of proteolysis 3.02 5.89e-07 4.80e-05 24/105 PARK7; RPL11; TMEM59; RPL5; AGT; RPS7; SERPINI1; HSP90AB1; NGFRAP1; SDCBP; PRDX5; APLP2; GAPDH; PEBP1; MAP1A; ARL6IP1; HERPUD1; GABARAPL2; YWHAE; SERPINF1; RPL23; DDRGK1; CST3; CDKN2D
GO:0005996 monosaccharide metabolic process 2.74 6.50e-05 2.99e-03 18/87 ENO1; MDH1; TKT; PDHB; MDH2; AKR1B1; PDHA1; PGK1; TALDO1; PPP1CA; PGAM1; GAPDH; TPI1; PKM; ALDOA; ENO3; G6PC3; CYB5R3
GO:0016051 carbohydrate biosynthetic process 2.61 7.04e-04 2.35e-02 14/71 ENO1; MDH1; TKT; MDH2; AKR1B1; PGK1; TALDO1; PPP1CA; PGAM1; GAPDH; TPI1; ALDOA; ENO3; G6PC3
GO:0036230 granulocyte activation 2.49 1.70e-07 1.79e-05 36/191 DDOST; ILF2; ARPC5; PSMD6; RAB7A; TUBB; CSNK2B; HSP90AB1; DYNLT1; PSMB1; PPIA; PRDX4; ATP6AP2; SDCBP; GGH; TUBB4B; PSMD13; GSTP1; NDUFC2; HSPA8; PSAP; PGAM1; CD63; CCT2; DYNLL1; ACTR10; HSP90AA1; SRP14; PKM; ALDOA; PSMD7; RAB5C; VAPA; CST3; FTL; CYB5R3
GO:0002446 neutrophil mediated immunity 2.47 2.24e-07 2.05e-05 36/193 DDOST; ILF2; ARPC5; PSMD6; RAB7A; TUBB; CSNK2B; HSP90AB1; DYNLT1; PSMB1; PPIA; PRDX4; ATP6AP2; SDCBP; GGH; TUBB4B; PSMD13; GSTP1; NDUFC2; HSPA8; PSAP; PGAM1; CD63; CCT2; DYNLL1; ACTR10; HSP90AA1; SRP14; PKM; ALDOA; PSMD7; RAB5C; VAPA; CST3; FTL; CYB5R3
GO:0071897 DNA biosynthetic process 2.36 1.35e-03 3.71e-02 15/84 RPS27A; CCT7; CTNNB1; CCT5; HSP90AB1; HNRNPA2B1; PPIA; PTGES3; CCT2; UBC; HSP90AA1; TERF2IP; CDKN2D; UBA52; UFD1L
GO:0052547 regulation of peptidase activity 2.31 1.54e-04 6.28e-03 22/126 PARK7; AGT; ARL6IP5; SERPINI1; MTCH1; CYCS; NGFRAP1; BCAP31; PRDX5; RPS3; APLP2; GAPDH; PEBP1; PSME2; RPS27L; ARL6IP1; HERPUD1; YWHAE; SERPINF1; DDRGK1; CST3; CDKN2D
GO:0031098 stress-activated protein kinase signaling cascade 2.23 1.31e-03 3.71e-02 17/101 CDC42; PRDX1; GADD45A; AGT; RPS27A; ARL6IP5; SKP1; EZR; AKR1B1; SDCBP; DNAJA1; GSTP1; RPS3; UBC; HACD3; UBA52; PRMT1
GO:0019058 viral life cycle 2.22 7.02e-04 2.35e-02 19/113 CDC42; RPS27A; RAB1A; RPSA; RAB7A; HSP90AB1; DYNLT1; PPIA; PABPC1; CHMP5; TSG101; HSPA8; UBC; PPIB; HACD3; VAPA; UBA52; PVRL2; CHMP2A
GO:0016072 rRNA metabolic process 2.16 6.52e-05 2.99e-03 28/171 RPL11; RPS8; RPL5; RPS27; RPS7; RPSA; RPL14; RPL35A; H2AFY; RPS14; RPL10A; RPL7; RPS6; RPL35; RPL7A; RPS24; NPM3; RPS27L; RPS17; RPS2; RPL26; RPL27; EIF4A3; RPS21; RPS15; RPS28; RPS16; RPS19; RPS9
GO:0016053 organic acid biosynthetic process 2.02 1.77e-03 4.11e-02 20/131 ACOT7; PARK7; ENO1; PHGDH; MGST3; CDO1; ASNS; PGK1; PTGDS; LDHA; PGAM1; GAPDH; TPI1; PTGES3; HACD3; PKM; ALDOA; ENO3; TECR; XBP1

Factor 3 : 10 significant GO terms
GeneSet description enrichRatio pValue FDR GeneRatio geneSymbols
GO:0070972 protein localization to endoplasmic reticulum 39.50 0.00e+00 0.00e+00 66/119 RPL11; RPS8; RPL5; RPS27; RPS7; RPS27A; RPL31; RPL37A; RPL32; RPL15; RPL14; RPL29; RPL24; RPL35A; RPL9; RPL34; RPS3A; RPL37; RPS23; RPS14; RPS18; RPL10A; RPS12; RPS4X; RPL36A; RPL39; RPL10; RPS20; RPL7; RPL30; RPL8; RPS6; RPL35; RPL12; RPL7A; RPLP2; RPL27A; RPS13; RPS3; RPS25; RPS24; RPL41; RPL6; RPLP0; RPL21; RPS29; RPLP1; RPS17; RPS15A; RPL13; RPL26; RPL23A; RPL23; RPL19; RPS15; RPL36; RPS28; RPL18A; RPS16; RPS19; RPL18; RPL13A; RPS9; RPL28; RPS5; RPL3
GO:0006413 translational initiation 30.00 0.00e+00 0.00e+00 66/157 RPL11; RPS8; RPL5; RPS27; RPS7; RPS27A; RPL31; RPL37A; RPL32; RPL15; RPL14; RPL29; RPL24; RPL35A; RPL9; RPL34; RPS3A; RPL37; RPS23; RPS14; RPS18; RPL10A; RPS12; RPS4X; RPL36A; RPL39; RPL10; RPS20; RPL7; RPL30; RPL8; RPS6; RPL35; RPL12; RPL7A; RPLP2; RPL27A; RPS13; RPS3; RPS25; RPS24; RPL41; RPL6; RPLP0; RPL21; RPS29; RPLP1; RPS17; RPS15A; RPL13; RPL26; RPL23A; RPL23; RPL19; RPS15; RPL36; RPS28; RPL18A; RPS16; RPS19; RPL18; RPL13A; RPS9; RPL28; RPS5; RPL3
GO:0002181 cytoplasmic translation 25.40 0.00e+00 0.00e+00 26/73 RPL11; RPL31; RPL32; RPL15; RPL29; RPL24; RPL35A; RPL9; RPS23; RPL10A; RPL36A; RPL39; RPL30; RPL8; RPL41; RPL6; RPLP0; RPS29; RPLP1; RPL26; RPL19; RPL36; RPS28; RPL18A; RPL18; RPL13A
GO:0090150 establishment of protein localization to membrane 23.40 0.00e+00 0.00e+00 67/204 RPL11; RPS8; RPL5; RPS27; RPS7; RPS27A; RPL31; RPL37A; RPL32; RPL15; RPL14; RPL29; RPL24; RPL35A; RPL9; RPL34; RPS3A; RPL37; RPS23; RPS14; GNB2L1; RPS18; RPL10A; RPS12; RPS4X; RPL36A; RPL39; RPL10; RPS20; RPL7; RPL30; RPL8; RPS6; RPL35; RPL12; RPL7A; RPLP2; RPL27A; RPS13; RPS3; RPS25; RPS24; RPL41; RPL6; RPLP0; RPL21; RPS29; RPLP1; RPS17; RPS15A; RPL13; RPL26; RPL23A; RPL23; RPL19; RPS15; RPL36; RPS28; RPL18A; RPS16; RPS19; RPL18; RPL13A; RPS9; RPL28; RPS5; RPL3
GO:0006401 RNA catabolic process 19.90 0.00e+00 0.00e+00 66/236 RPL11; RPS8; RPL5; RPS27; RPS7; RPS27A; RPL31; RPL37A; RPL32; RPL15; RPL14; RPL29; RPL24; RPL35A; RPL9; RPL34; RPS3A; RPL37; RPS23; RPS14; RPS18; RPL10A; RPS12; RPS4X; RPL36A; RPL39; RPL10; RPS20; RPL7; RPL30; RPL8; RPS6; RPL35; RPL12; RPL7A; RPLP2; RPL27A; RPS13; RPS3; RPS25; RPS24; RPL41; RPL6; RPLP0; RPL21; RPS29; RPLP1; RPS17; RPS15A; RPL13; RPL26; RPL23A; RPL23; RPL19; RPS15; RPL36; RPS28; RPL18A; RPS16; RPS19; RPL18; RPL13A; RPS9; RPL28; RPS5; RPL3
GO:0006605 protein targeting 18.00 0.00e+00 0.00e+00 66/261 RPL11; RPS8; RPL5; RPS27; RPS7; RPS27A; RPL31; RPL37A; RPL32; RPL15; RPL14; RPL29; RPL24; RPL35A; RPL9; RPL34; RPS3A; RPL37; RPS23; RPS14; RPS18; RPL10A; RPS12; RPS4X; RPL36A; RPL39; RPL10; RPS20; RPL7; RPL30; RPL8; RPS6; RPL35; RPL12; RPL7A; RPLP2; RPL27A; RPS13; RPS3; RPS25; RPS24; RPL41; RPL6; RPLP0; RPL21; RPS29; RPLP1; RPS17; RPS15A; RPL13; RPL26; RPL23A; RPL23; RPL19; RPS15; RPL36; RPS28; RPL18A; RPS16; RPS19; RPL18; RPL13A; RPS9; RPL28; RPS5; RPL3
GO:0016072 rRNA metabolic process 8.75 4.33e-15 3.97e-13 21/171 RPL11; RPS8; RPL5; RPS27; RPS7; RPL14; RPL35A; RPS14; RPL10A; RPL7; RPS6; RPL35; RPL7A; RPS24; RPS17; RPL26; RPS15; RPS28; RPS16; RPS19; RPS9
GO:0034470 ncRNA processing 6.71 9.44e-13 7.70e-11 21/223 RPL11; RPS8; RPL5; RPS27; RPS7; RPL14; RPL35A; RPS14; RPL10A; RPL7; RPS6; RPL35; RPL7A; RPS24; RPS17; RPL26; RPS15; RPS28; RPS16; RPS19; RPS9
GO:0022613 ribonucleoprotein complex biogenesis 6.70 0.00e+00 0.00e+00 31/330 RPL11; RPS8; RPL5; RPS27; RPS7; RPL14; RPL24; RPL35A; RPS23; RPS14; RPL10A; RPL10; RPL7; RPS6; RPL35; RPL12; RPL7A; RPS24; RPL6; RPLP0; RPS17; RPL26; RPL23A; RPS15; RPS28; RPS16; RPS19; RPL13A; RPS9; RPS5; RPL3
GO:0071826 ribonucleoprotein complex subunit organization 6.55 3.13e-10 2.30e-08 17/185 RPL11; RPL5; RPS27; RPL24; RPS23; RPS14; RPL10; RPL12; RPL6; RPLP0; RPL23A; RPS15; RPS28; RPS19; RPL13A; RPS5; RPL3

Factor 4 : 40 significant GO terms
GeneSet description enrichRatio pValue FDR GeneRatio geneSymbols
GO:0010737 protein kinase A signaling 8.28 1.69e-04 6.08e-03 5/11 RAB13; AKAP12; EZR; GAL; AKAP6
GO:0007218 neuropeptide signaling pathway 7.29 1.43e-03 2.84e-02 4/10 PCSK1N; GAL; SSTR2; PTH2
GO:0010644 cell communication by electrical coupling 7.01 4.30e-04 1.26e-02 5/13 ATP1B1; FKBP1B; SRI; ANK3; CALM1
GO:0035637 multicellular organismal signaling 4.66 1.33e-05 8.13e-04 11/43 ATP1B1; AGT; FKBP1B; SCN3A; SCN9A; CHRNA1; SRI; AKAP9; ANK3; ATP2B1; CALM1
GO:0010959 regulation of metal ion transport 4.42 3.03e-10 2.23e-07 24/99 SEPN1; ATP1B1; AGT; FKBP1B; GNAI2; SNCA; CAMK2B; SRI; AKAP9; CHD7; GAL; FXYD6; ANK3; KCNIP2; CD63; JPH4; AKAP6; CALM1; B2M; VAMP2; NEDD4L; NKAIN4; HOMER3; FXYD7
GO:0032409 regulation of transporter activity 4.27 4.17e-08 1.02e-05 19/81 SEPN1; ATP1B1; FKBP1B; SNCA; MEF2C; ACTB; SRI; AKAP9; TMSB4X; GAL; FXYD6; ANK3; KCNIP2; JPH4; AKAP6; CALM1; VAMP2; NEDD4L; FXYD7
GO:0031644 regulation of neurological system process 4.25 9.50e-04 2.17e-02 7/30 AGT; NRXN1; AKAP9; CBLN1; EIF4A3; BAIAP2; CELF4
GO:0099565 chemical synaptic transmission, postsynaptic 4.16 4.78e-04 1.35e-02 8/35 NRXN1; CHRNA1; SNCA; MEF2C; CBLN1; EIF4A3; BAIAP2; CELF4
GO:0034765 regulation of ion transmembrane transport 3.74 1.13e-08 4.14e-06 24/117 SEPN1; ATP1B1; AGT; FKBP1B; SCN3A; SCN9A; SNCA; MEF2C; SRI; AKAP9; TMSB4X; CHD7; GAL; FXYD6; ANK3; KCNIP2; CD63; JPH4; AKAP6; CALM1; VAMP2; NEDD4L; CACNA1A; FXYD7
GO:0006813 potassium ion transport 3.49 8.55e-04 2.09e-02 9/47 ATP1B1; AKAP9; GAL; ANK3; KCNIP2; CD63; AKAP6; VAMP2; NEDD4L
GO:0003012 muscle system process 3.42 4.86e-07 7.81e-05 21/112 LMNA; ATP1B1; AGT; FKBP1B; CHRNA1; MYL1; IGFBP5; MEF2C; HDAC2; CAMK2B; SRI; CALD1; KCNIP2; MYL6; AKAP6; CALM1; ACTC1; SSTR2; MYL12A; NEDD4L; PDE9A
GO:0034764 positive regulation of transmembrane transport 3.31 2.01e-04 6.71e-03 12/66 ATP1B1; AGT; CAPN10; SNCA; SRI; AKAP9; TMSB4X; GAL; ANK3; KCNIP2; AKAP6; CALM1
GO:0042391 regulation of membrane potential 3.19 1.60e-06 1.67e-04 21/120 MLLT11; ATP1B1; FKBP1B; NRXN1; SCN3A; SCN9A; CHRNA1; SNCA; MEF2C; SRI; AKAP9; ANK3; KCNIP2; AKAP6; CBLN1; MAPT; EIF4A3; BAIAP2; CELF4; NEDD4L; CACNA1A
GO:0072507 divalent inorganic cation homeostasis 3.18 9.29e-06 6.20e-04 18/103 SEPN1; SV2A; ATP1B1; AGT; FKBP1B; SNCA; SRI; CHD7; GNG3; ANK3; ATP2B1; HSP90B1; JPH4; AKAP6; CALM1; CALR; CACNA1A; SMDT1
GO:0001764 neuron migration 3.18 5.33e-04 1.40e-02 11/63 DNER; IGSF10; GPM6A; MAP1B; MEF2C; TUBB2B; MDGA1; CAMK2B; AUTS2; DCX; NRG1
GO:0019932 second-messenger-mediated signaling 3.17 3.14e-05 1.77e-03 16/92 SEPN1; ATP1B1; AGT; FKBP1B; NEUROD1; GNAI2; SRI; NRG1; GAL; JPH4; AKAP6; CALM1; MAPT; HOMER3; APLP1; PDE9A
GO:0070972 protein localization to endoplasmic reticulum 3.06 5.45e-06 4.00e-04 20/119 RPS27; RPS7; RPL37A; RPL29; RPS3A; RPL37; RPS14; RPS18; RPL10A; RPL39; RPS20; RPL12; RPLP2; RPL41; RPLP1; RPS15A; RPL23; RPS21; RPS11; RPL28
GO:0021953 central nervous system neuron differentiation 3.04 2.38e-03 4.26e-02 9/54 DRAXIN; LMO4; MAP2; SOX4; MDGA1; FZD1; MYCBP2; CBLN1; MAPT
GO:0031345 negative regulation of cell projection organization 3.04 8.02e-04 2.03e-02 11/66 DRAXIN; MAP2; ITM2C; PTPRG; NR2F1; DPYSL3; HDAC2; STMN2; B2M; EFNB3; NGFR
GO:0099177 regulation of trans-synaptic signaling 3.00 5.32e-07 7.81e-05 25/152 AGT; NRXN1; GNAI2; NSG1; SNCA; MEF2C; CPLX2; TUBB2B; GRM4; AKAP12; CAMK2B; AKAP9; PCDH17; JPH4; CALM1; RAB26; CBLN1; EFNB3; VAMP2; MAPT; EIF4A3; BAIAP2; CELF4; CACNA1A; RAB3A
GO:0043270 positive regulation of ion transport 2.95 1.04e-03 2.18e-02 11/68 ATP1B1; AGT; SNCA; SRI; AKAP9; TMSB4X; GAL; ANK3; KCNIP2; AKAP6; CALM1
GO:0060537 muscle tissue development 2.88 3.91e-05 1.91e-03 18/114 SEPN1; LMNA; AGT; ZBTB18; CHRNA1; IGFBP5; DNER; GPX1; MEF2C; FAM65B; UQCC2; MEOX2; NRG1; CHD7; MYL6; AKAP6; ACTC1; CALR
GO:0003013 circulatory system process 2.88 1.74e-04 6.08e-03 15/95 ATP1B1; AGT; FKBP1B; MYL1; GPX1; GNAI2; MEOX2; SRI; AKAP9; CHD7; KCNIP2; ATP2B1; CALM1; ACTC1; NEDD4L
GO:0007517 muscle organ development 2.87 6.70e-05 2.89e-03 17/108 SEPN1; ZBTB18; CHRNA1; DNER; GPX1; MEF2C; FAM65B; UQCC2; MEOX2; SRI; FZD1; NRG1; CHD7; MYL6; AKAP6; ACTC1; TCF12
GO:0072511 divalent inorganic cation transport 2.72 1.34e-04 5.18e-03 17/114 SEPN1; ATP1B1; AGT; FKBP1B; GNAI2; SNCA; GPM6A; CAMK2B; SRI; CHD7; ATP2B1; JPH4; AKAP6; CALM1; CACNA1A; HOMER3; SMDT1
GO:0097485 neuron projection guidance 2.71 5.31e-04 1.40e-02 14/94 DRAXIN; LHX9; NRXN1; ALCAM; GAP43; SPON2; PDLIM7; TUBB2B; EZR; DPYSL2; SPTAN1; FEZ1; MYCBP2; EFNB3
GO:0051235 maintenance of location 2.70 2.28e-04 7.28e-03 16/108 SEPN1; FKBP1B; SNCA; MDFI; EZR; SRI; AKAP9; TMSB4X; CHD7; FTH1; ANK3; HSP90B1; JPH4; AKAP6; CALM1; CALR
GO:0009914 hormone transport 2.69 9.04e-04 2.14e-02 13/88 MPC2; AGT; FKBP1B; NEUROD1; CAPN10; SOX4; UQCC2; SRI; CHD7; GAL; VAMP2; CACNA1A; SELM
GO:0010975 regulation of neuron projection development 2.63 1.10e-06 1.35e-04 29/201 DRAXIN; PTPRF; CRABP2; AGT; FKBP1B; MAP2; ITM2C; PTPRG; TNIK; MAP1B; MEF2C; NR2F1; DPYSL3; TUBB2B; HDAC2; CAMK2B; FZD1; NEFL; DPYSL2; STMN2; MYCBP2; B2M; SERPINF1; EFNB3; MAPT; NGFR; BAIAP2; NEDD4L; PREX1
GO:0050808 synapse organization 2.62 3.78e-05 1.91e-03 21/146 PTPRF; NRXN1; CHRNA1; DNER; GAP43; SNCA; GPM6A; MEF2C; TUBB; MDGA1; ACTB; CAMK2B; FZD1; NEFL; NRG1; ANK3; PCDH17; CBLN1; MAPT; BAIAP2; RAB3A
GO:0090130 tissue migration 2.60 1.25e-03 2.54e-02 13/91 RAB13; AGT; IQSEC1; GPX1; PTPRG; MEF2C; MEOX2; TMSB4X; GLIPR2; ATP5B; ACTC1; SERPINF1; CALR
GO:0061564 axon development 2.55 2.04e-06 1.88e-04 29/207 DRAXIN; STMN1; PTPRF; CRABP2; LHX9; FKBP1B; NRXN1; MAP2; ALCAM; GAP43; SPON2; MAP1B; NREP; PDLIM7; TUBB2B; EZR; AUTS2; NEFM; NEFL; DPYSL2; SPTAN1; FEZ1; ANK3; MYCBP2; EFNB3; MAPT; NGFR; BAIAP2; RAB3A
GO:0023061 signal release 2.52 4.54e-05 2.08e-03 22/159 WLS; SV2A; MPC2; AGT; FKBP1B; NRXN1; NEUROD1; CAPN10; SNCA; MEF2C; CPLX2; SOX4; UQCC2; GRM4; SRI; CHD7; GAL; CALM1; VAMP2; CACNA1A; RAB3A; SELM
GO:0090150 establishment of protein localization to membrane 2.50 4.68e-06 3.81e-04 28/204 RPS27; ATP1B1; RPS7; REEP1; RPL37A; RPL29; NSG1; RPS3A; RPL37; RPS14; RPS18; RPL10A; RPL39; RPS20; RPL12; RPLP2; ANK3; RPL41; CALM1; RPLP1; RAB26; RPS15A; VAMP2; RPL23; RAB31; RPS21; RPS11; RPL28
GO:0006413 translational initiation 2.44 1.12e-04 4.57e-03 21/157 RPS27; RPS7; RPL37A; EIF1B; RPL29; RPS3A; RPL37; RPS14; RPS18; RPL10A; RPL39; RPS20; RPL12; RPLP2; RPL41; RPLP1; RPS15A; RPL23; RPS21; RPS11; RPL28
GO:0051961 negative regulation of nervous system development 2.38 1.95e-03 3.67e-02 14/107 DRAXIN; PBX1; MAP2; ITM2C; PTPRG; NR2F1; DPYSL3; HDAC2; NRG1; STMN2; B2M; EFNB3; NGFR; CALR
GO:0010721 negative regulation of cell development 2.36 1.53e-03 2.96e-02 15/116 DRAXIN; PBX1; MAP2; ITM2C; PTPRG; NR2F1; DPYSL3; HDAC2; NRG1; STMN2; GAL; B2M; EFNB3; NGFR; CALR
GO:0050769 positive regulation of neurogenesis 2.29 2.71e-04 8.29e-03 21/167 CRABP2; AGT; FKBP1B; NEUROD1; MAP1B; MEF2C; DPYSL3; TUBB2B; HDAC2; CAMK2B; FZD1; NEFL; STMN2; TCF12; SERPINF1; MAPT; NGFR; BAIAP2; TCF4; NEDD4L; PCP4
GO:0031346 positive regulation of cell projection organization 2.18 1.00e-03 2.17e-02 19/159 CRABP2; AGT; FKBP1B; CDC42EP3; GPM6A; MAP1B; DPYSL3; TUBB2B; FAM65B; CAMK2B; AUTS2; FZD1; NEFL; STMN2; SERPINF1; MAPT; NGFR; BAIAP2; NEDD4L
GO:0022604 regulation of cell morphogenesis 2.08 1.01e-03 2.17e-02 21/184 DRAXIN; EPB41; RHOC; CRABP2; CDC42EP3; MAP2; TNIK; MAP1B; TUBB2B; EZR; CAMK2B; NEFL; DPYSL2; MYCBP2; EFNB3; MAPT; NGFR; BAIAP2; NEDD4L; PREX1; CALR

Factor 5 : 18 significant GO terms
GeneSet description enrichRatio pValue FDR GeneRatio geneSymbols
GO:0070972 protein localization to endoplasmic reticulum 6.14 0.00e+00 0.00e+00 44/119 RPS8; RPL5; RPS27; RPL31; RPL32; RPL15; RPL14; RPL24; SEC62; RPL35A; RPL34; RPS3A; RPS23; RPS14; RPS18; RPL10A; RPS4X; RPL36A; RPL10; RPS20; RPL7; RPL30; RPL12; RPL7A; RPLP2; SPCS2; RPS3; RPS25; RPS24; RPL6; RPLP0; RPS29; RPS27L; RPL4; RPLP1; RPS15A; RPL26; RPL23; RPS21; RPS28; RPL18; RPS9; RPL28; RPS5; RPL3
GO:0006413 translational initiation 5.61 0.00e+00 0.00e+00 53/157 RPS8; RPL5; RPS27; DDX1; RPL31; RPL32; RPL15; RPL14; RPL24; EIF4A2; RPL35A; RPL34; RPS3A; RPS23; RPS14; RPS18; RPL10A; HSPB1; RPS4X; RPL36A; RPL10; RPS20; RPL7; RPL30; PABPC1; EIF3E; RPL12; RPL7A; RPLP2; POLR2G; PPP1CA; RPS3; RPS25; RPS24; RPL6; RPLP0; RPS29; EIF5; EIF3J; RPS27L; RPL4; RPLP1; RPS15A; EIF4A1; RPL26; RPL23; EIF6; RPS21; RPS28; RPL18; RPS9; RPL28; RPS5; RPL3
GO:0002181 cytoplasmic translation 4.78 7.27e-10 8.89e-08 21/73 RPL31; RPL32; RPL15; RPL24; RPL35A; RPS23; RPL10A; RPL36A; RPL30; EIF3E; RPL6; RPLP0; RPS29; EIF5; EIF3J; RPLP1; RPL26; RPS21; EEF2; RPS28; RPL18
GO:0010257 NADH dehydrogenase complex assembly 4.71 4.13e-08 3.03e-06 17/60 NDUFB4; NDUFC1; NDUFS6; NDUFS4; NDUFB11; NDUFB9; NDUFA8; NDUFS3; NDUFS8; NDUFC2; NDUFB8; NDUFA12; NDUFB10; NDUFAB1; NDUFV2; NDUFS7; NDUFA6
GO:0090150 establishment of protein localization to membrane 4.15 0.00e+00 0.00e+00 51/204 RPS8; RPL5; RPS27; RPL31; RPL32; RPL15; RPL14; RPL24; SEC62; RPL35A; RPL34; RPS3A; RPS23; RPS14; GNB2L1; RPS18; RPL10A; CD24; GOPC; RPS4X; RPL36A; RPL10; RPS20; RPL7; RPL30; RPL12; RPL7A; RPLP2; RPS3; RPS25; RPS24; RPL6; RPLP0; RPS29; HSP90AA1; RPS27L; RPL4; RPLP1; RAB26; RPS15A; VPS35; RPL26; RPL23; NMT1; RPS21; RPS28; PDCD5; RPL18; RPS9; RPL28; RPS5; RPL3
GO:0006401 RNA catabolic process 3.94 0.00e+00 0.00e+00 56/236 RPS8; MAGOH; RPL5; RBM8A; RPS27; RPL31; RPL32; LSM3; RPL15; RPL14; RPL24; RPL35A; RPL34; RPS3A; RPS23; HNRNPA0; RPS14; RPS18; RPL10A; HSPB1; RPS4X; RPL36A; UPF3B; RPL10; RPS20; RPL7; RPL30; PABPC1; EIF3E; EXOSC4; RPL12; RPL7A; RPLP2; POLR2G; RPS3; RPS25; RPS24; EXOSC1; RPL6; RPLP0; RPS29; SLIRP; RPS27L; RPL4; RPLP1; RPS15A; RPL26; RPL23; RPS21; RPS28; HNRNPM; C19orf43; RPL18; RPS9; RPL28; RPS5; RPL3
GO:0006414 translational elongation 3.81 3.20e-09 3.35e-07 25/109 AURKAIP1; MRPS5; MRPL47; MRPS18C; MRPL22; GNB2L1; MRPS18A; EEF1A1; MRPL18; MRPL32; MRPL13; RPLP2; MRPL21; MRPL51; RPLP1; MRPL46; MRPL28; MRPL27; MRPS23; ICT1; MRPS7; MRPS26; EEF2; GADD45GIP1; MRPL40
GO:1902600 proton transmembrane transport 3.67 2.05e-06 1.16e-04 17/77 ATP6V0B; COX5B; ATP5G3; COX7C; COX7A2; TMSB4X; COX7B; COX6C; COX8A; ATP5B; COX6A1; ATP5E; NDUFS7; COX6B1; ATP5O; MT-CO1; MT-CYB
GO:0006605 protein targeting 3.37 4.44e-16 6.52e-14 53/261 ATPIF1; RPS8; RPL5; RPS27; RPL31; RPL32; RPL15; RPL14; RPL24; SEC62; RPL35A; RPL34; RPS3A; RPS23; RPS14; RPS18; RPL10A; SLC25A6; RPS4X; RPL36A; RPL10; RPS20; RPL7; RPL30; RPL12; RPL7A; PMPCA; RPLP2; AIP; SPCS2; RPS3; RPS25; RPS24; RPL6; RPLP0; RPS29; HSP90AA1; RPS27L; RPL4; RPLP1; RPS15A; RPL26; RPL23; RPS21; RPS28; UBL5; PDCD5; ECH1; RPL18; RPS9; RPL28; RPS5; UBE2L3; RPL3
GO:0033108 mitochondrial respiratory chain complex assembly 3.25 1.19e-05 5.58e-04 17/87 NDUFB4; NDUFC1; NDUFS6; NDUFS4; NDUFB11; NDUFB9; NDUFA8; NDUFS3; NDUFS8; NDUFC2; NDUFB8; NDUFA12; NDUFB10; NDUFAB1; NDUFV2; NDUFS7; NDUFA6
GO:0140053 mitochondrial gene expression 3.01 4.00e-06 2.09e-04 21/116 AURKAIP1; MRPS5; MRPL47; MRPS18C; MRPL22; MRPS18A; MRPL18; MALSU1; MRPL32; MRPL13; MRPL21; MRPL51; MRPL46; MRPL28; MRPL27; MRPS23; ICT1; MRPS7; MRPS26; GADD45GIP1; MRPL40
GO:0009141 nucleoside triphosphate metabolic process 2.90 1.53e-08 1.40e-06 33/189 ATPIF1; PARP1; COX5B; ATP5G3; NDUFB4; NDUFC1; NDUFS6; NDUFS4; COX7C; COX7A2; TMSB4X; NDUFB9; NDUFA8; NDUFS3; NDUFS8; NDUFC2; NDUFB8; TPI1; ATP5B; NDUFA12; COX6A1; RAN; NDUFB10; NDUFAB1; NDUFV2; EIF6; ATP5E; NDUFS7; UQCRFS1; NDUFA6; ATP5O; MT-CO1; MT-CYB
GO:0009123 nucleoside monophosphate metabolic process 2.73 1.18e-07 7.86e-06 32/195 ATPIF1; PARP1; COX5B; ATP5G3; NDUFB4; NDUFC1; NDUFS6; NDUFS4; COX7C; COX7A2; TMSB4X; NDUFB9; NDUFA8; NDUFS3; NDUFS8; NDUFC2; NDUFB8; TPI1; ATP5B; NDUFA12; COX6A1; NDUFB10; NDUFAB1; NDUFV2; EIF6; ATP5E; NDUFS7; UQCRFS1; NDUFA6; ATP5O; MT-CO1; MT-CYB
GO:0071826 ribonucleoprotein complex subunit organization 2.42 1.22e-05 5.58e-04 27/185 RPL5; RPS27; DDX1; LSM3; RPL24; YTHDC1; RPS23; RPS14; MRPL22; SNRPC; HSP90AB1; RPL10; EIF3E; RPL12; RPL6; RPLP0; HSP90AA1; EIF5; EIF3J; RPS27L; MRPS7; SNRPB; EIF6; PRPF6; RPS28; RPS5; RPL3
GO:0006091 generation of precursor metabolites and energy 2.41 4.42e-07 2.70e-05 36/248 SDHB; ATPIF1; COX5B; NDUFB4; NDUFC1; NDUFS6; NDUFS4; COX7C; COX7A2; COX7B; COX6C; NDUFB9; NDUFA8; NDUFS3; COX8A; PPP1CA; NDUFS8; NDUFC2; NDUFB8; TPI1; ATP5B; NDUFA12; COX6A1; VIMP; NDUFB10; NDUFAB1; NDUFV2; EIF6; ATP5E; NDUFS7; UQCRFS1; COX6B1; NDUFA6; ATP5O; MT-CO1; MT-CYB
GO:0022613 ribonucleoprotein complex biogenesis 2.32 3.24e-08 2.65e-06 46/330 RPS8; RPL5; RPS27; DDX1; CEBPZ; LSM3; RPL14; RPL24; RPL35A; YTHDC1; RPS23; RPS14; MRPL22; SNRPC; RPL10A; HSP90AB1; MALSU1; RPL10; RPL7; DCAF13; EIF3E; EXOSC4; RPL12; RPL7A; TRMT112; RPS24; EXOSC1; NPM3; RPL6; RPLP0; RAN; HSP90AA1; EIF5; EIF3J; RPS27L; RPL26; DDX52; MRPS7; SNRPB; EIF6; RPS21; PRPF6; RPS28; RPS9; RPS5; RPL3
GO:0009259 ribonucleotide metabolic process 2.13 2.09e-05 9.01e-04 33/257 ATPIF1; PARP1; COX5B; ATP5G3; NDUFB4; NDUFC1; NDUFS6; NDUFS4; COX7C; COX7A2; TMSB4X; NDUFB9; NDUFA8; NDUFS3; NDUFS8; NDUFC2; NDUFB8; TPI1; ATP5B; NDUFA12; COX6A1; RAN; NDUFB10; NDUFAB1; NDUFV2; EIF6; ATP5E; NDUFS7; UQCRFS1; NDUFA6; ATP5O; MT-CO1; MT-CYB
GO:0016072 rRNA metabolic process 2.04 1.26e-03 4.64e-02 21/171 RPS8; RPL5; RPS27; RPL14; RPL35A; RPS14; RPL10A; RPL7; DCAF13; EXOSC4; RPL7A; TRMT112; RPS24; EXOSC1; NPM3; RPS27L; RPL26; DDX52; RPS21; RPS28; C19orf43; RPS9

Factor 6 : 12 significant GO terms
GeneSet description enrichRatio pValue FDR GeneRatio geneSymbols
GO:0051131 chaperone-mediated protein complex assembly 12.30 2.04e-04 0.018682 4/11 HSPD1; HSP90AB1; CCT2; HSP90AA1
GO:0070670 response to interleukin-4 12.30 2.04e-04 0.018682 4/11 HSP90AB1; HSPA5; TUBA1B; XBP1
GO:0001818 negative regulation of cytokine production 5.05 3.92e-04 0.028773 7/47 HSP90AB1; TMSB4X; LAPTM4B; UBE2L6; HMGB1; C1QBP; PIN1
GO:0071897 DNA biosynthetic process 4.44 2.93e-05 0.009816 11/84 CENPF; HNRNPD; HSP90AB1; HNRNPA2B1; PPIA; DKC1; UBE2L6; HNRNPA1; CCT2; HNRNPC; HSP90AA1
GO:0006457 protein folding 4.18 4.28e-07 0.000314 17/138 PDIA6; FKBP1B; HSPD1; HSPE1; CANX; HSP90AB1; PPIA; PRDX4; HSPA5; HSPA8; PFDN5; CCT2; HSP90B1; HSP90AA1; PDIA3; PPIB; CALR
GO:0032200 telomere organization 4.13 2.83e-04 0.023113 9/74 GNL3; HNRNPD; HSP90AB1; HNRNPA2B1; DKC1; HNRNPA1; CCT2; HNRNPC; HSP90AA1
GO:0006338 chromatin remodeling 3.59 8.02e-04 0.049030 9/85 NASP; ANP32E; PTMA; HMGB2; NPM1; HELLS; NPM3; HMGB1; HNRNPC
GO:0006403 RNA localization 3.26 4.53e-05 0.009816 15/156 SFPQ; SRSF7; SSB; HNRNPA3; NOP58; NPM1; SRSF3; HNRNPA2B1; DKC1; HNRNPA1; PA2G4; CCT2; RAN; SRSF2; FBL
GO:1903311 regulation of mRNA metabolic process 3.07 5.35e-05 0.009816 16/177 SERBP1; PRDX6; SRSF7; PCBP4; HNRNPD; NPM1; SRSF3; HNRNPA2B1; PABPC1; HSPA8; HNRNPA1; HNRNPC; RBM25; C1QBP; SRSF2; HNRNPM
GO:0060249 anatomical structure homeostasis 2.95 6.83e-04 0.045598 12/138 PRDX1; NEUROD1; GNL3; HNRNPD; HSP90AB1; HNRNPA2B1; DKC1; HNRNPA1; CCT2; HNRNPC; HSP90AA1; ACTG1
GO:0006401 RNA catabolic process 2.59 1.67e-04 0.018682 18/236 SERBP1; SSB; PCBP4; HNRNPD; RPL37; NPM1; RPS4X; RPL39; RPL10; DKC1; PABPC1; RPS13; HSPA8; HNRNPC; HNRNPM; C19orf43; RPS9; RPL28
GO:0010608 posttranscriptional regulation of gene expression 2.49 7.97e-05 0.011700 21/286 SERBP1; EPRS; EIF5B; NCL; PCBP4; HNRNPD; NPM1; SOX4; HNRNPA2B1; RPS4X; RPL10; DKC1; PABPC1; HSPA8; PA2G4; RAN; HNRNPC; C1QBP; HNRNPM; CALR; RPS9

Factor 7 : 19 significant GO terms
GeneSet description enrichRatio pValue FDR GeneRatio geneSymbols
GO:0010257 NADH dehydrogenase complex assembly 6.83 0.00e+00 0.00e+00 30/60 NDUFS5; NDUFB3; NDUFAF3; NDUFB4; NDUFC1; NDUFS6; NDUFA2; NDUFB2; NDUFB11; NDUFA1; NDUFB9; TMEM261; NDUFB6; NDUFA8; NDUFS8; NDUFC2; NDUFB8; NDUFA12; NDUFB1; NDUFB10; NDUFAB1; NDUFS7; NDUFA11; NDUFA7; NDUFB7; NDUFA13; NDUFA3; NDUFA6; MT-ND3; MT-ND4
GO:0070972 protein localization to endoplasmic reticulum 6.54 0.00e+00 0.00e+00 57/119 RPL11; RPS8; RPL5; RPS27; RTN4; RPS27A; RPL37A; RPL32; RPL15; RPSA; SPCS1; RPL9; RPL34; RPS3A; RPL37; RPS23; RPS14; RPS18; RPL10A; RPS12; SEC61G; RPS4X; RPL39; RPL10; RPS20; RPL7; RPL30; RPS6; SEC61B; RPL35; RPL7A; RPL27A; RPS13; RPS3; RPS26; RPL41; RPL6; RPLP0; RPL21; RPS29; SRP14; RPL4; RPS17; RPS2; RPS15A; RPL13; RPL26; RPL23A; RPL23; RPL19; RPL18A; RPS16; RPS19; RPL18; RPL13A; RPS11; RPL3
GO:0033108 mitochondrial respiratory chain complex assembly 5.97 0.00e+00 0.00e+00 38/87 NDUFS5; COX20; NDUFB3; NDUFAF3; COX17; NDUFB4; NDUFC1; NDUFS6; NDUFA2; UQCC2; NDUFB2; NDUFB11; NDUFA1; UQCRB; NDUFB9; TMEM261; NDUFB6; NDUFA8; NDUFS8; NDUFC2; NDUFB8; COX14; NDUFA12; NDUFB1; NDUFB10; NDUFAB1; COA3; NDUFS7; NDUFA11; PET100; NDUFA7; NDUFB7; NDUFA13; NDUFA3; UQCR10; NDUFA6; MT-ND3; MT-ND4
GO:1902600 proton transmembrane transport 5.68 0.00e+00 0.00e+00 32/77 PARK7; ATP6V0B; COX5B; ATP5G3; COX17; ATP5I; COX7C; COX7A2; NDUFA4; ATP5J2; ATP6V1F; TMSB4X; COX7B; COX6C; ATP6V1G1; COX8A; ATP5L; ATP5G2; SLC25A3; COX6A1; COX5A; COX4I1; ATP5G1; ATP5H; ATP5A1; ATP5E; NDUFS7; COX6B1; ATP5J; ATP5O; MT-CO1; MT-ND4
GO:0006413 translational initiation 5.48 0.00e+00 0.00e+00 63/157 RPL11; RPS8; RPL5; RPS27; DDX1; RPS27A; RPL37A; RPL32; RPL15; RPSA; EIF4A2; RPL9; RPL34; RPS3A; RPL37; RPS23; RPS14; RPS18; RPL10A; RPS12; RPS4X; RPL39; MCTS1; RPL10; EIF4EBP1; RPS20; RPL7; RPL30; EIF3E; EIF3H; RPS6; RPL35; RPL7A; EIF3F; RPL27A; RPS13; RPS3; RPS26; RPL41; RPL6; RPLP0; RPL21; RPS29; EIF3J; RPL4; RPS17; RPS2; RPS15A; RPL13; RPL26; RPL23A; RPL23; RPL19; EIF1; RPL18A; EIF3K; RPS16; RPS19; RPL18; RPL13A; RPS11; EIF3L; RPL3
GO:0002181 cytoplasmic translation 5.24 3.40e-14 1.92e-12 28/73 RPL11; RPL32; RPL15; TMA7; RPL9; RPS23; RPL10A; RPL39; MCTS1; EIF4EBP1; RPL30; EIF3E; EIF3H; EIF3F; RPS26; RPL41; RPL6; RPLP0; RPS29; EIF3J; RPL26; RPL19; EEF2; RPL18A; EIF3K; RPL18; RPL13A; EIF3L
GO:0090150 establishment of protein localization to membrane 4.35 0.00e+00 0.00e+00 65/204 RPL11; RPS8; RPL5; RPS27; RPS27A; RPL37A; RPL32; RPL15; RPSA; RPL9; RPL34; RPS3A; RPL37; RPS23; RPS14; GNB2L1; RPS18; RPL10A; CD24; RPS12; FIS1; RPS4X; RPL39; RPL10; RPS20; RPL7; RPL30; YWHAZ; RPS6; SEC61B; RPL35; RPL7A; RPL27A; RPS13; TIMM10; RPS3; RPS26; RPL41; RPL6; RPLP0; RPL21; RPS29; CALM1; SRP14; RPL4; RPS17; RPS2; RPS15A; RPL13; VAMP2; RPL26; RPL23A; RPL23; RPL19; ROMO1; TIMM13; RPL18A; NDUFA13; PDCD5; RPS16; RPS19; RPL18; RPL13A; RPS11; RPL3
GO:0099132 ATP hydrolysis coupled cation transmembrane transport 4.27 5.84e-05 2.38e-03 10/32 ATP6V0B; ATP5G3; ATP6V1F; ATP5L; ATP5G2; ATP5G1; ATP5H; ATP5A1; ATP5E; ATP5O
GO:0009141 nucleoside triphosphate metabolic process 4.19 0.00e+00 0.00e+00 58/189 PARK7; ATPIF1; NDUFS5; UQCRH; COX5B; ATP5G3; NDUFB3; NDUFB4; ATP5I; NDUFC1; NDUFS6; COX7C; UQCRQ; NDUFA2; UQCC2; COX7A2; NDUFA4; CYCS; ATP5J2; NDUFB2; TMSB4X; NDUFA1; UQCRB; NDUFB9; NDUFB6; NDUFA8; AK1; NDUFS8; NDUFC2; ATP5L; NDUFB8; TPI1; ATP5G2; NDUFA12; COX6A1; RAN; NDUFB1; COX5A; NDUFB10; NDUFAB1; DCTPP1; COX4I1; ATP5G1; NME1; ATP5H; ATP5A1; ATP5E; NDUFS7; NDUFA7; NDUFB7; NDUFA3; UQCR10; NDUFA6; ATP5J; ATP5O; MT-CO1; MT-ND3; MT-ND4
GO:0009123 nucleoside monophosphate metabolic process 3.92 0.00e+00 0.00e+00 56/195 PARK7; ATPIF1; NDUFS5; UQCRH; COX5B; ATP5G3; NDUFB3; NDUFB4; ATP5I; NDUFC1; NDUFS6; COX7C; UQCRQ; NDUFA2; UQCC2; COX7A2; HDDC2; NDUFA4; CYCS; ATP5J2; NDUFB2; TMSB4X; NDUFA1; UQCRB; NDUFB9; NDUFB6; NDUFA8; AK1; NDUFS8; NDUFC2; ATP5L; NDUFB8; TPI1; ATP5G2; NDUFA12; COX6A1; NDUFB1; COX5A; NDUFB10; NDUFAB1; COX4I1; ATP5G1; ATP5H; ATP5A1; ATP5E; NDUFS7; NDUFA7; NDUFB7; NDUFA3; UQCR10; NDUFA6; ATP5J; ATP5O; MT-CO1; MT-ND3; MT-ND4
GO:0017004 cytochrome complex assembly 3.90 6.45e-04 2.49e-02 8/28 COX20; COX17; UQCC2; UQCRB; COX14; COA3; PET100; UQCR10
GO:0006605 protein targeting 3.72 0.00e+00 0.00e+00 71/261 RPL11; ATPIF1; RPS8; RPL5; RPS27; RPS27A; RPL37A; RPL32; RPL15; RPSA; SPCS1; RPL9; RPL34; RPS3A; RPL37; RPS23; RPS14; RPS18; RPL10A; RPS12; TOMM7; SEC61G; FIS1; SLC25A6; TIMM17B; RPS4X; RPL39; RPL10; RPS20; RPL7; RPL30; YWHAZ; RPS6; SEC61B; RPL35; RPL7A; RPL27A; RPS13; IMMP1L; TIMM10; RPS3; TIMM8B; RPS26; RPL41; RPL6; RPLP0; UBC; RPL21; RPS29; SRP14; RPL4; RPS17; RPS2; RPS15A; RPL13; RPL26; RPL23A; RPL23; RPL19; ROMO1; TIMM13; UBL5; RPL18A; NDUFA13; PDCD5; RPS16; RPS19; RPL18; RPL13A; RPS11; RPL3
GO:0006401 RNA catabolic process 3.59 0.00e+00 0.00e+00 62/236 RPL11; RPS8; RPL5; RPS27; RPS27A; RPL37A; RPL32; LSM3; RPL15; RPSA; RPL9; RPL34; RPS3A; RPL37; RPS23; RPS14; RPS18; RPL10A; RPS12; LSM5; LINC01420; RPS4X; RPL39; RPL10; RPS20; RPL7; RPL30; YWHAZ; EIF3E; RPS6; RPL35; RPL7A; RPL27A; RPS13; RNASEH2C; RPS3; RPS26; RPL41; RPL6; RPLP0; UBC; RPL21; RPS29; SLIRP; RPL4; RPS17; RPS2; RPS15A; RPL13; RPL26; RPL23A; RPL23; RPL19; LSM7; RPL18A; LSM4; RPS16; RPS19; RPL18; RPL13A; RPS11; RPL3
GO:0006091 generation of precursor metabolites and energy 3.47 0.00e+00 0.00e+00 63/248 PARK7; SH3BGRL3; ATPIF1; NDUFS5; UQCRH; COX20; COX5B; NDUFB3; COX17; NDUFB4; ATP5I; NDUFC1; NDUFS6; COX7C; GLRX; UQCRQ; NDUFA2; UQCC2; COX7A2; NDUFA4; CYCS; ATP5J2; NDUFB2; COX7B; NDUFA1; UQCRB; COX6C; NDUFB9; NDUFB6; NDUFA8; COX8A; NDUFS8; NDUFC2; ATP5L; CISD1; NDUFB8; TPI1; BLOC1S1; NDUFA12; COX6A1; HMGB1; NDUFB1; COX5A; NDUFB10; NDUFAB1; COX4I1; ATP5H; ATP5A1; ATP5E; NDUFS7; UQCR11; NDUFA7; NDUFB7; COX6B1; ETFB; NDUFA3; UQCR10; NDUFA6; ATP5J; ATP5O; MT-CO1; MT-ND3; MT-ND4
GO:0007006 mitochondrial membrane organization 3.34 5.54e-07 2.90e-05 21/86 ATPIF1; ATP5G3; ATP5I; TMEM14A; DYNLT1; ATP5J2; YWHAZ; TIMM10; ATP5L; ATP5G2; CALM1; ATP5G1; ATP5H; ATP5A1; ROMO1; ATP5E; TIMM13; NDUFA13; PDCD5; ATP5J; ATP5O
GO:0009259 ribonucleotide metabolic process 3.14 2.22e-16 1.36e-14 59/257 PARK7; ATPIF1; NDUFS5; UQCRH; COX5B; DBI; ATP5G3; NDUFB3; NDUFB4; ATP5I; NDUFC1; NDUFS6; COX7C; HINT1; UQCRQ; NDUFA2; UQCC2; COX7A2; NDUFA4; CYCS; ATP5J2; NDUFB2; TMSB4X; NDUFA1; UQCRB; NDUFB9; NDUFB6; NDUFA8; AK1; NDUFS8; NDUFC2; ATP5L; NDUFB8; TPI1; ATP5G2; NDUFA12; COX6A1; RAN; NDUFB1; COX5A; NDUFB10; NDUFAB1; COX4I1; ATP5G1; NME1; ATP5H; ATP5A1; ATP5E; NDUFS7; NDUFA7; NDUFB7; NDUFA3; UQCR10; NDUFA6; ATP5J; ATP5O; MT-CO1; MT-ND3; MT-ND4
GO:0006839 mitochondrial transport 2.42 1.73e-05 7.46e-04 26/147 ATPIF1; COX5B; ATP5I; TMEM14A; DYNLT1; TOMM7; ATP5J2; FIS1; SLC25A6; TIMM17B; YWHAZ; IMMP1L; TIMM10; TIMM8B; ATP5L; ATP5H; ATP5A1; ROMO1; ATP5E; TIMM13; UBL5; NDUFA13; PDCD5; SMDT1; ATP5J; ATP5O
GO:0070585 protein localization to mitochondrion 2.35 1.00e-03 3.68e-02 16/93 ATPIF1; TOMM7; FIS1; SLC25A6; TIMM17B; YWHAZ; IMMP1L; TIMM10; TIMM8B; DDIT3; CALM1; ROMO1; TIMM13; UBL5; NDUFA13; PDCD5
GO:0071826 ribonucleoprotein complex subunit organization 2.29 8.39e-06 4.11e-04 31/185 MRPL20; RPL11; RPL5; RPS27; SNRPE; DDX1; SNRPG; LSM3; RPSA; RPS23; RPS14; LINC01420; MCTS1; RPL10; EIF3E; EIF3H; EIF3F; SNRPF; RPL6; RPLP0; EIF3J; RPL23A; SNRPD1; LSM4; EIF3K; RPS19; SNRPD2; RPL13A; EIF3L; RPL3; SNU13

Factor 8 : 4 significant GO terms
GeneSet description enrichRatio pValue FDR GeneRatio geneSymbols
GO:0050954 sensory perception of mechanical stimulus 4.63 2.45e-04 0.04498 8/39 CASP3; FAM65B; POU3F4; NAV2; COL2A1; CACNB3; SRRM4; SIX1
GO:0070972 protein localization to endoplasmic reticulum 3.41 3.72e-06 0.00273 18/119 RPL32; RPSA; RPL34; RPS18; RPL36A; RPL10; RPL12; RPL27A; RPS13; RPS3; RPS26; RPL41; OS9; RPL6; RPLP0; RPS17; RPL26; RPL23
GO:0006413 translational initiation 2.59 1.70e-04 0.04158 18/157 RPL32; RPSA; RPL34; RPS18; RPL36A; RPL10; RPL12; RPL27A; RPS13; RPS3; RPS26; RPL41; RPL6; RPLP0; DENR; RPS17; RPL26; RPL23
GO:0090150 establishment of protein localization to membrane 2.43 8.08e-05 0.02965 22/204 RPL32; RPSA; NSG1; RPL34; GNB2L1; RPS18; RPL36A; RPL10; RPL12; RPL27A; RPS13; RPS3; CACNB3; RPS26; RPL41; RPL6; RPLP0; CALM1; RPS17; VAMP2; RPL26; RPL23

Factor 9 : 35 significant GO terms
GeneSet description enrichRatio pValue FDR GeneRatio geneSymbols
GO:0014075 response to amine 9.41 5.44e-04 0.028630 4/10 HDAC2; ASIC1; CALM1; NME1
GO:0048645 animal organ formation 8.56 8.26e-04 0.031152 4/11 GNG5; CTNNB1; ROBO1; SIX1
GO:0007586 digestion 7.24 1.67e-03 0.043405 4/13 NEUROD1; SST; NEUROG1; LIMA1
GO:0010644 cell communication by electrical coupling 7.24 1.67e-03 0.043405 4/13 RYR2; CAMK2D; ANK3; CALM1
GO:0035270 endocrine system development 4.41 1.96e-03 0.044935 6/32 PBX1; SIX3; NEUROD1; CDKN1C; SIX1; ONECUT2
GO:0035637 multicellular organismal signaling 4.38 3.73e-04 0.028630 8/43 RYR2; SCN3A; CHRNA1; ANK2; CAMK2D; ANK3; ATP2B1; CALM1
GO:0014074 response to purine-containing compound 4.22 1.09e-03 0.036375 7/39 JUN; RYR2; IGFBP5; SPARC; HDAC2; AKAP6; NME1
GO:0003007 heart morphogenesis 4.04 6.41e-05 0.015684 11/64 JUN; GNG5; RYR2; ID2; CTNNB1; ROBO1; IFT57; COL4A3BP; OLFM1; SIX1; ACTC1
GO:0045165 cell fate commitment 4.01 6.99e-04 0.030163 8/47 ID2; NEUROD1; CTNNB1; GAP43; CASP3; NEUROG1; SIX1; ONECUT2
GO:0008544 epidermis development 3.92 8.59e-05 0.015766 11/66 POU3F1; CRABP2; PKP4; IGFBP5; SATB1; CTNNB1; CASP3; HDAC2; AGPAT2; GAL; TNFRSF19
GO:0030048 actin filament-based movement 3.92 1.72e-03 0.043405 7/42 RYR2; ANK2; CAMK2D; TPM2; MYL6; ACTC1; TNNC2
GO:0003012 muscle system process 3.78 8.09e-07 0.000572 18/112 RYR2; CHRNA1; IGFBP5; ANK2; CAMK2D; SORBS2; COL4A3BP; NEUROG1; HDAC2; MTPN; TPM2; VCL; MYL6; AKAP6; CALM1; ACTC1; SSTR2; TNNC2
GO:0043588 skin development 3.72 5.79e-04 0.028630 9/57 STMN1; POU3F1; PKP4; IGFBP5; CTNNB1; CASP3; HDAC2; GAL; TNFRSF19
GO:0006814 sodium ion transport 3.42 2.02e-03 0.044935 8/55 SCN3A; CAMK2D; GLRX; SLC17A6; FXYD6; ANK3; ASIC1; NKAIN4
GO:0097305 response to alcohol 3.36 6.57e-04 0.030140 10/70 EEF1B2; CTNNB1; SPARC; HDAC2; LANCL2; TNC; ATP2B1; CALM1; ACTC1; MT-ND4
GO:0032409 regulation of transporter activity 3.20 5.54e-04 0.028630 11/81 RYR2; ANK2; CAMK2D; GLRX; ACTB; TMSB4X; GAL; FXYD6; ANK3; AKAP6; CALM1
GO:0060560 developmental growth involved in morphogenesis 3.17 3.33e-04 0.028630 12/89 DRAXIN; CRABP2; ZEB2; CTNNB1; ALCAM; MAP1B; TNC; OLFM1; GAL; VCL; SIX1; SYT4
GO:0048568 embryonic organ development 3.14 1.20e-04 0.017667 14/105 MFAP2; NES; PBX1; RYR2; ID2; NCOA1; SIX3; NEUROD1; CTNNB1; IFT57; NEUROG1; CTHRC1; CDKN1C; SIX1
GO:0043270 positive regulation of ion transport 3.11 2.11e-03 0.045645 9/68 RYR2; ANK2; GLRX; TMSB4X; GAL; ANK3; AKAP6; CALM1; SYT4
GO:0050673 epithelial cell proliferation 3.00 5.56e-04 0.028630 12/94 JUN; ID2; IGFBP5; SCG2; CTNNB1; ROBO1; IFT57; SPARC; CDKN1C; SIX1; PGF; NME1
GO:0097485 neuron projection guidance 3.00 5.56e-04 0.028630 12/94 DRAXIN; SHC1; EFNA3; LHX9; CNTN2; ROBO1; ALCAM; GAP43; SPON2; PDLIM7; ETV1; NCAM1
GO:0048880 sensory system development 2.88 8.14e-04 0.031152 12/98 MFAP2; JUN; NES; SIX3; ZEB2; NEUROD1; CTNNB1; HDAC2; CDKN1C; ATP2B1; MAB21L1; CELF4
GO:0051961 negative regulation of nervous system development 2.86 5.34e-04 0.028630 13/107 DRAXIN; PBX1; CNTN2; ID2; SIX3; ITM2C; CTNNB1; NR2F1; DPYSL3; HDAC2; B2M; LINGO1; SYT4
GO:0010959 regulation of metal ion transport 2.85 8.92e-04 0.031169 12/99 RYR2; CTNNB1; ANK2; CAMK2D; GLRX; GAL; FXYD6; ANK3; AKAP6; CALM1; B2M; NKAIN4
GO:0090130 tissue migration 2.84 1.49e-03 0.043405 11/91 JUN; ZEB2; SCG2; IQSEC1; ROBO1; SPARC; MEOX2; TMSB4X; ACTC1; PFN1; MAPRE2
GO:0061564 axon development 2.84 1.56e-06 0.000572 25/207 DRAXIN; STMN1; JUN; S100A6; SHC1; EFNA3; CRABP2; LHX9; CNTN2; ZEB2; ROBO1; ALCAM; GAP43; SPON2; CASP3; MAP1B; PDLIM7; ETV1; TNC; OLFM1; NCAM1; ANK3; VCL; LINGO1; ADARB1
GO:0010721 negative regulation of cell development 2.84 3.51e-04 0.028630 14/116 DRAXIN; PBX1; CNTN2; ID2; SIX3; ITM2C; CTNNB1; NR2F1; DPYSL3; HDAC2; GAL; B2M; LINGO1; SYT4
GO:0007517 muscle organ development 2.83 5.85e-04 0.028630 13/108 RYR2; CHRNA1; CTNNB1; NEUROG1; ETV1; MEOX2; MTPN; MYL6; AKAP6; SIX1; ACTC1; TCF12; ADARB1
GO:0007389 pattern specification process 2.57 2.25e-03 0.047172 12/110 PBX1; SIX3; ZEB2; NEUROD1; CTNNB1; ROBO1; IFT57; NEUROG1; MEOX2; PBX3; EMX2; SIX1
GO:0007015 actin filament organization 2.50 8.49e-04 0.031152 15/141 STMN1; ARPC5; CDC42EP3; CD47; WDR1; SORBS2; DPYSL3; CAP2; MTPN; TMSB4X; TPM2; CFL1; LIMA1; ACTC1; PFN1
GO:0030900 forebrain development 2.44 1.62e-03 0.043405 14/135 DRAXIN; POU3F1; ARPC5; CNTN2; ID2; SIX3; ZEB2; NEUROD1; CTNNB1; ROBO1; CASP3; EMX2; NME1; SSTR2
GO:0002009 morphogenesis of an epithelium 2.42 1.73e-03 0.043405 14/136 PBX1; RYR2; ZEB2; IGFBP5; CTNNB1; IFT57; WDR1; CTHRC1; TNC; CFL1; VCL; SIX1; PGF; PFN1
GO:0051098 regulation of binding 2.27 1.67e-03 0.043405 16/166 STMN1; EPB41; JUN; NES; ID2; NEUROD1; CTNNB1; HDAC2; ACTB; TMSB4X; CTHRC1; CALM1; B2M; CCPG1; WFIKKN1; NME1
GO:0050769 positive regulation of neurogenesis 2.25 1.77e-03 0.043405 16/167 CRABP2; ID2; NCOA1; ZEB2; NEUROD1; CTNNB1; ROBO1; MAP1B; NEUROG1; DPYSL3; HDAC2; TCF12; NME1; SYT4; TCF4; PCP4
GO:0009636 response to toxic substance 2.23 2.01e-03 0.044935 16/169 JUN; EPHX1; CHRNA1; EEF1B2; CASP3; SPARC; HDAC2; ACTB; PON2; TNC; RPS3; ASIC1; CALM1; ACTC1; NXN; MT-ND4

Factor 11 : 12 significant GO terms
GeneSet description enrichRatio pValue FDR GeneRatio geneSymbols
GO:0070972 protein localization to endoplasmic reticulum 30.90 0.00e+00 0.00e+00 77/119 RPL22; RPL11; RPS8; RPL5; RPS27; RPS7; RPS27A; RPL31; RPL37A; RPL32; RPL15; RPSA; RPL14; RPL29; RPL24; RPL35A; RPL9; RPL34; RPS3A; RPL37; RPS23; RPS14; RPS18; RPS10; RPL10A; RPS12; RPS4X; RPL36A; RPL39; RPL10; RPS20; RPL7; RPL30; RPL8; RPS6; RPL35; RPL12; RPL7A; RPLP2; RPL27A; RPS13; RPS3; RPS25; RPS24; RPL41; RPL6; RPLP0; RPL21; RPS29; RPL4; RPLP1; RPS17; RPS2; RPS15A; RPL13; RPL26; RPL23A; RPL23; RPL19; RPL27; RPL38; RPL17; RPS21; RPS15; RPL36; RPS28; RPL18A; UBA52; RPS16; RPS19; RPL18; RPL13A; RPS11; RPS9; RPL28; RPS5; RPL3
GO:0006413 translational initiation 23.40 0.00e+00 0.00e+00 77/157 RPL22; RPL11; RPS8; RPL5; RPS27; RPS7; RPS27A; RPL31; RPL37A; RPL32; RPL15; RPSA; RPL14; RPL29; RPL24; RPL35A; RPL9; RPL34; RPS3A; RPL37; RPS23; RPS14; RPS18; RPS10; RPL10A; RPS12; RPS4X; RPL36A; RPL39; RPL10; RPS20; RPL7; RPL30; RPL8; RPS6; RPL35; RPL12; RPL7A; RPLP2; RPL27A; RPS13; RPS3; RPS25; RPS24; RPL41; RPL6; RPLP0; RPL21; RPS29; RPL4; RPLP1; RPS17; RPS2; RPS15A; RPL13; RPL26; RPL23A; RPL23; RPL19; RPL27; RPL38; RPL17; RPS21; RPS15; RPL36; RPS28; RPL18A; UBA52; RPS16; RPS19; RPL18; RPL13A; RPS11; RPS9; RPL28; RPS5; RPL3
GO:0002181 cytoplasmic translation 19.60 0.00e+00 0.00e+00 30/73 RPL11; RPL31; RPL32; RPL15; RPL29; RPL24; RPL35A; RPL9; RPS23; RPL10A; RPL36A; RPL39; RPL30; RPL8; RPL41; RPL6; RPLP0; RPS29; RPLP1; RPL26; RPL19; RPL38; RPL17; RPS21; EEF2; RPL36; RPS28; RPL18A; RPL18; RPL13A
GO:0090150 establishment of protein localization to membrane 18.30 0.00e+00 0.00e+00 78/204 RPL22; RPL11; RPS8; RPL5; RPS27; RPS7; RPS27A; RPL31; RPL37A; RPL32; RPL15; RPSA; RPL14; RPL29; RPL24; RPL35A; RPL9; RPL34; RPS3A; RPL37; RPS23; RPS14; GNB2L1; RPS18; RPS10; RPL10A; RPS12; RPS4X; RPL36A; RPL39; RPL10; RPS20; RPL7; RPL30; RPL8; RPS6; RPL35; RPL12; RPL7A; RPLP2; RPL27A; RPS13; RPS3; RPS25; RPS24; RPL41; RPL6; RPLP0; RPL21; RPS29; RPL4; RPLP1; RPS17; RPS2; RPS15A; RPL13; RPL26; RPL23A; RPL23; RPL19; RPL27; RPL38; RPL17; RPS21; RPS15; RPL36; RPS28; RPL18A; UBA52; RPS16; RPS19; RPL18; RPL13A; RPS11; RPS9; RPL28; RPS5; RPL3
GO:0006401 RNA catabolic process 15.60 0.00e+00 0.00e+00 77/236 RPL22; RPL11; RPS8; RPL5; RPS27; RPS7; RPS27A; RPL31; RPL37A; RPL32; RPL15; RPSA; RPL14; RPL29; RPL24; RPL35A; RPL9; RPL34; RPS3A; RPL37; RPS23; RPS14; RPS18; RPS10; RPL10A; RPS12; RPS4X; RPL36A; RPL39; RPL10; RPS20; RPL7; RPL30; RPL8; RPS6; RPL35; RPL12; RPL7A; RPLP2; RPL27A; RPS13; RPS3; RPS25; RPS24; RPL41; RPL6; RPLP0; RPL21; RPS29; RPL4; RPLP1; RPS17; RPS2; RPS15A; RPL13; RPL26; RPL23A; RPL23; RPL19; RPL27; RPL38; RPL17; RPS21; RPS15; RPL36; RPS28; RPL18A; UBA52; RPS16; RPS19; RPL18; RPL13A; RPS11; RPS9; RPL28; RPS5; RPL3
GO:0006605 protein targeting 14.30 0.00e+00 0.00e+00 78/261 RPL22; RPL11; RPS8; RPL5; RPS27; RPS7; RPS27A; RPL31; RPL37A; RPL32; RPL15; RPSA; RPL14; RPL29; RPL24; RPL35A; RPL9; RPL34; RPS3A; RPL37; RPS23; RPS14; RPS18; RPS10; RPL10A; RPS12; SLC25A6; RPS4X; RPL36A; RPL39; RPL10; RPS20; RPL7; RPL30; RPL8; RPS6; RPL35; RPL12; RPL7A; RPLP2; RPL27A; RPS13; RPS3; RPS25; RPS24; RPL41; RPL6; RPLP0; RPL21; RPS29; RPL4; RPLP1; RPS17; RPS2; RPS15A; RPL13; RPL26; RPL23A; RPL23; RPL19; RPL27; RPL38; RPL17; RPS21; RPS15; RPL36; RPS28; RPL18A; UBA52; RPS16; RPS19; RPL18; RPL13A; RPS11; RPS9; RPL28; RPS5; RPL3
GO:0016072 rRNA metabolic process 6.98 3.33e-15 3.06e-13 25/171 RPL11; RPS8; RPL5; RPS27; RPS7; RPSA; RPL14; RPL35A; RPS14; RPL10A; RPL7; RPS6; RPL35; RPL7A; RPS24; RPS17; RPS2; RPL26; RPL27; RPS21; RPS15; RPS28; RPS16; RPS19; RPS9
GO:0022613 ribonucleoprotein complex biogenesis 5.35 0.00e+00 0.00e+00 37/330 RPL11; RPS8; RPL5; RPS27; RPS7; RPSA; RPL14; RPL24; RPL35A; RPS23; RPS14; RPS10; RPL10A; RPL10; RPL7; RPS6; RPL35; RPL12; RPL7A; RPS24; RPL6; RPLP0; RPS17; RPS2; RPL26; RPL23A; RPL27; RPL38; RPS21; RPS15; RPS28; RPS16; RPS19; RPL13A; RPS9; RPS5; RPL3
GO:0034470 ncRNA processing 5.35 1.71e-12 1.39e-10 25/223 RPL11; RPS8; RPL5; RPS27; RPS7; RPSA; RPL14; RPL35A; RPS14; RPL10A; RPL7; RPS6; RPL35; RPL7A; RPS24; RPS17; RPS2; RPL26; RPL27; RPS21; RPS15; RPS28; RPS16; RPS19; RPS9
GO:0071826 ribonucleoprotein complex subunit organization 5.16 7.84e-10 5.76e-08 20/185 RPL11; RPL5; RPS27; RPSA; RPL24; RPS23; RPS14; RPS10; RPL10; RPL12; RPL6; RPLP0; RPL23A; RPL38; RPS15; RPS28; RPS19; RPL13A; RPS5; RPL3
GO:0034248 regulation of cellular amide metabolic process 3.16 6.27e-05 4.18e-03 15/227 RPL5; IGFBP5; RPS14; GNB2L1; SOX4; EEF1A1; RPS4X; RPL10; RPS3; GAPDH; RPL26; RPL38; EEF2; RPL13A; RPS9
GO:0010608 posttranscriptional regulation of gene expression 2.67 2.52e-04 1.54e-02 16/286 RPL5; RPS27A; IGFBP5; RPS14; GNB2L1; SOX4; RPS4X; RPL10; RPS3; GAPDH; RPL26; RPL38; EEF2; UBA52; RPL13A; RPS9

Factor 12 : 5 significant GO terms
GeneSet description enrichRatio pValue FDR GeneRatio geneSymbols
GO:0070972 protein localization to endoplasmic reticulum 12.00 2.71e-08 1.99e-05 9/119 RPL31; RPL37A; RPL37; SEC61G; RPL39; RPLP2; RPS24; RPS2; RPL38
GO:0006413 translational initiation 9.09 3.02e-07 7.40e-05 9/157 RPL31; RPL37A; RPL37; RPL39; RPLP2; RPS24; RPS2; RPL38; EIF2S2
GO:0090150 establishment of protein localization to membrane 7.00 2.78e-06 5.09e-04 9/204 RPL31; RPL37A; RPL37; RPL39; RPLP2; RPS24; HSP90AA1; RPS2; RPL38
GO:0006605 protein targeting 6.69 2.50e-07 7.40e-05 11/261 RPL31; RPL37A; RPL37; SEC61G; RPL39; RPLP2; RPS24; UBC; HSP90AA1; RPS2; RPL38
GO:0006401 RNA catabolic process 6.05 9.24e-06 1.36e-03 9/236 RPL31; RPL37A; RPL37; RPL39; RPLP2; RPS24; UBC; RPS2; RPL38

Factor 15 : 3 significant GO terms
GeneSet description enrichRatio pValue FDR GeneRatio geneSymbols
GO:0015844 monoamine transport 15.40 1.18e-05 0.00868 5/17 GPM6B; SYT7; SNCG; SYT1; SYT4
GO:0015696 ammonium transport 11.40 5.87e-05 0.01437 5/23 GPM6B; SYT7; SNCG; SYT1; SYT4
GO:0007517 muscle organ development 4.84 3.32e-05 0.01219 10/108 TNNI1; CHRNA1; BASP1; NEUROG1; ETV1; G6PD; CNTFR; MYL6; EFNB2; SIX1

Factor 18 : 11 significant GO terms
GeneSet description enrichRatio pValue FDR GeneRatio geneSymbols
GO:0070972 protein localization to endoplasmic reticulum 12.70 0.00e+00 0.00e+00 32/119 RPL22; RPL5; RPS7; RTN4; RPL37A; RPL15; RPSA; RPL14; RPS3A; RPL37; RPL10A; RPS4X; RPL10; RPS20; RPL7; RPL35; RPL7A; RPS3; RPS26; RPL41; RPL6; RPLP0; RPS29; RPL4; RPS2; RPL23; RPL36; RPS28; KDELR1; RPL13A; RPS9; RPL3
GO:0006413 translational initiation 12.30 0.00e+00 0.00e+00 41/157 RPL22; RPL5; RPS7; RPL37A; RPL15; RPSA; EIF1B; RPL14; EIF4A2; RPS3A; RPL37; NPM1; RPL10A; RPS4X; RPL10; RPS20; RPL7; PABPC1; EIF3E; EIF3H; RPL35; RPL7A; EIF3F; EIF3M; RPS3; RPS26; RPL41; RPL6; RPLP0; RPS29; RPL4; RPS2; RPL23; EIF1; RPL36; RPS28; RPL13A; RPS9; EIF3D; EIF3L; RPL3
GO:0002181 cytoplasmic translation 11.70 3.33e-15 4.07e-13 18/73 RPL15; TMA7; RPL10A; EIF3E; EIF3H; EIF3F; EIF3M; RPS26; RPL41; RPL6; RPLP0; RPS29; EEF2; RPL36; RPS28; RPL13A; EIF3D; EIF3L
GO:0006401 RNA catabolic process 7.21 0.00e+00 0.00e+00 36/236 RPL22; YBX1; RPL5; RPS7; RPL37A; RPL15; RPSA; RPL14; RPS3A; RPL37; NPM1; RPL10A; RPS4X; RPL10; RPS20; RPL7; PABPC1; EIF3E; RPL35; RPL7A; RPS3; RPS26; RPL41; RPL6; RPLP0; RPS29; SLIRP; RPL4; RPS2; RPL23; CIRBP; RPL36; RPS28; RPL13A; RPS9; RPL3
GO:0090150 establishment of protein localization to membrane 7.19 0.00e+00 0.00e+00 31/204 RPL22; RPL5; RPS7; RPL37A; RPL15; RPSA; RPL14; RPS3A; RPL37; GNB2L1; RPL10A; RPS4X; RPL10; RPS20; RPL7; RPL35; RPL7A; RPS3; RPS26; RPL41; RPL6; RPLP0; RPS29; RPL4; RPS2; RPL23; RPL36; RPS28; RPL13A; RPS9; RPL3
GO:0006605 protein targeting 5.80 0.00e+00 0.00e+00 32/261 RPL22; RPL5; TOMM20; RPS7; RPL37A; RPL15; RPSA; RPL14; RPS3A; RPL37; RPL10A; SLC25A6; RPS4X; RPL10; RPS20; RPL7; RPL35; RPL7A; RPS3; RPS26; RPL41; RPL6; RPLP0; RPS29; RPL4; RPS2; RPL23; RPL36; RPS28; RPL13A; RPS9; RPL3
GO:0071826 ribonucleoprotein complex subunit organization 4.60 3.90e-08 3.58e-06 18/185 RPL5; RPSA; NPM1; RBMX; RPL10; EIF3E; EIF3H; EIF3F; EIF3M; RPL6; RPLP0; CIRBP; RPS28; GLTSCR2; RPL13A; EIF3D; EIF3L; RPL3
GO:0034248 regulation of cellular amide metabolic process 3.75 8.85e-07 7.22e-05 18/227 RPL5; EIF1B; EIF4A2; NPM1; GNB2L1; EEF1A1; RPS4X; RPL10; PABPC1; EIF3E; EIF3H; RPS3; EIF1; CIRBP; EEF2; RPL13A; RPS9; EIF3D
GO:0022613 ribonucleoprotein complex biogenesis 3.73 2.18e-09 2.29e-07 26/330 RPL5; RPS7; RPSA; RPL14; NPM1; RPL10A; RBMX; RPL10; RPL7; EIF3E; EIF3H; RPL35; RPL7A; EIF3F; EIF3M; RPL6; RPLP0; RPS2; CIRBP; RPS28; GLTSCR2; RPL13A; RPS9; EIF3D; EIF3L; RPL3
GO:0016072 rRNA metabolic process 3.32 2.26e-04 1.51e-02 12/171 RPL5; RPS7; RPSA; RPL14; RPL10A; RPL7; RPL35; RPL7A; RPS2; RPS28; GLTSCR2; RPS9
GO:0010608 posttranscriptional regulation of gene expression 3.31 1.51e-06 1.11e-04 20/286 YBX1; RPL5; H3F3A; EIF1B; EIF4A2; NPM1; GNB2L1; RPS4X; RPL10; PABPC1; EIF3E; EIF3H; POLR2L; RPS3; EIF1; CIRBP; EEF2; RPL13A; RPS9; EIF3D

Factor 20 : 2 significant GO terms
GeneSet description enrichRatio pValue FDR GeneRatio geneSymbols
GO:0008277 regulation of G protein-coupled receptor signaling pathway 7.57 2.99e-05 0.0220 7/45 STMN1; RGS16; RGS2; ATP2B4; ABHD6; RGS10; CALM1
GO:0003012 muscle system process 4.35 8.47e-05 0.0311 10/112 RGS2; ATP2B4; AGT; RYR2; MYL1; NEUROG1; CAMK2B; CALM1; SSTR2; PDE9A

Summary:
Factor 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20
Signif_GO_terms 7 28 10 40 18 12 19 4 35 0 12 5 0 0 3 0 0 11 0 2

5.1.1 Factors of interest

4, 9, 15

6 Gene Set Enrichment Analysis by Perturbation

Target genes: Genes w/ LFSR < 0.05 under each perturbation marker gene;
Backgroud genes: all 6000 genes used in factor analysis;
Statistical test: hypergeometric test (over-representation test);
Only GO terms/pathways that satisfy fold change \(\geq\) 2 and test FDR \(<\) 0.05 are shown below.

6.1 GO Slim Over-Representation Analysis

Gene sets: Gene ontology "Biological Process" (non-redundant).

6.1.1 Early stage cells

ADNP : 12 significant GO terms
GeneSet description enrichRatio pValue FDR GeneRatio geneSymbols
GO:0007218 neuropeptide signaling pathway 12.10 2.04e-04 0.028393 4/10 GAL; NMB; SSTR2; PTH2
GO:0008277 regulation of G protein-coupled receptor signaling pathway 4.72 5.84e-04 0.038949 7/45 STMN1; RGS16; RGS2; ATP2B4; CNTN2; ABHD6; DNM1
GO:0030534 adult behavior 4.72 5.84e-04 0.038949 7/45 CNTN2; ID2; HDAC2; PBX3; LGI4; SEZ6L; CSTB
GO:0003012 muscle system process 4.34 5.63e-07 0.000413 16/112 RGS2; ATP2B4; AGT; IGFBP5; CAMK2D; SORBS2; COL4A3BP; HDAC2; CAMK2B; MTPN; TPM2; VCL; ACTC1; SSTR2; TNNC2; PDE9A
GO:0003007 heart morphogenesis 4.27 2.13e-04 0.028393 9/64 JUN; ID2; NRP2; ROBO1; IFT57; COL4A3BP; OLFM1; SIX1; ACTC1
GO:0097305 response to alcohol 3.90 4.24e-04 0.034555 9/70 RGS2; EEF1B2; SPARC; HDAC2; LANCL2; TNC; GSTP1; ACTC1; MT-ND4
GO:0050673 epithelial cell proliferation 3.88 4.98e-05 0.012178 12/94 JUN; VASH2; ID2; NRP2; IGFBP5; SCG2; ROBO1; IFT57; SPARC; SIX1; PGF; SERPINF1
GO:0001101 response to acid chemical 3.34 3.95e-04 0.034555 11/100 FABP3; ATP2B4; CASP3; SPARC; HDAC2; LANCL2; TNC; GSTP1; SIX1; SERPINF1; BAIAP2
GO:0090130 tissue migration 3.34 7.33e-04 0.044844 10/91 JUN; AGT; ZEB2; NRP2; SCG2; IQSEC1; ROBO1; SPARC; ACTC1; SERPINF1
GO:0001525 angiogenesis 3.31 2.32e-04 0.028393 12/110 JUN; SHC1; EFNA3; VASH2; AGT; NRP2; SCG2; ROBO1; SPARC; VAV2; PGF; SERPINF1
GO:0061564 axon development 3.08 3.13e-06 0.001149 21/207 STMN1; JUN; S100A6; SHC1; EFNA3; CNTN2; ZEB2; NRP2; ROBO1; SPON2; CASP3; ETV1; TNC; OLFM1; NCAM1; ANK3; VCL; LINGO1; BAIAP2; DCC; ADARB1
GO:0099177 regulation of trans-synaptic signaling 2.80 4.23e-04 0.034555 14/152 PRKCZ; CNTN2; AGT; ABHD6; CPLX1; CPLX2; CAMK2B; DNM1; SYT7; NTF3; RAB26; BAIAP2; CELF4; DCC

ARID1B : 24 significant GO terms
GeneSet description enrichRatio pValue FDR GeneRatio geneSymbols
GO:0010257 NADH dehydrogenase complex assembly 4.83 9.74e-14 2.38e-11 28/60 NDUFS5; NDUFB3; NDUFAF3; NDUFB4; NDUFS6; NDUFA2; NDUFB2; NDUFB11; NDUFA1; NDUFB9; TMEM261; NDUFB6; NDUFA8; NDUFS8; NDUFC2; NDUFB8; NDUFB1; NDUFB10; NDUFAB1; NDUFS7; NDUFA11; NDUFA7; NDUFB7; NDUFA13; NDUFA3; NDUFA6; MT-ND3; MT-ND6
GO:0010644 cell communication by electrical coupling 4.78 7.47e-04 3.05e-02 6/13 ATP1B1; FKBP1B; DBN1; SRI; ANK3; CALM1
GO:0033108 mitochondrial respiratory chain complex assembly 4.17 1.95e-14 7.17e-12 35/87 NDUFS5; COX20; NDUFB3; NDUFAF3; COX17; NDUFB4; NDUFS6; NDUFA2; UQCC2; NDUFB2; NDUFB11; NDUFA1; NDUFB9; TMEM261; NDUFB6; NDUFA8; NDUFS8; NDUFC2; NDUFB8; COX14; NDUFB1; NDUFB10; NDUFAB1; COA3; NDUFS7; NDUFA11; PET100; NDUFA7; NDUFB7; NDUFA13; NDUFA3; UQCR10; NDUFA6; MT-ND3; MT-ND6
GO:1902600 proton transmembrane transport 4.03 4.15e-12 5.30e-10 30/77 PARK7; COX5B; ATP5G3; COX17; ATP5I; COX7C; COX7A2; NDUFA4; ATP5J2; ATP6V1F; ATP6V0E2; TMSB4X; COX7B; COX6C; COX8A; ATP5L; ATP5B; SLC25A3; COX6A1; COX5A; COX4I1; ATP5G1; ATP5H; ATP5A1; ATP5E; NDUFS7; COX6B1; ATP5J; ATP5O; MT-CO1
GO:0099132 ATP hydrolysis coupled cation transmembrane transport 3.56 1.19e-04 6.25e-03 11/32 ATP5G3; ATP6V1F; ATP6V0E2; ATP5L; ATP5B; ATP2B1; ATP5G1; ATP5H; ATP5A1; ATP5E; ATP5O
GO:0031644 regulation of neurological system process 3.11 1.52e-03 4.31e-02 9/30 PRKCZ; AGT; NRXN1; AKAP9; FABP5; CBLN1; EIF4A3; BAIAP2; CELF4
GO:0009141 nucleoside triphosphate metabolic process 3.07 2.22e-15 1.63e-12 56/189 PARK7; ATPIF1; NDUFS5; UQCRH; ATP1B1; COX5B; ATP5G3; NDUFB3; NDUFB4; ATP5I; SNCA; NDUFS6; COX7C; UQCRQ; NDUFA2; UQCC2; COX7A2; NDUFA4; CYCS; ATP5J2; NDUFB2; TMSB4X; NDUFA1; NDUFB9; NDUFB6; NDUFA8; AK1; NDUFS8; NDUFC2; ATP5L; NDUFB8; TPI1; ATP5B; COX6A1; RAN; NDUFB1; COX5A; NDUFB10; NDUFAB1; DCTPP1; COX4I1; ATP5G1; NME1; ATP5H; ATP5A1; ATP5E; NDUFS7; NDUFA7; NDUFB7; NDUFA3; UQCR10; NDUFA6; ATP5J; ATP5O; MT-CO1; MT-ND3
GO:0050663 cytokine secretion 2.88 1.62e-03 4.31e-02 10/36 PRKCZ; S100A13; AGT; SELK; BTN2A2; EZR; TMSB4X; CADM1; HMGB1; MIF
GO:0009123 nucleoside monophosphate metabolic process 2.87 1.65e-13 3.04e-11 54/195 PARK7; ATPIF1; NDUFS5; UQCRH; ATP1B1; COX5B; ATP5G3; NDUFB3; NDUFB4; ATP5I; SNCA; NDUFS6; COX7C; UQCRQ; NDUFA2; UQCC2; COX7A2; HDDC2; NDUFA4; CYCS; ATP5J2; NDUFB2; TMSB4X; NDUFA1; NDUFB9; NDUFB6; NDUFA8; AK1; NDUFS8; NDUFC2; ATP5L; NDUFB8; TPI1; ATP5B; COX6A1; NDUFB1; COX5A; NDUFB10; NDUFAB1; COX4I1; ATP5G1; ATP5H; ATP5A1; ATP5E; NDUFS7; NDUFA7; NDUFB7; NDUFA3; UQCR10; NDUFA6; ATP5J; ATP5O; MT-CO1; MT-ND3
GO:0070972 protein localization to endoplasmic reticulum 2.70 1.47e-07 1.20e-05 31/119 RPL5; RPS27A; RPL15; RPSA; SPCS1; RPL9; RPS3A; RPS12; SEC61G; RPS4X; RPL7; SEC61B; RPL35; RPL12; RPL7A; RPLP2; RPS3; RPS26; RPLP0; SRP14; RPL4; RPS2; RPL13; RPL23A; RPL19; RPS21; RPS19; RPL18; RPL13A; RPL28; RPL3
GO:0035637 multicellular organismal signaling 2.65 1.99e-03 4.88e-02 11/43 ATP1B1; AGT; FKBP1B; SCN3A; SCN9A; SRI; AKAP9; ANK3; ATP2B1; CALM1; SOD1
GO:0007006 mitochondrial membrane organization 2.53 4.52e-05 2.62e-03 21/86 ATPIF1; ATP5G3; ATP5I; SNCA; DYNLT1; ATP5J2; YWHAZ; TIMM10; ATP5L; ATP5B; CALM1; ATP5G1; ATP5H; ATP5A1; ROMO1; ATP5E; TIMM13; NDUFA13; PDCD5; ATP5J; ATP5O
GO:0006091 generation of precursor metabolites and energy 2.50 4.34e-12 5.30e-10 60/248 PARK7; SH3BGRL3; ATPIF1; NDUFS5; UQCRH; COX20; COX5B; NDUFB3; COX17; NDUFB4; ATP5I; SNCA; NDUFS6; COX7C; GLRX; UQCRQ; NDUFA2; UQCC2; COX7A2; NDUFA4; CYCS; ATP5J2; NDUFB2; COX7B; NDUFA1; COX6C; NDUFB9; NDUFB6; NDUFA8; COX8A; NDUFS8; NDUFC2; ATP5L; CISD1; NDUFB8; TPI1; BLOC1S1; ATP5B; COX6A1; HMGB1; NDUFB1; COX5A; NDUFB10; NDUFAB1; COX4I1; ATP5H; ATP5A1; ATP5E; NDUFS7; UQCR11; NDUFA7; NDUFB7; COX6B1; NDUFA3; UQCR10; NDUFA6; ATP5J; ATP5O; MT-CO1; MT-ND3
GO:0010959 regulation of metal ion transport 2.41 4.63e-05 2.62e-03 23/99 SEPN1; ATP1B1; AGT; FKBP1B; GNAI2; SNCA; GLRX; CAMK2B; SRI; AKAP9; SARAF; CHD7; ANK3; KCNIP2; CD63; JPH4; AKAP6; CALM1; B2M; NKAIN4; HOMER3; FXYD7; ATF4
GO:0009259 ribonucleotide metabolic process 2.38 6.85e-11 7.18e-09 59/257 PARK7; ATPIF1; NDUFS5; UQCRH; ATP1B1; COX5B; DBI; ATP5G3; NDUFB3; NDUFB4; ATP5I; SCD5; SNCA; NDUFS6; COX7C; HINT1; UQCRQ; NDUFA2; UQCC2; COX7A2; NDUFA4; CYCS; ATP5J2; NDUFB2; TMSB4X; NDUFA1; NDUFB9; NDUFB6; NDUFA8; AK1; NDUFS8; NDUFC2; ATP5L; NDUFB8; TPI1; ATP5B; COX6A1; RAN; NDUFB1; COX5A; NDUFB10; NDUFAB1; COX4I1; ATP5G1; NME1; ATP5H; ATP5A1; ATP5E; NDUFS7; NDUFA7; NDUFB7; NDUFA3; UQCR10; NDUFA6; ATP5J; ATP5O; PDE9A; MT-CO1; MT-ND3
GO:0006413 translational initiation 2.31 1.37e-06 1.01e-04 35/157 RPL5; RPS27A; RPL15; RPSA; EIF1B; EIF4A2; RPL9; RPS3A; RPS12; RPS4X; RPL7; EIF3E; EIF3H; RPL35; RPL12; RPL7A; RPLP2; EIF3F; RPS3; RPS26; RPLP0; EIF3J; RPL4; RPS2; RPL13; RPL23A; RPL19; RPS21; RPS19; RPL18; RPL13A; RPL28; EIF3L; RPL3; ATF4
GO:0043270 positive regulation of ion transport 2.28 1.70e-03 4.31e-02 15/68 PARK7; ATP1B1; AGT; COX17; SNCA; GLRX; SRI; AKAP9; TMSB4X; ANK3; KCNIP2; AKAP6; CALM1; MIF; ATF4
GO:0090150 establishment of protein localization to membrane 2.28 5.50e-08 5.05e-06 45/204 RPL5; ATP1B1; RPS27A; REEP1; RPL15; RPSA; NSG1; RPL9; RPS3A; GNB2L1; CD24; RPS12; FIS1; RPS4X; RPL7; YWHAZ; SEC61B; RPL35; RPL12; RPL7A; RPLP2; TIMM10; RPS3; ANK3; RPS26; RPLP0; CALM1; SRP14; RPL4; RPS2; RAB26; RPL13; RPL23A; RPL19; RAB31; ROMO1; RPS21; TIMM13; NDUFA13; PDCD5; RPS19; RPL18; RPL13A; RPL28; RPL3
GO:0032409 regulation of transporter activity 2.17 1.53e-03 4.31e-02 17/81 PARK7; SEPN1; ATP1B1; FKBP1B; COX17; SNCA; GLRX; ACTB; SRI; AKAP9; TMSB4X; ANK3; KCNIP2; JPH4; AKAP6; CALM1; FXYD7
GO:0072593 reactive oxygen species metabolic process 2.17 1.16e-03 4.07e-02 18/86 PARK7; ATPIF1; PRDX1; GADD45A; AGT; GPX1; GNAI2; SNCA; HSP90AB1; PRDX5; GSTP1; SH3PXD2A; MAPT; ROMO1; PREX1; PRDX2; NDUFA13; SOD1
GO:0019932 second-messenger-mediated signaling 2.14 1.02e-03 3.73e-02 19/92 SEPN1; ATP1B1; AGT; FKBP1B; NEUROD1; GNAI2; SELK; HINT1; SRI; FIS1; NRG1; PEBP1; JPH4; AKAP6; CALM1; MAPT; HOMER3; APLP1; PDE9A
GO:0072507 divalent inorganic cation homeostasis 2.11 6.71e-04 2.90e-02 21/103 SEPN1; ATP1B1; AGT; FKBP1B; SELK; SNCA; CD24; SRI; FIS1; CHD7; ANK3; DDIT3; ATP2B1; HSP90B1; HMGB1; TPT1; JPH4; AKAP6; CALM1; CACNA1A; ATF4
GO:0052547 regulation of peptidase activity 2.05 3.29e-04 1.51e-02 25/126 PARK7; NRDC; LAMTOR5; AGT; HSPE1; GPX1; SNCA; GNB2L1; CYCS; HIP1; FIS1; PCSK1N; NGFRAP1; ANP32B; PRDX5; RPS3; PEBP1; HMGB1; MAPT; NGFR; TIMP2; CST3; NDUFA13; PDCD5; CSTB
GO:0051235 maintenance of location 2.01 1.28e-03 4.27e-02 21/108 PARK7; SEPN1; HNRNPU; FKBP1B; TMSB10; SNCA; SKP1; DBN1; MDFI; EZR; SRI; AKAP9; TMSB4X; CHD7; TXN; ANK3; DDIT3; HSP90B1; JPH4; AKAP6; CALM1

CHD2 : 13 significant GO terms
GeneSet description enrichRatio pValue FDR GeneRatio geneSymbols
GO:0070972 protein localization to endoplasmic reticulum 8.32 0.00e+00 0.00e+00 58/119 RPL22; RPL11; RPS8; RPL5; RPS27; RPS27A; RPL31; RPL37A; RPL32; RPL15; RPSA; RPL14; RPL24; RPL35A; RPL9; RPL34; RPS3A; RPS23; RPS14; RPS10; RPS12; RPS4X; RPL39; RPL10; RPL7; RPL30; RPS6; RPL35; HSPA5; RPL7A; RPL27A; RPS13; RPS3; RPS24; RPL41; RPL6; RPLP0; RPL21; RPS29; RPL4; RPLP1; RPS17; RPS15A; RPL13; RPL26; RPL23A; RPL19; RPL27; RPL38; RPL17; RPS15; RPS28; RPL18A; RPS16; RPS19; RPL18; RPL13A; RPL3
GO:0006413 translational initiation 6.85 0.00e+00 0.00e+00 63/157 RPL22; RPL11; RPS8; RPL5; RPS27; RPS27A; RPL31; RPL37A; RPL32; RPL15; RPSA; EIF1B; RPL14; RPL24; RPL35A; RPL9; EIF4E; RPL34; RPS3A; RPS23; RPS14; RPS10; RPS12; RPS4X; RPL39; RPL10; COPS5; RPL7; RPL30; EIF3E; RPS6; RPL35; RPL7A; RPL27A; RPS13; RPS3; RPS24; RPL41; RPL6; RPLP0; RPL21; RPS29; RPL4; RPLP1; RPS17; RPS15A; RPL13; EIF4A1; RPL26; RPL23A; RPL19; RPL27; RPL38; RPL17; RPS15; RPS28; RPL18A; RPS16; RPS19; RPL18; RPL13A; RPL3; ATF4
GO:0002181 cytoplasmic translation 5.85 1.02e-13 1.24e-11 25/73 RPL11; RPL31; RPL32; RPL15; TMA7; RPL24; RPL35A; RPL9; RPS23; RPL39; RPL30; EIF3E; RPL41; RPL6; RPLP0; RPS29; RPLP1; RPL26; RPL19; RPL38; RPL17; RPS28; RPL18A; RPL18; RPL13A
GO:0090150 establishment of protein localization to membrane 4.94 0.00e+00 0.00e+00 59/204 RPL22; RPL11; RPS8; RPL5; RPS27; RPS27A; RPL31; RPL37A; RPL32; RPL15; RPSA; RPL14; RPL24; RPL35A; RPL9; RPL34; RPS3A; RPS23; RPS14; RPS10; RPS12; RPS4X; RPL39; RPL10; RPL7; RPL30; RPS6; RPL35; RPL7A; RPL27A; RPS13; RPS3; RPS24; RPL41; RPL6; RPLP0; RPL21; RPS29; CALM1; RPL4; RPLP1; RPS17; RPS15A; RPL13; VAMP2; RPL26; RPL23A; RPL19; RPL27; RPL38; RPL17; RPS15; RPS28; RPL18A; RPS16; RPS19; RPL18; RPL13A; RPL3
GO:0006401 RNA catabolic process 4.34 0.00e+00 0.00e+00 60/236 RPL22; RPL11; RPS8; RPL5; RPS27; RPS27A; RPL31; RPL37A; RPL32; RPL15; RPSA; RPL14; PCBP4; RPL24; RPL35A; RPL9; RPL34; RPS3A; RPS23; RPS14; RPS10; RPS12; RPS4X; RPL39; RPL10; RPL7; RPL30; EIF3E; RPS6; RPL35; RPL7A; RPL27A; RPS13; RPS3; RPS24; RPL41; RPL6; RPLP0; RPL21; RPS29; SLIRP; RPL4; RPLP1; RPS17; RPS15A; RPL13; RPL26; RPL23A; RPL19; RPL27; RPL38; RPL17; RPS15; RPS28; RPL18A; RPS16; RPS19; RPL18; RPL13A; RPL3
GO:0006605 protein targeting 3.93 0.00e+00 0.00e+00 60/261 RPL22; PEX14; RPL11; RPS8; RPL5; RPS27; RPS27A; RPL31; RPL37A; RPL32; RPL15; RPSA; RPL14; RPL24; PARL; RPL35A; RPL9; RPL34; RPS3A; RPS23; RPS14; RPS10; RPS12; AKAP12; RPS4X; RPL39; RPL10; RPL7; RPL30; RPS6; RPL35; RPL7A; RPL27A; RPS13; RPS3; RPS24; RPL41; RPL6; RPLP0; RPL21; RPS29; RPL4; RPLP1; RPS17; RPS15A; RPL13; RPL26; RPL23A; RPL19; RPL27; RPL38; RPL17; RPS15; RPS28; RPL18A; RPS16; RPS19; RPL18; RPL13A; RPL3
GO:0010959 regulation of metal ion transport 3.10 1.28e-05 1.05e-03 18/99 SEPN1; AGT; GNAI2; SNCA; CAMK2B; AKAP9; CHD7; GAL; KCNIP2; CD63; JPH4; CALM1; B2M; VAMP2; NEDD4L; NKAIN4; FXYD7; ATF4
GO:0034765 regulation of ion transmembrane transport 2.77 3.91e-05 2.87e-03 19/117 EPHB2; SEPN1; RGS2; AGT; SCN3A; CRBN; SNCA; AKAP9; TMSB4X; CHD7; GAL; KCNIP2; CD63; JPH4; CALM1; VAMP2; NEDD4L; CACNA1A; FXYD7
GO:0016072 rRNA metabolic process 2.60 5.05e-06 5.01e-04 26/171 RPL11; RPS8; RPL5; RPS27; RPSA; RPL14; RPL35A; RPS14; RPL7L1; CHD7; RPL7; RPS6; RPL35; RPL7A; RPS24; RPS17; RSL1D1; NOB1; RPL26; ZNHIT3; RPL27; RPS15; RPS28; RPS16; RPS19; GLTSCR2
GO:0010038 response to metal ion 2.40 8.73e-04 4.58e-02 16/114 PEF1; S100A13; ID2; SNCA; HSPA5; SYT7; KCNIP2; CALM1; B2M; SERPINF1; NEDD4L; BSG; JUNB; CALR; ATF4; MT-CO1
GO:0099177 regulation of trans-synaptic signaling 2.25 4.83e-04 2.83e-02 20/152 PRKCZ; EPHB2; AGT; GNAI2; SNCA; EIF4E; CPLX2; GRM4; AKAP12; CAMK2B; AKAP9; SYT7; NTF3; JPH4; CALM1; CBLN1; VAMP2; BAIAP2; CELF4; CACNA1A
GO:0071826 ribonucleoprotein complex subunit organization 2.22 1.65e-04 1.10e-02 24/185 RPL11; RPL5; RPS27; RPSA; RPL24; RPS23; RPS14; MRPL22; RPS10; RPL10; EIF3E; STRAP; RPL6; RPLP0; RPL23A; ZNHIT3; RPL38; CELF4; RPS15; RPS28; RPS19; GLTSCR2; RPL13A; RPL3
GO:0022613 ribonucleoprotein complex biogenesis 2.07 5.46e-06 5.01e-04 40/330 RPL11; RPS8; RPL5; RPS27; RPSA; RPL14; RPL24; RPL35A; RPS23; RPS14; MRPL22; RPS10; RPL7L1; RPL10; CHD7; RPL7; EIF3E; RPS6; RPL35; RPL7A; RPS24; STRAP; RPL6; RPLP0; RPS17; RSL1D1; NOB1; RPL26; RPL23A; ZNHIT3; RPL27; RPL38; CELF4; RPS15; RPS28; RPS16; RPS19; GLTSCR2; RPL13A; RPL3

DYRK1A : 9 significant GO terms
GeneSet description enrichRatio pValue FDR GeneRatio geneSymbols
GO:0051131 chaperone-mediated protein complex assembly 12.50 1.93e-04 0.017703 4/11 HSPD1; HSP90AB1; CCT2; HSP90AA1
GO:0070670 response to interleukin-4 12.50 1.93e-04 0.017703 4/11 HSP90AB1; HSPA5; TUBA1B; XBP1
GO:0071897 DNA biosynthetic process 4.50 2.57e-05 0.008269 11/84 CENPF; HNRNPD; HSP90AB1; HNRNPA2B1; PPIA; DKC1; UBE2L6; HNRNPA1; CCT2; HNRNPC; HSP90AA1
GO:0006457 protein folding 4.24 3.49e-07 0.000256 17/138 PDIA6; FKBP1B; HSPD1; HSPE1; CANX; HSP90AB1; PPIA; PRDX4; HSPA5; HSPA8; PFDN5; CCT2; HSP90B1; HSP90AA1; PDIA3; PPIB; CALR
GO:0032200 telomere organization 4.18 2.55e-04 0.020819 9/74 GNL3; HNRNPD; HSP90AB1; HNRNPA2B1; DKC1; HNRNPA1; CCT2; HNRNPC; HSP90AA1
GO:0006403 RNA localization 3.31 3.85e-05 0.008269 15/156 SFPQ; SRSF7; SSB; HNRNPA3; NOP58; NPM1; SRSF3; HNRNPA2B1; DKC1; HNRNPA1; PA2G4; CCT2; RAN; SRSF2; FBL
GO:1903311 regulation of mRNA metabolic process 3.11 4.51e-05 0.008269 16/177 SERBP1; PRDX6; SRSF7; PCBP4; HNRNPD; NPM1; SRSF3; HNRNPA2B1; PABPC1; HSPA8; HNRNPA1; HNRNPC; RBM25; C1QBP; SRSF2; HNRNPM
GO:0006401 RNA catabolic process 2.62 1.40e-04 0.017109 18/236 SERBP1; SSB; PCBP4; HNRNPD; RPL37; NPM1; RPS4X; RPL39; RPL10; DKC1; PABPC1; RPS13; HSPA8; HNRNPC; HNRNPM; C19orf43; RPS9; RPL28
GO:0010608 posttranscriptional regulation of gene expression 2.53 6.48e-05 0.009508 21/286 SERBP1; EPRS; EIF5B; NCL; PCBP4; HNRNPD; NPM1; SOX4; HNRNPA2B1; RPS4X; RPL10; DKC1; PABPC1; HSPA8; PA2G4; RAN; HNRNPC; C1QBP; HNRNPM; CALR; RPS9

PTEN : 12 significant GO terms
GeneSet description enrichRatio pValue FDR GeneRatio geneSymbols
GO:0006414 translational elongation 3.41 1.11e-15 2.72e-13 47/109 AURKAIP1; MRPS15; MRPL37; MRPL9; MRPS5; MRPS9; MRPL44; MRPS22; MRPL47; MRPS18C; MRPS30; MRPL22; GNB2L1; MRPS18B; MRPS10; MRPL2; MRPS18A; EEF1A1; MRPL18; MRPL32; MRPL13; MRPL50; MRPS2; RPLP2; MRPL21; MRPL51; MRPS35; MRPL42; MRPL52; MRPL46; MRPS11; MRPL28; MRPS34; EIF5A; ERAL1; MRPL10; MRPL27; MRPS23; ICT1; MRPS7; MRPL12; MRPS26; EEF2; GADD45GIP1; MRPL40; MRPL39; MRPS6
GO:0070972 protein localization to endoplasmic reticulum 3.33 4.44e-16 1.63e-13 50/119 RPS8; RPL5; RPS27; RPS7; RPL31; RPL32; RPL15; RPL14; RPL29; RPL24; SEC62; RPL35A; SRP72; RPL34; ANK2; RPS23; RPS14; RPS18; RPL10A; RPS4X; RPL36A; RPL39; RPL10; RPS20; RPL7; RPL30; RPL12; RPL7A; RPLP2; SPCS2; RPS3; RPS25; RPS24; RPS26; RPL6; RPLP0; RPS27L; RPL4; RPS2; RPS15A; RPL26; RPL23; RPS21; ASNA1; KDELR1; RPL18; RPS11; RPS9; RPL28; RPS5; RPL3
GO:0140053 mitochondrial gene expression 3.14 9.36e-14 1.72e-11 46/116 AURKAIP1; MRPS15; MRPL37; MRPL9; MRPS5; MRPS9; MRPL44; MRPS22; MRPL47; MRPS18C; MRPS30; MRPL22; MRPS18B; MRPS10; MRPL2; MRPS18A; MRPL18; MALSU1; MRPL32; TBRG4; HSD17B10; MRPL13; MRPL50; MRPS2; MRPL21; MRPL51; MRPS35; MRPL42; MRPL52; MRPL46; MRPS11; MRPL28; MRPS34; ERAL1; MRPL10; MRPL27; MRPS23; ICT1; MRPS7; MRPL12; MRPS26; UQCC1; GADD45GIP1; MRPL40; MRPL39; MRPS6
GO:0006413 translational initiation 3.13 0.00e+00 0.00e+00 62/157 EIF3I; RPS8; RPL5; RPS27; RPS7; DDX1; RPL31; RPL32; RPL15; RPL14; RPL29; RPL24; EIF4A2; RPL35A; EIF4E; RPL34; RPS23; RPS14; RPS18; RPL10A; HSPB1; RPS4X; RPL36A; RPL39; RPL10; EIF4EBP1; RPS20; COPS5; RPL7; RPL30; PABPC1; RPL12; RPL7A; RPLP2; EIF3F; POLR2G; PPP1CA; RPS3; RPS25; CDC123; RPS24; RPS26; RPL6; RPLP0; EIF5; EIF3J; RPS27L; RPL4; RPS2; RPS15A; EIF4A1; RPL26; RPL23; EIF6; RPS21; RPL18; RPS11; RPS9; RPL28; RPS5; EIF3L; RPL3; ATF4
GO:0010257 NADH dehydrogenase complex assembly 3.04 3.50e-07 2.33e-05 23/60 NDUFS2; NDUFB4; NDUFB5; NDUFC1; NDUFS6; NDUFS4; NDUFA5; NDUFB11; NDUFB9; NDUFA8; NDUFS3; NDUFV1; NDUFS8; NDUFC2; TMEM126B; NDUFA9; NDUFA12; NDUFAB1; NDUFV2; NDUFS7; NDUFA13; NDUFA6; MT-ND4
GO:0002181 cytoplasmic translation 2.71 1.31e-06 7.41e-05 25/73 EIF3I; RPL31; RPL32; RPL15; TMA7; RPL29; RPL24; RPL35A; RPS23; RPL10A; RPL36A; RPL39; EIF4EBP1; RPL30; EIF3F; RPS26; RPL6; RPLP0; EIF5; EIF3J; RPL26; RPS21; EEF2; RPL18; EIF3L
GO:0090150 establishment of protein localization to membrane 2.37 1.91e-11 2.80e-09 61/204 HPCA; RPS8; RPL5; RPS27; RPS7; RPL31; C2orf47; RPL32; RPL15; RPL14; RPL29; RPL24; SEC62; RPL35A; SRP72; RPL34; RPS23; RPS14; GNB2L1; RPS18; RPL10A; CD24; GOPC; RPS4X; RPL36A; RPL39; RPL10; RPS20; RPL7; RPL30; RPL12; RPL7A; RPLP2; BAD; RPS3; RPS25; RPS24; RPS26; RPL6; RPLP0; CALM1; RPS27L; RPL4; RPS2; RPS15A; VPS35; TIMM22; VAMP2; RPL26; RPL23; NMT1; RPS21; ASNA1; RAB8A; NDUFA13; PDCD5; RPL18; RPS11; RPS9; RPL28; RPS5; RPL3
GO:0033108 mitochondrial respiratory chain complex assembly 2.18 1.24e-04 5.07e-03 24/87 NDUFS2; NDUFB4; NDUFB5; NDUFC1; NDUFS6; NDUFS4; NDUFA5; NDUFB11; NDUFB9; NDUFA8; NDUFS3; NDUFV1; NDUFS8; NDUFC2; TMEM126B; NDUFA9; NDUFA12; NDUFAB1; NDUFV2; UQCC1; NDUFS7; NDUFA13; NDUFA6; MT-ND4
GO:0016072 rRNA metabolic process 2.18 8.45e-08 6.89e-06 47/171 RPS8; RPF1; RPL5; RPS27; RPS7; WDR43; MRPS9; NIFK; RPL14; EXOSC7; RRP9; RPL35A; RPS14; ABT1; RPL10A; BYSL; RPL7L1; GTF3C6; DDX56; CHD7; RPL7; DCAF13; EXOSC4; RPL7A; WDR74; TRMT112; GTPBP4; RPS24; EXOSC1; NPM3; EXOSC8; NGDN; NOP10; RPS27L; MRPS11; RPS2; RSL1D1; NOB1; RPL26; DDX52; MAPT; UTP18; RPS21; C19orf43; GLTSCR2; RPS9; RRP1B; RRP1
GO:0006605 protein targeting 2.12 1.49e-10 1.82e-08 70/261 PEX14; HMGCL; ATPIF1; HPCA; RPS8; RPL5; RPS27; TIMM17A; RPS7; RPL31; RPL32; RPL15; RPL14; RPL29; RPL24; SEC62; PARL; RPL35A; SRP72; SCARB2; RPL34; RPS23; RPS14; RPS18; RPL10A; AKAP12; TOMM7; PMPCB; SLC25A6; TIMM17B; RPS4X; RPL36A; RPL39; RPL10; RPS20; RPL7; RPL30; RPL12; RPL7A; PMPCA; RPLP2; AIP; SPCS2; RPS3; RPS25; RPS24; RPS26; RPL6; RPLP0; DNAJC15; RPS27L; RPL4; RPS2; RPS15A; TIMM22; RPL26; RPL23; RPS21; TIMM44; ASNA1; NDUFA13; PDCD5; ECH1; TIMM50; RPL18; RPS11; RPS9; RPL28; RPS5; UBE2L3; RPL3
GO:0009141 nucleoside triphosphate metabolic process 2.10 1.22e-07 8.95e-06 50/189 ATPIF1; NDUFS2; PARP1; GUK1; DGUOK; SUCLG1; COX5B; ATP5G3; DTYMK; NDUFB4; NDUFB5; ATP5I; SNCA; NDUFC1; SDHA; NDUFS6; NDUFS4; UQCRQ; PMPCB; NDUFA5; TMSB4X; NDUFB9; CYC1; NDUFA8; NDUFS3; BAD; NDUFV1; NDUFS8; NDUFC2; SDHD; NDUFA9; ATP5B; NDUFA12; COX6A1; DNAJC15; COX5A; NDUFAB1; COQ9; NCOR1; ATP5G1; NDUFV2; ITPA; EIF6; NDUFS7; SIRT6; UQCRFS1; NDUFA6; ATP5O; MT-CO3; MT-ND4
GO:0006401 RNA catabolic process 2.08 4.49e-09 4.71e-07 62/236 PPP1R8; RPS8; MAGOH; RPL5; RBM8A; RPS27; RPS7; RPL31; RPL32; LSM3; RPL15; RPL14; EXOSC7; PCBP4; RPL29; RPL24; RPL35A; RPL34; RPS23; RPS14; RPS18; RPL10A; TBRG4; HSPB1; RPS4X; RPL36A; RPL39; UPF3B; RPL10; RPS20; RPL7; RPL30; PABPC1; EXOSC4; RPL12; RPL7A; RPLP2; POLR2G; RPS3; RPS25; RPS24; EXOSC1; RPS26; RPL6; RPLP0; EXOSC8; SLIRP; RPS27L; RPL4; RPS2; RNPS1; RPS15A; RPL26; RPL23; RPS21; HNRNPM; C19orf43; RPL18; RPS11; RPS9; RPL28; RPS5; RPL3

Summary:
Marker ADNP ARID1B CHD2 DYRK1A PTEN
Signif_GO_terms 12 24 13 9 12

6.1.2 Late stage cells

ADNP : 69 significant GO terms
GeneSet description enrichRatio pValue FDR GeneRatio geneSymbols
GO:0007218 neuropeptide signaling pathway 6.59 4.47e-04 1.03e-02 5/10 PCSK1N; GAL; NMB; SSTR2; PTH2
GO:0010644 cell communication by electrical coupling 6.09 1.98e-04 6.55e-03 6/13 ATP1B1; RYR2; FKBP1B; CAMK2D; SRI; ANK3
GO:0002448 mast cell mediated immunity 5.27 4.73e-03 4.88e-02 4/10 S100A13; SPON2; CPLX2; VAMP2
GO:0014075 response to amine 5.27 4.73e-03 4.88e-02 4/10 RGS2; HDAC2; RGS10; ASIC1
GO:0045576 mast cell activation 5.27 4.73e-03 4.88e-02 4/10 S100A13; CPLX2; VAMP2; PVRL2
GO:0031016 pancreas development 3.96 2.84e-03 3.72e-02 6/20 WLS; NEUROD1; CTNNB1; SOX4; ONECUT2; XBP1
GO:0021953 central nervous system neuron differentiation 3.91 1.26e-06 2.03e-04 16/54 LMO4; CNTN2; ZEB2; MAP2; CTNNB1; ROBO1; SOX4; MDGA1; FZD1; MTPN; MYCBP2; POU4F1; HSP90AA1; CBLN1; MAPT; ADARB1
GO:0014074 response to purine-containing compound 3.72 9.92e-05 4.05e-03 11/39 SEPN1; JUN; RYR2; IGFBP5; SPARC; HDAC2; EZR; AKAP9; HSPA5; HSP90B1; BSG
GO:0035637 multicellular organismal signaling 3.68 5.37e-05 2.47e-03 12/43 ATP1B1; AGT; RYR2; FKBP1B; SCN3A; SCN9A; CHRNA1; ANK2; CAMK2D; SRI; AKAP9; ANK3
GO:0048678 response to axon injury 3.64 1.05e-03 1.80e-02 8/29 PTPRF; JUN; FKBP1B; GAP43; NREP; NEFL; TNC; RTN4R
GO:0098742 cell-cell adhesion via plasma-membrane adhesion molecules 3.63 1.28e-04 4.93e-03 11/40 PTPRF; CNTN2; PTPRG; ROBO1; ALCAM; MDGA1; CADM1; PCDH17; CBLN1; BSG; PVRL2
GO:0030865 cortical cytoskeleton organization 3.60 4.80e-03 4.88e-02 6/22 EPB41; RAB13; WDR1; EZR; EPB41L3; CALR
GO:0003007 heart morphogenesis 3.50 3.17e-06 3.88e-04 17/64 JUN; GNG5; RYR2; ID2; CTNNB1; ROBO1; IFT57; COL4A3BP; SOX4; FZD1; NRG1; CHD7; OLFM1; POU4F1; SIX1; ACTC1; TEAD2
GO:0031099 regeneration 3.47 1.37e-05 9.54e-04 15/57 SEPN1; PTPRF; JUN; FKBP1B; GPX1; GAP43; NREP; MTPN; NEFL; TNC; GSTP1; PGF; PKM; ENO3; RTN4R
GO:0010959 regulation of metal ion transport 3.33 4.41e-08 1.08e-05 25/99 SEPN1; ATP1B1; AGT; RYR2; FKBP1B; CTNNB1; GNAI2; SNCA; ANK2; CAMK2D; GLRX; CAMK2B; SRI; AKAP9; CHD7; GAL; FXYD6; ANK3; KCNIP2; CD63; JPH4; B2M; VAMP2; NKAIN4; FXYD7
GO:0003012 muscle system process 3.30 8.44e-09 3.10e-06 28/112 ENO1; LMNA; ATP1B1; RGS2; AGT; RYR2; FKBP1B; CHRNA1; MYL1; IGFBP5; ANK2; CAMK2D; SORBS2; COL4A3BP; HDAC2; CAMK2B; SRI; CALD1; MTPN; TPM2; VCL; KCNIP2; ACTC1; SSTR2; MYL12A; MYL12B; TNNC2; PDE9A
GO:0030534 adult behavior 3.22 3.97e-04 9.49e-03 11/45 CNTN2; ID2; SNCA; HDAC2; CHD7; PBX3; PCDH17; EFNB3; LGI4; SEZ6L; CSTB
GO:2001023 regulation of response to drug 3.18 4.93e-03 4.88e-02 7/29 RGS2; AGT; NCOA1; SNCA; TXN; SYT7; GAL
GO:0046683 response to organophosphorus 3.10 3.19e-03 3.90e-02 8/34 JUN; IGFBP5; SPARC; EZR; AKAP9; HSPA5; HSP90B1; BSG
GO:0045165 cell fate commitment 3.09 5.93e-04 1.21e-02 11/47 LMO4; ID2; NEUROD1; CTNNB1; GAP43; CASP3; EBF2; NRG1; POU4F1; SIX1; ONECUT2
GO:0007626 locomotory behavior 2.98 1.64e-04 5.73e-03 14/62 CNTN2; ID2; SNCA; SOBP; NRG1; CHD7; PBX3; ZNF385A; NOVA1; EFNB3; SNAP25; LGI4; SEZ6L; CSTB
GO:0002576 platelet degranulation 2.93 4.65e-03 4.88e-02 8/36 TAGLN2; TUBA4A; MANF; WDR1; SPARC; VCL; CD63; LGALS3BP
GO:0008037 cell recognition 2.93 4.65e-03 4.88e-02 8/36 CNTN2; ROBO1; GAP43; CASP3; CCT5; CADM1; EFNB3; BSG
GO:0045454 cell redox homeostasis 2.89 2.98e-03 3.84e-02 9/41 SH3BGRL3; PRDX1; PDIA6; GPX1; GLRX; PRDX4; TXN; PDIA3; NXN
GO:0009914 hormone transport 2.85 2.25e-05 1.38e-03 19/88 MPC2; AGT; FKBP1B; NEUROD1; CAPN10; CPLX1; SOX4; UQCC2; SRI; CHD7; SYT7; GAL; DYNLL1; NMB; DOC2B; VAMP2; SNAP25; CACNA1A; SELM
GO:0034765 regulation of ion transmembrane transport 2.82 1.39e-06 2.03e-04 25/117 SEPN1; ATP1B1; RGS2; AGT; RYR2; FKBP1B; SCN3A; SCN9A; WDR1; SNCA; ANK2; CAMK2D; GLRX; SRI; AKAP9; CHD7; GAL; FXYD6; ANK3; KCNIP2; CD63; JPH4; VAMP2; CACNA1A; FXYD7
GO:0003205 cardiac chamber development 2.81 2.27e-03 3.21e-02 10/47 LMO4; RYR2; ID2; ROBO1; ANK2; SOX4; FZD1; NRG1; CHD7; POU4F1
GO:0060541 respiratory system development 2.81 2.27e-03 3.21e-02 10/47 SEPN1; IGFBP5; CTNNB1; SPARC; CHD7; TNC; PPP1CA; SIX1; RAB3A; GNG8
GO:0061564 axon development 2.80 1.24e-10 9.08e-08 44/207 STMN1; PTPRF; JUN; S100A6; SHC1; EFNA3; CRABP2; LHX9; CNTN2; FKBP1B; ZEB2; MAP2; TWF2; ROBO1; ALCAM; GAP43; SPON2; CASP3; MAP1B; NREP; EZR; ETV1; NEFM; NEFL; DPYSL2; TNC; SPTAN1; OLFM1; NCAM1; FEZ1; ANK3; VCL; MYCBP2; POU4F1; HSP90AA1; LINGO1; EFNB3; MAPT; NGFR; BAIAP2; BSG; RAB3A; RTN4R; ADARB1
GO:0032409 regulation of transporter activity 2.77 8.88e-05 3.83e-03 17/81 SEPN1; ATP1B1; RYR2; FKBP1B; SNCA; ANK2; CAMK2D; GLRX; SRI; AKAP9; GAL; FXYD6; ANK3; KCNIP2; JPH4; VAMP2; FXYD7
GO:0030902 hindbrain development 2.73 1.10e-03 1.84e-02 12/58 RERE; WLS; NEUROD1; CTNNB1; MTPN; HSPA5; POU4F1; CBLN1; SSTR2; SEZ6L; MT-CO1; MT-ND4
GO:0007517 muscle organ development 2.69 1.37e-05 9.54e-04 22/108 SEPN1; RGS2; RYR2; ZBTB18; CHRNA1; DNER; CTNNB1; GPX1; FAM65B; UQCC2; ETV1; SRI; FZD1; MTPN; NRG1; CHD7; POU4F1; SIX1; ACTC1; TCF12; XBP1; ADARB1
GO:0042391 regulation of membrane potential 2.64 7.70e-06 7.06e-04 24/120 PRKCZ; JUN; ATP1B1; RYR2; FKBP1B; SCN3A; SCN9A; CHRNA1; WDR1; SNCA; ANK2; CAMK2D; GLRX; SRI; AKAP9; ANK3; KCNIP2; ASIC1; CBLN1; MAPT; EIF4A3; BAIAP2; CELF4; CACNA1A
GO:0009410 response to xenobiotic stimulus 2.64 4.01e-04 9.49e-03 15/75 SEPN1; PHGDH; RGS2; EPHX1; RYR2; GPX1; SNCA; HDAC2; EIF4EBP1; FBXO32; HSPA5; GSTP1; RGS10; ASIC1; SERPINF1
GO:0043062 extracellular structure organization 2.64 1.51e-03 2.41e-02 12/60 MFAP2; AGT; CD47; SPARC; GPM6B; PRDX4; TNC; ITGAE; MFAP4; CST3; PLTP; BSG
GO:0006814 sodium ion transport 2.64 2.35e-03 3.26e-02 11/55 ATP1B1; SCN3A; SCN9A; CAMK2D; GLRX; SLC17A6; FXYD6; ANK3; ASIC1; NKAIN4; FXYD7
GO:0015850 organic hydroxy compound transport 2.59 4.27e-03 4.82e-02 10/51 AGT; NCOA1; MFSD10; SNCA; GPM6B; SYT7; GAL; LIMA1; PLTP; SELM
GO:0060537 muscle tissue development 2.54 3.33e-05 1.88e-03 22/114 SEPN1; LMNA; RGS2; AGT; RYR2; ZBTB18; ID2; CHRNA1; IGFBP5; DNER; CTNNB1; GPX1; SORBS2; FAM65B; UQCC2; MTPN; NRG1; CHD7; POU4F1; SIX1; ACTC1; CALR
GO:0060560 developmental growth involved in morphogenesis 2.52 2.98e-04 7.81e-03 17/89 PRKCZ; CRABP2; ZEB2; MAP2; CTNNB1; TWF2; ALCAM; MAP1B; DPYSL2; TNC; OLFM1; GAL; VCL; SIX1; HSP90AA1; MAPT; RTN4R
GO:0090130 tissue migration 2.46 3.92e-04 9.49e-03 17/91 JUN; RAB13; AGT; ZEB2; SCG2; IQSEC1; GPX1; PTPRG; ROBO1; SPARC; GLIPR2; ATP5B; CORO1C; ACTC1; SERPINF1; MAPRE2; CALR
GO:0051235 maintenance of location 2.44 1.39e-04 5.09e-03 20/108 SEPN1; RYR2; FKBP1B; TWF2; SNCA; ANK2; CAMK2D; MDFI; EZR; SRI; AKAP9; CHD7; TXN; HSPA5; ANK3; HSP90B1; JPH4; EPB41L3; CALR; KDELR1
GO:0072507 divalent inorganic cation homeostasis 2.43 2.14e-04 6.55e-03 19/103 SEPN1; SV2A; ATP1B1; AGT; RYR2; FKBP1B; SNCA; ANK2; CAMK2D; SRI; CHD7; ANK3; HSP90B1; TPT1; JPH4; NMB; CALR; CACNA1A; SMDT1
GO:0099177 regulation of trans-synaptic signaling 2.43 7.16e-06 7.06e-04 28/152 PRKCZ; CNTN2; AGT; GNAI2; CPLX1; NSG1; SNCA; CPLX2; GRM4; AKAP12; CAMK2B; AKAP9; DNM1; SYT7; ASIC1; PCDH17; JPH4; RAB26; CBLN1; EFNB3; VAMP2; MAPT; EIF4A3; BAIAP2; CELF4; SNAP25; CACNA1A; RAB3A
GO:0034764 positive regulation of transmembrane transport 2.40 3.51e-03 4.09e-02 12/66 ATP1B1; AGT; RYR2; CAPN10; SNCA; ANK2; GLRX; SRI; AKAP9; GAL; ANK3; KCNIP2
GO:0048568 embryonic organ development 2.39 2.78e-04 7.81e-03 19/105 MFAP2; NES; VASH2; RYR2; ID2; NCOA1; SIX3; NEUROD1; CTNNB1; IFT57; FAM65B; MDFI; SOBP; CHD7; CTHRC1; CDKN1C; SIX1; EIF4A3; TEAD2
GO:0050673 epithelial cell proliferation 2.38 5.82e-04 1.21e-02 17/94 JUN; VASH2; ID2; IGFBP5; SCG2; CTNNB1; GPX1; ROBO1; IFT57; SPARC; EGFL7; CDKN1C; SIX1; PGF; SERPINF1; NGFR; XBP1
GO:0097485 neuron projection guidance 2.38 5.82e-04 1.21e-02 17/94 SHC1; EFNA3; LHX9; CNTN2; ROBO1; ALCAM; GAP43; SPON2; EZR; ETV1; DPYSL2; SPTAN1; NCAM1; FEZ1; MYCBP2; EFNB3; BSG
GO:0042110 T cell activation 2.36 6.61e-04 1.28e-02 17/95 PRKCZ; FKBP1B; SATB1; CTNNB1; CD47; CASP3; SOX4; FAM65B; BTN2A2; CHD7; CD151; CADM1; B2M; EFNB3; PREX1; KDELR1; XBP1
GO:0042692 muscle cell differentiation 2.35 2.32e-04 6.81e-03 20/112 SEPN1; LMNA; RGS2; AGT; IGFBP5; DNER; CTNNB1; GPX1; WDR1; ANK2; CASP3; SORBS2; FAM65B; MTPN; NRG1; SIX1; ACTC1; WFIKKN1; CALR; XBP1
GO:0015849 organic acid transport 2.33 4.52e-03 4.88e-02 12/68 FABP3; SV2A; MPC2; RGS2; AGT; NCOA1; SNCA; SLC17A6; NMB; VAMP2; BSG; RAB3A
GO:0072511 divalent inorganic cation transport 2.31 2.97e-04 7.81e-03 20/114 SEPN1; ATP1B1; AGT; RYR2; FKBP1B; TMEM163; CTNNB1; GNAI2; SNCA; ANK2; CAMK2D; GPM6A; CAMK2B; SRI; CHD7; ASIC1; TPT1; JPH4; CACNA1A; SMDT1
GO:0019932 second-messenger-mediated signaling 2.29 1.30e-03 2.12e-02 16/92 SEPN1; ATP1B1; RGS2; AGT; RYR2; FKBP1B; NEUROD1; GNAI2; ANK2; CAMK2D; SRI; NRG1; GAL; JPH4; MAPT; PDE9A
GO:0001525 angiogenesis 2.28 5.14e-04 1.14e-02 19/110 JUN; SHC1; EFNA3; VASH2; AGT; SCG2; CTNNB1; GPX1; ROBO1; SPARC; VAV2; EGFL7; ATP5B; PGF; PKM; SERPINF1; NGFR; RNF213; XBP1
GO:0051047 positive regulation of secretion 2.26 7.87e-04 1.44e-02 18/105 PRKCZ; WLS; MPC2; AGT; CAPN10; GNAI2; SNCA; SOX4; EZR; SRI; SYT7; GAL; CADM1; DYNLL1; NMB; DOC2B; RAB3A; XBP1
GO:0023061 signal release 2.24 4.82e-05 2.36e-03 27/159 WLS; SV2A; MPC2; AGT; FKBP1B; NEUROD1; CAPN10; CPLX1; SNCA; CPLX2; SOX4; UQCC2; GRM4; SRI; CHD7; SYT7; GAL; ASIC1; DYNLL1; TRIM9; NMB; DOC2B; VAMP2; SNAP25; CACNA1A; RAB3A; SELM
GO:0042063 gliogenesis 2.22 2.52e-03 3.43e-02 15/89 MXRA8; POU3F1; PHGDH; CNTN2; ID2; DNER; CTNNB1; GAP43; WDR1; SOX4; HDAC2; NRG1; GSTP1; MAPT; LGI4
GO:0003013 circulatory system process 2.22 1.85e-03 2.73e-02 16/95 ATP1B1; RGS2; AGT; RYR2; ID2; FKBP1B; MYL1; GPX1; GNAI2; ANK2; CAMK2D; SRI; AKAP9; CHD7; KCNIP2; ACTC1
GO:0006898 receptor-mediated endocytosis 2.22 1.85e-03 2.73e-02 16/95 CNTN2; SNCA; SPARC; EZR; HIP1; DNM1; CALY; BICD1; CD63; HSP90B1; HSP90AA1; B2M; LGALS3BP; RAB31; SNAP25; CALR
GO:0002791 regulation of peptide secretion 2.22 7.26e-04 1.37e-02 19/113 PRKCZ; WLS; MPC2; FKBP1B; NEUROD1; CAPN10; SOX4; BTN2A2; UQCC2; EZR; SRI; CHD7; SYT7; CADM1; DYNLL1; DOC2B; SNAP25; CACNA1A; XBP1
GO:0010038 response to metal ion 2.20 8.12e-04 1.45e-02 19/114 JUN; S100A13; RYR2; ID2; SNCA; CAMK2D; CASP3; SPARC; HSPA5; SYT7; PPP1CA; ANK3; KCNIP2; B2M; SERPINF1; MAPT; BSG; CALR; MT-CO1
GO:0050808 synapse organization 2.17 2.14e-04 6.55e-03 24/146 PTPRF; CNTN2; CHRNA1; DNER; CTNNB1; GAP43; SNCA; GPM6A; SPARC; MDGA1; CAMK2B; FZD1; NEFL; NRG1; TNC; ANK3; PCDH17; POU4F1; SIX1; CBLN1; MAPT; BAIAP2; RAB3A; SEZ6L
GO:0010975 regulation of neuron projection development 2.16 1.43e-05 9.54e-04 33/201 PTPRF; CRABP2; RGS2; CNTN2; AGT; FKBP1B; ZEB2; MAP2; ITM2C; TWF2; PTPRG; ROBO1; TNIK; MAP1B; NR2F1; HDAC2; CAMK2B; FZD1; NEFL; DPYSL2; HSPA5; OLFM1; MYCBP2; B2M; LINGO1; SERPINF1; EFNB3; MAPT; NGFR; BAIAP2; SNAP25; PREX1; RTN4R
GO:0010721 negative regulation of cell development 2.16 1.01e-03 1.76e-02 19/116 RGS2; CNTN2; ID2; SIX3; MAP2; ITM2C; CTNNB1; PTPRG; NR2F1; HDAC2; NRG1; GAL; CORO1C; B2M; LINGO1; EFNB3; NGFR; CALR; RTN4R
GO:0048880 sensory system development 2.15 2.57e-03 3.43e-02 16/98 MFAP2; JUN; NES; SIX3; ZEB2; NEUROD1; CTNNB1; MAB21L2; GPM6A; HDAC2; DCX; CHD7; CDKN1C; POU4F1; SERPINF1; CELF4
GO:0022604 regulation of cell morphogenesis 2.15 4.08e-05 2.14e-03 30/184 EPB41; S100A13; CRABP2; CNTN2; ZEB2; MAP2; ARPC2; TWF2; ROBO1; TNIK; WDR1; MAP1B; SPARC; EZR; CAMK2B; NEFL; DPYSL2; OLFM1; CORO1C; MYCBP2; LINGO1; EFNB3; MAPT; NGFR; BAIAP2; MYL12B; EPB41L3; PREX1; CALR; RTN4R
GO:0021700 developmental maturation 2.15 3.51e-03 4.09e-02 15/92 RERE; CNTN2; ID2; SIX3; CTNNB1; CAMK2B; NEFL; CDKN1C; GAL; KCNIP2; CD63; RAB3A; LGI4; SEZ6L; XBP1
GO:0034330 cell junction organization 2.07 3.89e-03 4.46e-02 16/102 RAB13; AGT; PKP4; IQSEC1; CTNNB1; WDR1; ANK2; GPM6B; CD151; CADM1; VCL; SLK; CORO1C; EPB41L3; MAPRE2; PVRL2
GO:0002521 leukocyte differentiation 2.06 3.15e-03 3.90e-02 17/109 PRKCZ; JUN; ID2; SATB1; CMTM7; CTNNB1; SOX4; BTN2A2; CHD7; TPD52; FAM213A; POU4F1; B2M; PREX1; KDELR1; XBP1; MFNG
GO:0001505 regulation of neurotransmitter levels 2.01 3.09e-03 3.90e-02 18/118 PHGDH; SV2A; RGS2; AGT; CD47; CPLX1; SNCA; CPLX2; GRM4; GPM6B; SYT7; ASIC1; TRIM9; HSP90AA1; DOC2B; VAMP2; SNAP25; RAB3A

CHD2 : 32 significant GO terms
GeneSet description enrichRatio pValue FDR GeneRatio geneSymbols
GO:0070972 protein localization to endoplasmic reticulum 5.15 0.00e+00 0.00e+00 75/119 RPL22; RPL11; RPS8; RPL5; RPS27; RYR2; RPS27A; RPL31; RPL37A; RPL32; RPL15; RPSA; RPL14; RPL29; SPCS1; RPL24; RPL35A; RPL9; RPL34; RPS3A; RPL37; RPS23; RPS14; RPS18; RPL10A; RPS12; SEC61G; RPS4X; RPL36A; RPL39; RPL10; RPS20; RPL7; RPL30; RPL8; RPS6; SEC61B; HSPA5; RPL7A; RPLP2; RPL27A; RPS13; RPS3; RPS25; RPS24; RPL41; RPL6; RPLP0; RPL21; RPS29; SRP14; RPL4; RPLP1; RPS17; RPS2; RPS15A; RPL13; RPL26; RPL23A; RPL23; RPL19; RPL27; RPL38; RPL17; RPS15; RPL36; RPS28; RPL18A; RPS16; RPS19; RPL18; RPL13A; RPS9; RPS5; RPL3
GO:0014075 response to amine 4.90 4.46e-04 1.26e-02 6/10 RGS2; HDAC2; RGS10; CALM1; NME1; SOD1
GO:0010737 protein kinase A signaling 4.46 8.80e-04 2.15e-02 6/11 RAB13; AKAP12; EZR; GAL; AKAP6; MIF
GO:0051339 regulation of lyase activity 4.08 6.28e-04 1.65e-02 7/14 PARK7; HPCA; GNAI2; CAP2; AKAP9; GABBR2; PHPT1
GO:0006413 translational initiation 4.06 0.00e+00 0.00e+00 78/157 RPL22; RPL11; RPS8; RPL5; RPS27; DDX1; RPS27A; RPL31; RPL37A; RPL32; RPL15; RPSA; EIF1B; RPL14; RPL29; RPL24; EIF4A2; RPL35A; RPL9; RPL34; RPS3A; RPL37; RPS23; RPS14; RPS18; RPL10A; RPS12; RPS4X; RPL36A; RPL39; RPL10; EIF4EBP1; RPS20; RPL7; RPL30; EIF3E; EIF3H; RPL8; RPS6; RPL7A; RPLP2; EIF3F; RPL27A; RPS13; RPS3; RPS25; RPS24; RPL41; RPL6; RPLP0; RPL21; RPS29; EIF3J; RPL4; RPLP1; RPS17; RPS2; RPS15A; RPL13; RPL26; RPL23A; RPL23; RPL19; RPL27; RPL38; RPL17; RPS15; RPL36; RPS28; RPL18A; RPS16; RPS19; RPL18; RPL13A; RPS9; RPS5; EIF3L; RPL3
GO:0002181 cytoplasmic translation 3.92 4.22e-14 5.16e-12 35/73 RPL11; RPL31; RPL32; RPL15; RPL29; RPL24; RPL35A; RPL9; RPS23; RPL10A; RPL36A; RPL39; EIF4EBP1; RPL30; EIF3E; EIF3H; RPL8; EIF3F; RPL41; RPL6; RPLP0; RPS29; EIF3J; RPLP1; RPL26; RPL19; RPL38; RPL17; EEF2; RPL36; RPS28; RPL18A; RPL18; RPL13A; EIF3L
GO:0010644 cell communication by electrical coupling 3.77 2.63e-03 4.54e-02 6/13 ATP1B1; RYR2; FKBP1B; CAMK2D; SRI; CALM1
GO:0010257 NADH dehydrogenase complex assembly 3.68 2.31e-10 2.43e-08 27/60 NDUFS5; NDUFB3; NDUFAF3; NDUFB4; NDUFS6; NDUFA2; NDUFA5; NDUFB2; NDUFB11; NDUFA1; NDUFB9; TMEM261; NDUFB6; NDUFS8; NDUFC2; NDUFB8; NDUFB10; NDUFAB1; NDUFS7; NDUFA11; NDUFA7; NDUFB7; NDUFA13; NDUFA3; NDUFA6; MT-ND1; MT-ND3
GO:0090150 establishment of protein localization to membrane 3.52 0.00e+00 0.00e+00 88/204 RPL22; RPL11; HPCA; RPS8; RPL5; RPS27; ATP1B1; RPS27A; REEP1; RPL31; RPL37A; RPL32; RPL15; RPSA; RPL14; RPL29; RPL24; RPL35A; CPLX1; NSG1; RPL9; RPL34; RPS3A; RPL37; RPS23; RPS14; GNB2L1; RPS18; RPL10A; RPS12; FIS1; RPS4X; RPL36A; RPL39; RPL10; RPS20; RPL7; RPL30; YWHAZ; RPL8; RPS6; SEC61B; RPL7A; RPLP2; RPL27A; RPS13; TIMM10; RPS3; RPS25; RPS24; RPL41; RPL6; RPLP0; RPL21; RPS29; CALM1; SRP14; RPL4; RPLP1; RPS17; RPS2; RAB26; RPS15A; RPL13; VAMP2; RPL26; RPL23A; RPL23; RPL19; RPL27; RPL38; RAB31; RPL17; ROMO1; RPS15; TIMM13; RPL36; RPS28; RPL18A; NDUFA13; PDCD5; RPS16; RPS19; RPL18; RPL13A; RPS9; RPS5; RPL3
GO:0021675 nerve development 3.34 6.59e-04 1.67e-02 9/22 EPHB2; NRP2; CTNNB1; RPL24; CHD7; NTF3; POU4F1; SIX1; ADARB1
GO:0021953 central nervous system neuron differentiation 3.03 2.36e-06 1.24e-04 20/54 DRAXIN; EPHB2; LMO4; CNTN2; ZEB2; NRP2; MAP2; CTNNB1; ROBO1; UQCRQ; ID4; MDGA1; FZD1; MTPN; MYCBP2; POU4F1; CBLN1; MAPT; DCC; ADARB1
GO:0014074 response to purine-containing compound 2.93 1.17e-04 4.09e-03 14/39 SEPN1; JUN; RYR2; IGFBP5; SPARC; HDAC2; EZR; AKAP9; HSPA5; HSP90B1; AKAP6; NME1; BSG; SOD1
GO:0050954 sensory perception of mechanical stimulus 2.93 1.17e-04 4.09e-03 14/39 GPX1; WDR1; CASP3; FAM65B; SOBP; CHD7; NDUFB9; TIMM10; TIMM8B; SIX1; RPL38; TIMM13; RAB3A; SOD1
GO:0033108 mitochondrial respiratory chain complex assembly 2.91 1.13e-08 9.21e-07 31/87 NDUFS5; NDUFB3; NDUFAF3; COX17; NDUFB4; NDUFS6; NDUFA2; UQCC2; NDUFA5; NDUFB2; NDUFB11; NDUFA1; NDUFB9; TMEM261; NDUFB6; NDUFS8; NDUFC2; NDUFB8; NDUFB10; NDUFAB1; NDUFS7; NDUFA11; PET100; NDUFA7; NDUFB7; NDUFA13; NDUFA3; UQCR10; NDUFA6; MT-ND1; MT-ND3
GO:0006401 RNA catabolic process 2.84 0.00e+00 0.00e+00 82/236 RPL22; RPL11; YBX1; RPS8; RPL5; RPS27; RPS27A; RPL31; RPL37A; RPL32; LSM3; RPL15; RPSA; RPL14; PCBP4; RPL29; RPL24; RPL35A; RPL9; RPL34; RPS3A; RPL37; RPS23; RPS14; RPS18; RPL10A; RPS12; LSM5; LINC01420; RPS4X; RPL36A; RPL39; RPL10; RPS20; RPL7; RPL30; YWHAZ; EIF3E; RPL8; RPS6; RPL7A; RPLP2; RPL27A; RPS13; RNASEH2C; RPS3; RPS25; RPS24; RPL41; RPL6; RPLP0; RPL21; RPS29; SLIRP; RPL4; RPLP1; RPS17; RPS2; CARHSP1; RPS15A; RPL13; RPL26; RPL23A; RPL23; RPL19; RPL27; RPL38; EIF4A3; RPL17; CIRBP; RPS15; LSM7; RPL36; RPS28; RPL18A; RPS16; RPS19; RPL18; RPL13A; RPS9; RPS5; RPL3
GO:2001023 regulation of response to drug 2.82 1.59e-03 3.65e-02 10/29 PARK7; RGS2; AGT; NCOA1; SNCA; GNB2L1; TXN; SYT7; GAL; SNCG
GO:0006605 protein targeting 2.72 0.00e+00 0.00e+00 87/261 RPL22; RPL11; HPCA; RPS8; RPL5; RPS27; RPS27A; RPL31; RPL37A; RPL32; RPL15; RPSA; RPL14; RPL29; SPCS1; RPL24; RPL35A; RPL9; RPL34; RPS3A; RPL37; RPS23; RPS14; RPS18; RPL10A; RPS12; AKAP12; SEC61G; FIS1; SLC25A6; RPS4X; RPL36A; RPL39; RPL10; RPS20; RPL7; RPL30; YWHAZ; RPL8; RPS6; SEC61B; RPL7A; RPLP2; RPL27A; RPS13; TIMM10; RPS3; TIMM8B; RPS25; RPS24; RPL41; RPL6; RPLP0; RPL21; AKAP6; RPS29; SRP14; RPL4; RPLP1; RPS17; RPS2; RPS15A; RPL13; RPL26; RPL23A; RPL23; RPL19; RPL27; RPL38; RPL17; ROMO1; RPS15; TIMM13; RPL36; RPS28; UBL5; RPL18A; HOMER3; NDUFA13; PDCD5; RPS16; RPS19; RPL18; RPL13A; RPS9; RPS5; RPL3
GO:0046683 response to organophosphorus 2.64 1.70e-03 3.66e-02 11/34 JUN; IGFBP5; SPARC; EZR; AKAP9; HSPA5; HSP90B1; AKAP6; NME1; BSG; SOD1
GO:0003012 muscle system process 2.55 6.15e-08 4.52e-06 35/112 ENO1; TPM3; LMNA; NOS1AP; ATP1B1; RGS2; AGT; RYR2; FKBP1B; MYL1; IGFBP5; CAMK2D; SORBS2; NDUFS6; COL4A3BP; MEF2C; HDAC2; CAMK2B; SRI; CALD1; MTPN; VCL; KCNIP2; MYL6; AKAP6; CALM1; ALDOA; HSBP1; SSTR2; MYL12A; MYL12B; NEDD4L; EEF2; SOD1; PDE9A
GO:0032409 regulation of transporter activity 2.52 6.29e-06 2.57e-04 25/81 PARK7; EPHB2; SEPN1; HPCA; NOS1AP; ATP1B1; RYR2; FKBP1B; COX17; SNCA; CAMK2D; MEF2C; GLRX; SRI; AKAP9; TMSB4X; GAL; FXYD6; KCNIP2; JPH4; AKAP6; CALM1; VAMP2; NEDD4L; FXYD7
GO:0002576 platelet degranulation 2.50 2.83e-03 4.54e-02 11/36 TAGLN2; MANF; WDR1; SPARC; TMSB4X; VCL; CD63; CALM1; ALDOA; LGALS3BP; SOD1
GO:1902600 proton transmembrane transport 2.44 2.68e-05 1.03e-03 23/77 PARK7; COX5B; ATP5G3; COX17; ATP5I; COX7A2; NDUFA4; ATP5J2; ATP6V1F; ATP6V0E2; TMSB4X; COX7B; COX6C; COX8A; ATP5B; COX5A; ATP5G1; ATP5H; ATP5A1; ATP5E; NDUFS7; COX6B1; ATP5J
GO:0010959 regulation of metal ion transport 2.39 3.73e-06 1.82e-04 29/99 SEPN1; HPCA; NOS1AP; ATP1B1; AGT; RYR2; FKBP1B; CTNNB1; GNAI2; SNCA; CAMK2D; GLRX; CAMK2B; SRI; AKAP9; CHD7; GAL; FXYD6; KCNIP2; CD63; JPH4; AKAP6; CALM1; B2M; VAMP2; NEDD4L; NKAIN4; HOMER3; FXYD7
GO:0030534 adult behavior 2.36 2.13e-03 4.33e-02 13/45 PARK7; CNTN2; ID2; NRXN1; SNCA; HDAC2; CHD7; PBX3; SNCG; EFNB3; LGI4; SEZ6L; CSTB
GO:0034765 regulation of ion transmembrane transport 2.30 2.03e-06 1.15e-04 33/117 PARK7; EPHB2; SEPN1; HPCA; NOS1AP; ATP1B1; RGS2; AGT; RYR2; FKBP1B; SCN3A; SCN9A; COX17; WDR1; SNCA; CAMK2D; MEF2C; GLRX; SRI; AKAP9; TMSB4X; CHD7; GAL; FXYD6; KCNIP2; CD63; JPH4; AKAP6; CALM1; VAMP2; NEDD4L; CACNA1A; FXYD7
GO:0031099 regeneration 2.29 9.57e-04 2.27e-02 16/57 SEPN1; PTPRF; JUN; FKBP1B; GPX1; NREP; MTPN; NEFL; TNC; GSTP1; PGF; ENO3; RPL19; PHB; RPS16; RTN4R
GO:0009141 nucleoside triphosphate metabolic process 2.29 1.81e-09 1.66e-07 53/189 PARK7; ENO1; NDUFS5; UQCRH; ATP1B1; COX5B; ATP5G3; NDUFB3; NDUFB4; ATP5I; SNCA; NDUFS6; UQCRQ; NDUFA2; UQCC2; COX7A2; NDUFA4; CYCS; ATP5J2; NDUFA5; NDUFB2; TMSB4X; NDUFA1; NDUFB9; NDUFB6; AK1; NDUFS8; NDUFC2; NDUFB8; TPI1; ATP5B; RAN; COX5A; NME3; NDUFB10; NDUFAB1; ALDOA; DCTPP1; ENO3; ATP5G1; NME1; ATP5H; ATP5A1; ATP5E; NDUFS7; NDUFA7; NDUFB7; NDUFA3; UQCR10; NDUFA6; ATP5J; MT-ND1; MT-ND3
GO:0019932 second-messenger-mediated signaling 2.13 1.96e-04 6.25e-03 24/92 SEPN1; HPCA; NOS1AP; ATP1B1; RGS2; AGT; RYR2; FKBP1B; GNAI2; SELK; CAMK2D; HINT1; SRI; FIS1; NRG1; GAL; JPH4; AKAP6; CALM1; MAPT; GNAS; HOMER3; APLP1; PDE9A
GO:0034764 positive regulation of transmembrane transport 2.10 1.91e-03 4.00e-02 17/66 PARK7; EPHB2; NOS1AP; ATP1B1; AGT; RYR2; CAPN10; COX17; SNCA; GLRX; SRI; AKAP9; TMSB4X; GAL; KCNIP2; AKAP6; CALM1
GO:0009123 nucleoside monophosphate metabolic process 2.09 1.30e-07 8.69e-06 50/195 PARK7; ENO1; NDUFS5; UQCRH; ATP1B1; COX5B; ATP5G3; NDUFB3; NDUFB4; ATP5I; SNCA; NDUFS6; UQCRQ; NDUFA2; UQCC2; COX7A2; HDDC2; NDUFA4; CYCS; ATP5J2; NDUFA5; NDUFB2; TMSB4X; NDUFA1; NDUFB9; NDUFB6; AK1; NDUFS8; NDUFC2; NDUFB8; TPI1; ATP5B; COX5A; NDUFB10; NDUFAB1; ALDOA; ENO3; ATP5G1; ATP5H; ATP5A1; ATP5E; NDUFS7; NDUFA7; NDUFB7; NDUFA3; UQCR10; NDUFA6; ATP5J; MT-ND1; MT-ND3
GO:0097485 neuron projection guidance 2.09 2.79e-04 8.20e-03 24/94 DRAXIN; EPHB2; SHC1; EFNA3; LHX9; CNTN2; NRXN1; KIF5C; NRP2; ROBO1; RPL24; ALCAM; SPON2; PDLIM7; TUBB2B; EZR; ETV1; DPYSL2; SPTAN1; FEZ1; MYCBP2; EFNB3; DCC; BSG
GO:0043270 positive regulation of ion transport 2.04 2.70e-03 4.54e-02 17/68 PARK7; EPHB2; NOS1AP; ATP1B1; AGT; RYR2; COX17; SNCA; GLRX; SRI; AKAP9; TMSB4X; GAL; KCNIP2; AKAP6; CALM1; MIF

PTEN : 23 significant GO terms
GeneSet description enrichRatio pValue FDR GeneRatio geneSymbols
GO:0070972 protein localization to endoplasmic reticulum 4.79 0.00e+00 0.00e+00 85/119 RPL22; RPL11; RPS8; RPL5; RPS27; SRP9; RYR2; RPS7; RPS27A; RPL31; RPL37A; RPL32; RPL15; RPSA; RPL14; RPL29; SPCS1; RPL24; RPL35A; RPL9; RPL34; ANK2; RPS3A; RPL37; RPS23; RPS14; RPS18; RPS10; RPL10A; RPS12; SEC61G; RPS4X; RPL36A; RPL39; RPL10; RPS20; RPL7; RPL30; RPL8; RPS6; HSPA5; RPL12; RPL7A; RPLP2; RPL27A; RPS13; RPS3; RPS25; RPS24; RPS26; RPL41; RPL6; RPLP0; RPL21; RPS29; SRP14; RPL4; RPLP1; RPS17; RPS2; RPS15A; RPL13; RPL26; RPL23A; RPL23; RPL19; RPL27; RPL38; RPL17; RPS21; RPS15; RPL36; RPS28; RPL18A; UBA52; RPS16; RPS19; KDELR1; RPL18; RPL13A; RPS11; RPS9; RPL28; RPS5; RPL3
GO:0010644 cell communication by electrical coupling 4.12 1.52e-04 4.65e-03 8/13 ATP1B1; RYR2; FKBP1B; DBN1; SRI; ANK3; CALM1; HRC
GO:0007218 neuropeptide signaling pathway 4.02 1.33e-03 2.78e-02 6/10 PCSK1N; GAL; SCG5; NMB; SSTR2; PTH2
GO:0006413 translational initiation 3.88 0.00e+00 0.00e+00 91/157 RPL22; RPL11; RPS8; RPL5; RPS27; RPS7; RPS27A; RPL31; RPL37A; RPL32; RPL15; RPSA; RPL14; RPL29; RPL24; EIF4A2; RPL35A; RPL9; RPL34; RPS3A; RPL37; RPS23; RPS14; NPM1; RPS18; RPS10; RPL10A; RPS12; RPS4X; RPL36A; RPL39; MCTS1; RPL10; EIF4EBP1; RPS20; RPL7; RPL30; PABPC1; EIF3E; EIF3H; RPL8; RPS6; RPL12; RPL7A; RPLP2; EIF3F; RPL27A; RPS13; EIF3M; RPS3; RPS25; RPS24; RPS26; RPL41; RPL6; RPLP0; DENR; RPL21; RPS29; EIF3J; RPL4; RPLP1; RPS17; RPS2; RPS15A; RPL13; RPL26; RPL23A; RPL23; RPL19; RPL27; RPL38; RPL17; EIF2S2; RPS21; RPS15; RPL36; RPS28; RPL18A; UBA52; RPS16; RPS19; RPL18; RPL13A; RPS11; RPS9; RPL28; RPS5; EIF3D; EIF3L; RPL3
GO:0002181 cytoplasmic translation 3.85 0.00e+00 0.00e+00 42/73 RPL11; RPL31; RPL32; RPL15; TMA7; RPL29; RPL24; RPL35A; RPL9; RPS23; RPL10A; RPL36A; RPL39; MCTS1; EIF4EBP1; RPL30; EIF3E; EIF3H; RPL8; EIF3F; EIF3M; RPS26; RPL41; RPL6; RPLP0; DENR; RPS29; EIF3J; RPLP1; RPL26; RPL19; RPL38; RPL17; RPS21; EEF2; RPL36; RPS28; RPL18A; RPL18; RPL13A; EIF3D; EIF3L
GO:0051339 regulation of lyase activity 3.35 2.11e-03 4.07e-02 7/14 PARK7; HPCA; GNAI2; CAP2; AKAP9; GABBR2; PHPT1
GO:0010257 NADH dehydrogenase complex assembly 3.24 7.47e-10 7.84e-08 29/60 NDUFS5; NDUFB3; NDUFAF3; NDUFB4; NDUFC1; NDUFS6; NDUFA2; NDUFA5; NDUFB11; NDUFA1; NDUFB9; TMEM261; NDUFB6; NDUFA8; NDUFC2; NDUFB8; NDUFA12; NDUFB1; NDUFAB1; NDUFA11; NDUFA7; NDUFB7; NDUFA13; NDUFA3; NDUFA6; MT-ND1; MT-ND3; MT-ND4; MT-ND6
GO:0090150 establishment of protein localization to membrane 3.19 0.00e+00 0.00e+00 97/204 RPL22; RPL11; HPCA; RPS8; RPL5; RPS27; ATP1B1; SRP9; RPS7; RPS27A; REEP1; RPL31; RPL37A; RPL32; RPL15; RPSA; RPL14; RPL29; RPL24; RPL35A; CPLX1; NSG1; RPL9; RPL34; RPS3A; RPL37; RPS23; RPS14; GNB2L1; RPS18; RPS10; RPL10A; CD24; RPS12; FIS1; RPS4X; RPL36A; RPL39; RPL10; RPS20; RPL7; RPL30; YWHAZ; RPL8; RPS6; RPL12; RPL7A; RPLP2; RPL27A; RPS13; TIMM10; RPS3; RPS25; ANK3; RPS24; RPS26; RPL41; RPL6; RPLP0; RPL21; RPS29; CALM1; SRP14; RPL4; RPLP1; RPS17; RPS2; RPS15A; RPL13; YWHAE; VAMP2; RPL26; RPL23A; RPL23; RPL19; RPL27; RPL38; RAB31; RPL17; ROMO1; RPS21; RPS15; RPL36; RPS28; RPL18A; UBA52; NDUFA13; PDCD5; RPS16; RPS19; RPL18; RPL13A; RPS11; RPS9; RPL28; RPS5; RPL3
GO:0033108 mitochondrial respiratory chain complex assembly 2.77 1.50e-09 1.38e-07 36/87 NDUFS5; COX20; NDUFB3; NDUFAF3; COX17; NDUFB4; NDUFC1; NDUFS6; NDUFA2; UQCC2; NDUFA5; NDUFB11; NDUFA1; NDUFB9; TMEM261; NDUFB6; NDUFA8; NDUFC2; NDUFB8; COX14; NDUFA12; NDUFB1; NDUFAB1; COA3; NDUFA11; PET100; NDUFA7; NDUFB7; NDUFA13; NDUFA3; UQCR10; NDUFA6; MT-ND1; MT-ND3; MT-ND4; MT-ND6
GO:0099132 ATP hydrolysis coupled cation transmembrane transport 2.72 3.63e-04 9.54e-03 13/32 ATP6V0B; ATP2B4; ATP5G3; ATP6V1F; ATP6V0E2; ATP5L; ATP5G2; ATP5B; ATP2B1; ATP5G1; ATP5H; ATP5A1; ATP5E
GO:1902600 proton transmembrane transport 2.70 4.58e-08 3.16e-06 31/77 PARK7; ATP6V0B; COX5B; ATP5G3; COX17; ATP5I; COX7C; COX7A2; NDUFA4; ATP5J2; ATP6V1F; ATP6V0E2; TMSB4X; COX7B; COX6C; ATP6V1G1; COX8A; ATP5L; ATP5G2; ATP5B; COX6A1; COX5A; ATP5G1; ATP5H; ATP5A1; ATP5E; COX6B1; ATP5J; MT-CO2; MT-CO3; MT-ND4
GO:0035637 multicellular organismal signaling 2.65 6.94e-05 2.43e-03 17/43 ATP1B1; ATP2B4; AGT; RYR2; FKBP1B; SCN3A; SCN9A; CHRNA1; ANK2; SRI; AKAP9; SCN3B; ANK3; ATP2B1; CALM1; YWHAE; HRC
GO:0032409 regulation of transporter activity 2.65 4.74e-08 3.16e-06 32/81 PARK7; SEPN1; HPCA; NOS1AP; ATP1B1; RYR2; FKBP1B; COX17; SNCA; ANK2; MEF2C; GLRX; ACTB; SRI; AKAP9; TMSB4X; GAL; FXYD6; SCN3B; KIF5B; ANK3; KCNIP2; REM2; JPH4; AKAP6; CALM1; YWHAE; VAMP2; NEDD4L; FKBP1A; FXYD7; HRC
GO:0006401 RNA catabolic process 2.61 0.00e+00 0.00e+00 92/236 RPL22; RPL11; RPS8; RPL5; RPS27; RPS7; RPS27A; RPL31; RPL37A; RPL32; LSM3; RPL15; RPSA; RPL14; PCBP4; RPL29; RPL24; RPL35A; RPL9; RPL34; RPS3A; RPL37; RPS23; RPS14; NPM1; RPS18; RPS10; RPL10A; RPS12; LSM5; LINC01420; RPS4X; RPL36A; RPL39; RPL10; RPS20; RPL7; RPL30; PABPC1; YWHAZ; EIF3E; RPL8; RPS6; RPL12; RPL7A; RPLP2; RPL27A; RPS13; RPS3; RPS25; RPS24; MAGOHB; RPS26; RPL41; CNOT2; RPL6; RPLP0; RPL21; RPS29; SLIRP; RPL4; RPLP1; RPS17; RPS2; RPS15A; RPL13; RPL26; RPL23A; RPL23; RPL19; NT5C3B; RPL27; RPL38; EIF4A3; RPL17; RPS21; RPS15; LSM7; RPL36; RPS28; RPL18A; LSM4; UBA52; RPS16; RPS19; RPL18; RPL13A; RPS11; RPS9; RPL28; RPS5; RPL3
GO:0006605 protein targeting 2.54 0.00e+00 0.00e+00 99/261 RPL22; RPL11; ATPIF1; HPCA; RPS8; RPL5; RPS27; SRP9; TOMM20; RPS7; RPS27A; RPL31; RPL37A; RPL32; RPL15; RPSA; RPL14; RPL29; SPCS1; RPL24; RPL35A; RPL9; RPL34; RPS3A; RPL37; RPS23; RPS14; RPS18; RPS10; RPL10A; RPS12; AKAP12; SEC61G; FIS1; SLC25A6; TIMM17B; RPS4X; RPL36A; RPL39; RPL10; RPS20; RPL7; RPL30; YWHAZ; RPL8; RPS6; RPL12; RPL7A; RPLP2; RPL27A; RPS13; IMMP1L; TIMM10; RPS3; TIMM8B; RPS25; ANK3; RPS24; RPS26; RPL41; RPL6; RPLP0; RPL21; AKAP6; RPS29; SRP14; RPL4; RPLP1; RPS17; RPS2; RPS15A; RPL13; RPL26; RPL23A; RPL23; RPL19; RPL27; RPL38; RPL17; ROMO1; RPS21; RPS15; RPL36; RPS28; UBL5; RPL18A; UBA52; HOMER3; NDUFA13; PDCD5; RPS16; RPS19; RPL18; RPL13A; RPS11; RPS9; RPL28; RPS5; RPL3
GO:0021953 central nervous system neuron differentiation 2.48 4.91e-05 1.90e-03 20/54 DRAXIN; LMO4; CNTN2; NRP2; MAP2; ROBO1; UQCRQ; ID4; MDGA1; HSP90AB1; FZD1; MTPN; NFIB; C12orf57; MYCBP2; POU4F1; CBLN1; MAPT; DCC; ADARB1
GO:0010959 regulation of metal ion transport 2.37 2.90e-07 1.77e-05 35/99 SEPN1; NKAIN1; HPCA; NOS1AP; ATP1B1; ATP2B4; AGT; RYR2; FKBP1B; GNAI2; SNCA; ANK2; GLRX; SRI; AKAP9; CHD7; GAL; FXYD6; SCN3B; KIF5B; ANK3; KCNIP2; CD63; REM2; JPH4; AKAP6; CALM1; YWHAE; VAMP2; NEDD4L; FKBP1A; NKAIN4; HOMER3; FXYD7; HRC
GO:0034765 regulation of ion transmembrane transport 2.23 3.60e-07 1.89e-05 39/117 PARK7; SEPN1; HPCA; NOS1AP; ATP1B1; RGS2; ATP2B4; AGT; RYR2; FKBP1B; SCN3A; SCN9A; COX17; SNCA; ANK2; MEF2C; GLRX; SRI; AKAP9; TMSB4X; CHD7; GAL; FXYD6; SCN3B; KIF5B; ANK3; KCNIP2; CD63; REM2; JPH4; AKAP6; CALM1; YWHAE; VAMP2; NEDD4L; FKBP1A; CACNA1A; FXYD7; HRC
GO:0072507 divalent inorganic cation homeostasis 2.21 2.63e-06 1.21e-04 34/103 SEPN1; SV2A; ATP1B1; ATP2B4; AGT; RYR2; FKBP1B; SELK; SNCA; ANK2; CD24; SRI; FIS1; CHD7; GNG3; ANK3; ATP2B1; HSP90B1; HMGB1; TPT1; JPH4; AKAP6; CALM1; NMB; MT1F; MT1X; YWHAE; EIF5A; FKBP1A; CALR; CACNA1A; HRC; KCTD17; SMDT1
GO:0019932 second-messenger-mediated signaling 2.11 3.84e-05 1.56e-03 29/92 SEPN1; HPCA; NOS1AP; ATP1B1; RGS2; ATP2B4; AGT; RYR2; FKBP1B; NEUROD1; GNAI2; SELK; ANK2; HINT1; DDAH2; SRI; FIS1; NRG1; NCALD; GAL; PEBP1; JPH4; AKAP6; CALM1; MAPT; FKBP1A; HOMER3; APLP1; HRC
GO:0009914 hormone transport 2.06 1.19e-04 3.79e-03 27/88 PARK7; SLC16A1; MPC2; AGT; FKBP1B; NEUROD1; CAPN10; CPLX1; UQCC2; HMGN3; SRI; SLC25A6; SLC25A5; CHD7; ENY2; PHPT1; SYT7; GAL; KIF5B; DYNLL1; SCG5; NMB; DOC2B; VAMP2; MIDN; CACNA1A; SELM
GO:0034764 positive regulation of transmembrane transport 2.03 1.06e-03 2.50e-02 20/66 PARK7; NOS1AP; ATP1B1; AGT; RYR2; CAPN10; COX17; SNCA; ANK2; GLRX; SRI; AKAP9; TMSB4X; GAL; KIF5B; ANK3; KCNIP2; OSBPL8; AKAP6; CALM1
GO:0009141 nucleoside triphosphate metabolic process 2.02 4.11e-08 3.16e-06 57/189 PARK7; ATPIF1; NDUFS5; ATP1B1; COX5B; ATP5G3; NDUFB3; IMPDH2; NDUFB4; ATP5I; SNCA; NDUFC1; NDUFS6; COX7C; UQCRQ; NDUFA2; UQCC2; COX7A2; NDUFA4; CYCS; ATP5J2; NDUFA5; TMSB4X; NDUFA1; NDUFB9; NDUFB6; NDUFA8; NDUFC2; ATP5L; PGAM1; NDUFB8; ENO2; ATP5G2; ATP5B; NDUFA12; COX6A1; NDUFB1; COX5A; NME3; NDUFAB1; DCTPP1; ENO3; ATP5G1; ATP5H; ATP5A1; ATP5E; NDUFA7; NDUFB7; NDUFA3; UQCR10; NDUFA6; ATP5J; MT-ND1; MT-CO2; MT-CO3; MT-ND3; MT-ND4

SETD5 : 25 significant GO terms
GeneSet description enrichRatio pValue FDR GeneRatio geneSymbols
GO:0070972 protein localization to endoplasmic reticulum 6.62 0.00e+00 0.00e+00 83/119 RPL22; RPL11; RPS8; RPL5; RPS27; RPS7; RTN4; RPS27A; RPL31; RPL37A; RPL32; RPL15; RPSA; RPL14; RPL29; SPCS1; RPL24; RPL35A; RPL9; RPL34; RPS3A; RPL37; RPS23; RPS14; RPS18; RPS10; RPL10A; RPS12; RPS4X; RPL36A; RPL39; RPL10; RPS20; RPL7; RPL30; RPL8; RPS6; SEC61B; RPL35; HSPA5; RPL12; RPL7A; RPLP2; RPL27A; RPS13; RPS3; RPS25; RPS24; RPL41; RPL6; RPLP0; RPL21; RPS29; SRP14; RPL4; RPLP1; RPS17; RPS2; RPS15A; RPL13; RPL26; RPL23A; RPL23; RPL19; RPL27; RPL38; RPL17; RPS21; RPS15; RPL36; RPS28; RPL18A; UBA52; RPS16; RPS19; KDELR1; RPL18; RPL13A; RPS11; RPS9; RPL28; RPS5; RPL3
GO:0006413 translational initiation 5.56 0.00e+00 0.00e+00 92/157 RPL22; RPL11; RPS8; RPL5; RPS27; RPS7; DDX1; RPS27A; EIF5B; RPL31; RPL37A; RPL32; RPL15; RPSA; RPL14; RPL29; RPL24; EIF4A2; RPL35A; RPL9; RPL34; RPS3A; RPL37; RPS23; RPS14; NPM1; RPS18; RPS10; RPL10A; RPS12; RPS4X; RPL36A; RPL39; RPL10; EIF4EBP1; RPS20; RPL7; RPL30; PABPC1; EIF3E; EIF3H; RPL8; RPS6; RPL35; RPL12; RPL7A; RPLP2; RPL27A; RPS13; EIF3M; RPS3; RPS25; RPS24; EIF3A; RPL41; RPL6; RPLP0; RPL21; RPS29; EIF3J; RPL4; RPLP1; RPS17; RPS2; RPS15A; RPL13; RPL26; RPL23A; RPL23; RPL19; RPL27; RPL38; RPL17; EIF2S2; RPS21; RPS15; RPL36; RPS28; RPL18A; UBA52; RPS16; RPS19; RPL18; RPL13A; RPS11; RPS9; RPL28; RPS5; EIF3D; EIF3L; RPL3; ATF4
GO:0002181 cytoplasmic translation 4.94 0.00e+00 0.00e+00 38/73 RPL11; RPL31; RPL32; RPL15; RPL29; RPL24; RPL35A; RPL9; RPS23; RPL10A; RPL36A; RPL39; EIF4EBP1; RPL30; EIF3E; EIF3H; RPL8; EIF3M; EIF3A; RPL41; RPL6; RPLP0; RPS29; EIF3J; RPLP1; RPL26; RPL19; RPL38; RPL17; RPS21; EEF2; RPL36; RPS28; RPL18A; RPL18; RPL13A; EIF3D; EIF3L
GO:0090150 establishment of protein localization to membrane 4.14 0.00e+00 0.00e+00 89/204 RPL22; RPL11; RPS8; RPL5; RPS27; ATP1B1; CNST; RPS7; RPS27A; RPL31; RPL37A; RPL32; RPL15; RPSA; RPL14; RPL29; RPL24; RPL35A; RPL9; RPL34; RPS3A; RPL37; RPS23; RPS14; GNB2L1; RPS18; RPS10; RPL10A; RPS12; FIS1; RPS4X; RPL36A; RPL39; RPL10; RPS20; RPL7; RPL30; RPL8; RPS6; SEC61B; RPL35; RPL12; RPL7A; RPLP2; RPL27A; RPS13; TIMM10; BAD; RPS3; RPS25; RPS24; RPL41; RPL6; RPLP0; RPL21; RPS29; SRP14; RPL4; RPLP1; RPS17; RPS2; RPS15A; RPL13; RPL26; RPL23A; RPL23; RPL19; RPL27; RPL38; RPL17; ROMO1; RPS21; RPS15; TIMM13; RPL36; RPS28; RPL18A; UBA52; NDUFA13; PDCD5; RPS16; RPS19; RPL18; RPL13A; RPS11; RPS9; RPL28; RPS5; RPL3
GO:0010257 NADH dehydrogenase complex assembly 4.11 4.75e-11 3.44e-09 26/60 NDUFS5; NDUFB3; NDUFAF3; NDUFB4; NDUFA2; NDUFB2; NDUFB11; NDUFA1; NDUFB9; TMEM261; NDUFB6; NDUFA8; NDUFS8; NDUFC2; NDUFB1; NDUFB10; NDUFAB1; NDUFS7; NDUFA11; NDUFA7; NDUFB7; NDUFA13; NDUFA3; NDUFA6; MT-ND2; MT-ND3
GO:0006401 RNA catabolic process 3.90 0.00e+00 0.00e+00 97/236 RPL22; RPL11; YBX1; RPS8; SERBP1; RPL5; RPS27; RPS7; RPS27A; RPL31; SSB; RPL37A; RPL32; LSM3; RPL15; RPSA; RPL14; RPL29; RPL24; RPL35A; RPL9; HNRNPD; RPL34; RPS3A; RPL37; RPS23; RPS14; NPM1; RPS18; RPS10; RPL10A; RPS12; LSM5; RPS4X; RPL36A; RPL39; RPL10; DKC1; RPS20; RPL7; RPL30; PABPC1; EIF3E; RPL8; RPS6; RPL35; RPL12; RPL7A; RPLP2; RPL27A; RPS13; RNASEH2C; RPS3; RPS25; HSPA8; RPS24; RPL41; RPL6; RPLP0; UBC; RPL21; HNRNPC; RPS29; RPL4; RPLP1; RPS17; RPS2; RPS15A; RPL13; RPL26; RPL23A; RPL23; RPL19; RPL27; DDX5; RPL38; RPL17; RPS21; CIRBP; RPS15; LSM7; RPL36; RPS28; HNRNPM; C19orf43; RPL18A; LSM4; UBA52; RPS16; RPS19; RPL18; RPL13A; RPS11; RPS9; RPL28; RPS5; RPL3
GO:0006959 humoral immune response 3.56 4.55e-04 1.45e-02 9/24 HMGN2; SPON2; RPL39; RPL30; SERPING1; C1QBP; PHB; ROMO1; RPS19
GO:0006605 protein targeting 3.53 0.00e+00 0.00e+00 97/261 RPL22; RPL11; ATPIF1; RPS8; RPL5; RPS27; TOMM20; RPS7; RPS27A; RPL31; HSPD1; RPL37A; RPL32; RPL15; RPSA; RPL14; RPL29; SPCS1; RPL24; RPL35A; RPL9; RPL34; RPS3A; RPL37; RPS23; LARS; RPS14; RPS18; RPS10; RPL10A; RPS12; FIS1; SLC25A6; RPS4X; RPL36A; RPL39; RPL10; RPS20; RPL7; RPL30; RPL8; RPS6; SEC61B; RPL35; RPL12; RPL7A; RPLP2; RPL27A; RPS13; IMMP1L; TIMM10; RPS3; TIMM8B; RPS25; HSPA8; RPS24; RPL41; RPL6; RPLP0; UBC; RPL21; AKAP6; RPS29; SRP14; RPL4; RPLP1; RPS17; RPS2; RPS15A; RPL13; RPL26; RPL23A; RPL23; RPL19; RPL27; RPL38; RPL17; ROMO1; RPS21; RPS15; TIMM13; RPL36; RPS28; UBL5; RPL18A; UBA52; NDUFA13; PDCD5; RPS16; RPS19; RPL18; RPL13A; RPS11; RPS9; RPL28; RPS5; RPL3
GO:0033108 mitochondrial respiratory chain complex assembly 3.49 5.15e-11 3.44e-09 32/87 NDUFS5; COX20; NDUFB3; NDUFAF3; COX17; NDUFB4; NDUFA2; UQCC2; NDUFB2; NDUFB11; NDUFA1; UQCRB; NDUFB9; TMEM261; NDUFB6; NDUFA8; NDUFS8; NDUFC2; NDUFB1; NDUFB10; NDUFAB1; COA3; NDUFS7; NDUFA11; PET100; NDUFA7; NDUFB7; NDUFA13; NDUFA3; NDUFA6; MT-ND2; MT-ND3
GO:0046683 response to organophosphorus 3.35 1.02e-04 4.00e-03 12/34 JUN; HSPD1; EZR; HSPA5; RAPGEF1; LDHA; HSP90B1; AKAP6; NME1; BSG; JUND; SOD1
GO:0014074 response to purine-containing compound 3.16 1.04e-04 4.00e-03 13/39 SEPN1; JUN; HSPD1; EZR; HSPA5; RAPGEF1; LDHA; HSP90B1; AKAP6; NME1; BSG; JUND; SOD1
GO:1902600 proton transmembrane transport 3.08 1.25e-07 5.74e-06 25/77 PARK7; COX7A2L; COX5B; ATP5G3; COX17; COX7C; COX7A2; NDUFA4; ATP5J2; ATP6V1F; COX7B; COX6C; COX8A; ATP5L; COX5A; COX4I1; ATP5G1; ATP5H; CYB5A; ATP5E; ATP5D; NDUFS7; COX6B1; ATP5J; MT-CYB
GO:0001906 cell killing 3.05 1.64e-03 4.29e-02 9/28 HMGN2; PRDX1; HSP90AB1; RPL30; BAD; CADM1; EMP2; ROMO1; RPS19
GO:0009141 nucleoside triphosphate metabolic process 2.81 1.04e-13 1.09e-11 56/189 PARK7; ENO1; ATPIF1; NDUFS5; UQCRH; ATP1B1; COX7A2L; COX5B; ATP5G3; NDUFB3; IMPDH2; NDUFB4; COX7C; UQCRQ; NDUFA2; UQCC2; COX7A2; NDUFA4; CYCS; ATP5J2; NDUFB2; NDUFA1; UQCRB; NDUFB9; NDUFB6; NDUFA8; LDHA; BAD; NDUFS8; NDUFC2; ATP5L; HSPA8; DDIT4; RAN; NDUFB1; COX5A; NME4; NDUFB10; NDUFAB1; DCTPP1; COX4I1; ENO3; ATP5G1; NME1; ATP5H; ATP5E; ATP5D; NDUFS7; NDUFA7; NDUFB7; NDUFA3; NDUFA6; ATP5J; MT-ND2; MT-ND3; MT-CYB
GO:0009123 nucleoside monophosphate metabolic process 2.63 6.01e-12 5.52e-10 54/195 PARK7; ENO1; ATPIF1; NDUFS5; UQCRH; ATP1B1; COX7A2L; COX5B; ATP5G3; NDUFB3; IMPDH2; NDUFB4; PAICS; COX7C; UQCRQ; NDUFA2; UQCC2; COX7A2; HDDC2; NDUFA4; CYCS; ATP5J2; NDUFB2; NDUFA1; UQCRB; NDUFB9; NDUFB6; NDUFA8; LDHA; BAD; NDUFS8; NDUFC2; ATP5L; HSPA8; DDIT4; NDUFB1; COX5A; NDUFB10; NDUFAB1; COX4I1; ENO3; ATP5G1; ATP5H; ATP5E; ATP5D; NDUFS7; NDUFA7; NDUFB7; NDUFA3; NDUFA6; ATP5J; MT-ND2; MT-ND3; MT-CYB
GO:0032103 positive regulation of response to external stimulus 2.47 1.52e-03 4.14e-02 13/50 PARK7; AGT; FKBP1B; HSPD1; TUBB2B; FAM65B; NTF3; HMGB1; C1QBP; CALR; RPS19; MIF; DDT
GO:0016072 rRNA metabolic process 2.33 7.38e-08 3.61e-06 42/171 RPL11; RPS8; RPL5; RPS27; RPS7; WDR43; NOP58; NCL; RPSA; RPL14; RPL35A; LYAR; RPS14; NHP2; RPL10A; GTF2H5; DKC1; RPL7; RPS6; RPL35; RPL7A; TRMT112; DDX21; RPS24; NPM3; PA2G4; RPS17; RPS2; RPL26; RPL27; MAPT; RPS21; RPS15; RPS28; C19orf43; RPS16; FBL; RPS19; CD3EAP; GLTSCR2; RPS9; SNU13
GO:0031099 regeneration 2.33 1.84e-03 4.51e-02 14/57 SEPN1; PTPRF; JUN; FKBP1B; GPX1; GAP43; NEFL; TNC; GSTP1; ENO3; RPL19; PHB; RPS16; MT-CYB
GO:0072593 reactive oxygen species metabolic process 2.32 1.60e-04 5.60e-03 21/86 PARK7; ATPIF1; PRDX1; PRDX6; AGT; HSPD1; GPX1; DDAH2; HSP90AB1; PRDX4; PRDX5; GSTP1; DDIT4; SH3PXD2A; EIF5A; MAPT; ROMO1; PRDX2; NDUFA13; SOD1; MT-ND2
GO:0071826 ribonucleoprotein complex subunit organization 2.31 3.37e-08 1.77e-06 45/185 MRPL20; RPL11; RPL5; RPS27; SNRPE; DDX1; SNRPG; LSM3; RPSA; RPL24; RPS23; RPS14; NPM1; RPS10; HSP90AB1; RBMX; RPL10; EIF3E; EIF3H; RPL12; EIF3M; EIF3A; SNRPF; RPL6; RPLP0; EIF3J; C1QBP; RPL23A; MAPT; RPL38; SNRPD1; SNRPB; CIRBP; RPS15; RPS28; LSM4; RPS19; SNRPD2; GLTSCR2; RPL13A; RPS5; EIF3D; EIF3L; RPL3; SNU13
GO:0009259 ribonucleotide metabolic process 2.22 8.25e-10 5.05e-08 60/257 PARK7; ENO1; ATPIF1; NDUFS5; UQCRH; ATP1B1; COX7A2L; COX5B; DBI; ATP5G3; NDUFB3; IMPDH2; NDUFB4; PAICS; COX7C; HINT1; UQCRQ; NDUFA2; UQCC2; COX7A2; ELOVL4; NDUFA4; CYCS; ATP5J2; NDUFB2; NDUFA1; UQCRB; NDUFB9; NDUFB6; NDUFA8; LDHA; BAD; NDUFS8; NDUFC2; ATP5L; HSPA8; DDIT4; SCD; RAN; NDUFB1; COX5A; NME4; NDUFB10; NDUFAB1; COX4I1; ENO3; ATP5G1; NME1; ATP5H; ATP5E; ATP5D; NDUFS7; NDUFA7; NDUFB7; NDUFA3; NDUFA6; ATP5J; MT-ND2; MT-ND3; MT-CYB
GO:0022613 ribonucleoprotein complex biogenesis 2.19 6.82e-12 5.57e-10 76/330 MRPL20; RPL11; RPS8; RPL5; RPS27; SNRPE; RPS7; DDX1; WDR43; SNRPG; NOP58; LSM3; RPSA; RPL14; RPL24; RPL35A; LYAR; RPS23; RPS14; NPM1; NOP16; NHP2; PAK1IP1; RPS10; RPL10A; HSP90AB1; GTF2H5; RBMX; RPL10; DKC1; RPL7; EIF3E; EIF3H; RPS6; RPL35; RPL12; RPL7A; EIF3M; TRMT112; DDX21; RPS24; NPM3; EIF3A; PA2G4; SNRPF; RPL6; RPLP0; RAN; EIF3J; RPS17; RPS2; C1QBP; RPL26; RPL23A; RPL27; MAPT; RPL38; SNRPD1; SNRPB; RPS21; CIRBP; RPS15; RPS28; LSM4; RPS16; FBL; RPS19; SNRPD2; GLTSCR2; RPL13A; RPS9; RPS5; EIF3D; EIF3L; RPL3; SNU13
GO:0001101 response to acid chemical 2.18 2.08e-04 6.94e-03 23/100 FABP3; LAMTOR5; LAMTOR2; TOMM20; SST; HNRNPD; CASP3; LARS; ASNS; LAMTOR4; FIS1; TNC; BAD; CFL1; GSTP1; SCD; SERPINF1; NME1; BAIAP2; EEF2; NDUFA13; TEAD2; XBP1
GO:0006091 generation of precursor metabolites and energy 2.18 4.25e-09 2.40e-07 57/248 PARK7; ENO1; ATPIF1; NDUFS5; UQCRH; COX20; COX7A2L; COX5B; NDUFB3; COX17; NDUFB4; COX7C; UQCRQ; NDUFA2; UQCC2; COX7A2; NDUFA4; CYCS; ATP5J2; NDUFB2; COX7B; NDUFA1; UQCRB; COX6C; NDUFB9; NDUFB6; NDUFA8; LDHA; COX8A; NDUFS8; NDUFC2; ATP5L; CISD1; DDIT4; HMGB1; NDUFB1; COX5A; NDUFB10; NDUFAB1; COX4I1; ENO3; ATP5H; CYB5A; ATP5E; ATP5D; NDUFS7; UQCR11; NDUFA7; NDUFB7; COX6B1; GLTSCR2; NDUFA3; NDUFA6; ATP5J; MT-ND2; MT-ND3; MT-CYB
GO:0001819 positive regulation of cytokine production 2.09 9.88e-04 2.90e-02 20/91 PARK7; AGT; DDX1; HSPD1; SELK; SPON2; HMGB2; AGPAT2; RPS3; CADM1; DDX21; DDIT3; HMGB1; C1QBP; GLTSCR2; MIF; DDT; XBP1; ATF4; SOD1

Summary:
Marker ADNP CHD2 PTEN SETD5
Signif_GO_terms 69 32 23 25