Schematic overview of the cellular and molecular mechanisms involved in the cancer progression, including the proposed cellular and molecular mechanisms in cancer cells trajectory. AT1: alveolar type 1 cells; AT2: alveolar type 2 cells; AAH: atypical adenomatous hyperplasia; AIS: adenocarcinoma in situ; MIA: minimally invasive adenocarcinoma; IA: invasive adenocarcinoma; EMT: epithelial-mesenchymal transition

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Center for Computational Systems Medicine
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Gene summary

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Malignant transformation analysis

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Malignant transformation related pathway analysis

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Cell-cell communication analysis

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Single-cell gene regulatory network inference analysis

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Somatic mutation of malignant transformation related genes

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Related drugs of malignant transformation related genes

Gene: SOX4

Gene summary for SOX4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SOX4

Gene ID

6659

Gene nameSRY-box transcription factor 4
Gene AliasCSS10
Cytomap6p22.3
Gene Typeprotein-coding
GO ID

GO:0000075

UniProtAcc

Q06945


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Malignant transformation analysis

check button Identification of the aberrant gene expression in precancerous and cancerous lesions by comparing the gene expression of stem-like cells in diseased tissues with normal stem cells
check button Malignant transformation involving gene list.
Entrez IDSymbolReplicatesSpeciesOrganTissueAdj P-valueLog2FCMalignancy
6659SOX4GSM4909280HumanBreastPrecancer3.15e-022.05e-010.0305
6659SOX4GSM4909281HumanBreastIDC1.62e-194.90e-010.21
6659SOX4GSM4909282HumanBreastIDC5.35e-053.25e-01-0.0288
6659SOX4GSM4909285HumanBreastIDC1.84e-093.15e-010.21
6659SOX4GSM4909286HumanBreastIDC4.56e-335.72e-010.1081
6659SOX4GSM4909293HumanBreastIDC3.76e-031.30e-010.1581
6659SOX4GSM4909294HumanBreastIDC4.88e-06-4.46e-010.2022
6659SOX4GSM4909296HumanBreastIDC8.39e-037.04e-020.1524
6659SOX4GSM4909297HumanBreastIDC1.63e-10-4.43e-020.1517
6659SOX4GSM4909302HumanBreastIDC1.25e-13-5.79e-010.1545
6659SOX4GSM4909304HumanBreastIDC9.88e-04-2.44e-010.1636
6659SOX4GSM4909311HumanBreastIDC3.84e-33-3.33e-010.1534
6659SOX4GSM4909313HumanBreastIDC2.12e-052.96e-010.0391
6659SOX4GSM4909315HumanBreastIDC2.72e-121.93e-010.21
6659SOX4GSM4909316HumanBreastIDC5.26e-04-3.50e-010.21
6659SOX4GSM4909317HumanBreastIDC4.98e-073.98e-010.1355
6659SOX4GSM4909319HumanBreastIDC1.32e-48-8.41e-010.1563
6659SOX4GSM4909320HumanBreastIDC3.57e-021.83e-010.1575
6659SOX4GSM4909321HumanBreastIDC5.88e-05-4.46e-020.1559
6659SOX4ctrl6HumanBreastPrecancer3.33e-125.34e-01-0.0061
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
Colorectum (GSE201348)The image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
EndometriumThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid Cancer
EsophagusThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.ESCC: Esophageal squamous cell carcinoma
HGIN: High-grade intraepithelial neoplasias
LGIN: Low-grade intraepithelial neoplasias
GCThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
LiverThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.HCC: Hepatocellular carcinoma
NAFLD: Non-alcoholic fatty liver disease
LungThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
Oral CavityThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.EOLP: Erosive Oral lichen planus
LP: leukoplakia
NEOLP: Non-erosive oral lichen planus
OSCC: Oral squamous cell carcinoma
ProstateThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.BPH: Benign Prostatic Hyperplasia
SkinThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
ThyroidThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.ATC: Anaplastic thyroid cancer
HT: Hashimoto's thyroiditis
PTC: Papillary thyroid cancer
∗log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.

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Malignant transformation related pathway analysis

check buttonFind out the enriched GO biological processes and KEGG pathways involved in transition from healthy to precancer to cancer
check button Figure of enriched GO biological processes.
TissueDisease StageEnriched GO biological Processes
ColorectumADGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumSERGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSSGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSI-HGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumFAPGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
∗Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
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check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:000697712EsophagusESCCDNA damage response, signal transduction by p53 class mediator resulting in cell cycle arrest15/855219/187233.29e-031.35e-0215
GO:003559217EsophagusESCCestablishment of protein localization to extracellular region190/8552360/187233.77e-031.53e-02190
GO:007169210EsophagusESCCprotein localization to extracellular region193/8552368/187235.01e-031.92e-02193
GO:00456213EsophagusESCCpositive regulation of lymphocyte differentiation61/8552104/187235.22e-031.97e-0261
GO:00022446EsophagusESCChematopoietic progenitor cell differentiation66/8552114/187235.74e-032.13e-0266
GO:0031365EsophagusESCCN-terminal protein amino acid modification21/855230/187236.17e-032.27e-0221
GO:005087015EsophagusESCCpositive regulation of T cell activation117/8552216/187237.23e-032.62e-02117
GO:00016559EsophagusESCCurogenital system development177/8552338/187237.51e-032.69e-02177
GO:00302176EsophagusESCCT cell differentiation137/8552257/187238.09e-032.87e-02137
GO:0009743111EsophagusESCCresponse to carbohydrate135/8552253/187238.16e-032.89e-02135
GO:190303916EsophagusESCCpositive regulation of leukocyte cell-cell adhesion128/8552239/187238.40e-032.96e-02128
GO:005070810EsophagusESCCregulation of protein secretion142/8552268/187239.31e-033.24e-02142
GO:0006474EsophagusESCCN-terminal protein amino acid acetylation13/855217/187231.00e-023.42e-0213
GO:000715918EsophagusESCCleukocyte cell-cell adhesion192/8552371/187231.03e-023.51e-02192
GO:00031793EsophagusESCCheart valve morphogenesis34/855255/187231.16e-023.90e-0234
GO:005071416EsophagusESCCpositive regulation of protein secretion76/8552137/187231.32e-024.31e-0276
GO:190303717EsophagusESCCregulation of leukocyte cell-cell adhesion174/8552336/187231.36e-024.43e-02174
GO:00031703EsophagusESCCheart valve development39/855265/187231.41e-024.59e-0239
GO:00300984EsophagusESCClymphocyte differentiation192/8552374/187231.52e-024.93e-02192
GO:00064177LiverNAFLDregulation of translation85/1882468/187234.58e-084.54e-0685
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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Cell-cell communication analysis

check buttonIdentification of potential cell-cell interactions between two cell types and their ligand-receptor pairs for different disease states
LigandReceptorLRpairPathwayTissueDisease Stage
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Single-cell gene regulatory network inference analysis

check buttonFind out the significant the regulons (TFs) and the target genes of each regulon across cell types for different disease states
TFCell TypeTissueDisease StageTarget GeneRSSRegulon Activity
SOX4INCAFCervixN_HPVMMP2,MGP,MAF, etc.7.86e-01The dot plots of a searched regulon are shown for all cell subpopulations in each disease state of each tissue based on the regulon specific score inferred using pySCENIC and by calculating the average expression.
SOX4STMColorectumADSLC12A2,ASCL2,MEX3A, etc.1.53e-01The dot plots of a searched regulon are shown for all cell subpopulations in each disease state of each tissue based on the regulon specific score inferred using pySCENIC and by calculating the average expression.
SOX4STMColorectumSERSLC12A2,ASCL2,MEX3A, etc.8.09e-02The dot plots of a searched regulon are shown for all cell subpopulations in each disease state of each tissue based on the regulon specific score inferred using pySCENIC and by calculating the average expression.
SOX4CD8TEXPColorectumCRCGPX2,TTC32,OLFM4, etc.3.55e-01The dot plots of a searched regulon are shown for all cell subpopulations in each disease state of each tissue based on the regulon specific score inferred using pySCENIC and by calculating the average expression.
SOX4MASTColorectumSERGPX2,TTC32,OLFM4, etc.2.36e-01The dot plots of a searched regulon are shown for all cell subpopulations in each disease state of each tissue based on the regulon specific score inferred using pySCENIC and by calculating the average expression.
SOX4MYOFIBColorectumSERGPX2,TMA16,BICDL2, etc.2.38e-01The dot plots of a searched regulon are shown for all cell subpopulations in each disease state of each tissue based on the regulon specific score inferred using pySCENIC and by calculating the average expression.
SOX4STMEsophagusLGINMARCKSL1,ZNF428,MFAP2, etc.7.24e-01The dot plots of a searched regulon are shown for all cell subpopulations in each disease state of each tissue based on the regulon specific score inferred using pySCENIC and by calculating the average expression.
SOX4STMLiverHealthyDEFB1,ZNF664,TMSB10, etc.6.49e-01The dot plots of a searched regulon are shown for all cell subpopulations in each disease state of each tissue based on the regulon specific score inferred using pySCENIC and by calculating the average expression.
SOX4pDCLiverCirrhoticARMH1,CCR9,RPS26, etc.2.43e-01The dot plots of a searched regulon are shown for all cell subpopulations in each disease state of each tissue based on the regulon specific score inferred using pySCENIC and by calculating the average expression.
SOX4DCLiverHCCARMH1,CCR9,RPS26, etc.3.68e-02The dot plots of a searched regulon are shown for all cell subpopulations in each disease state of each tissue based on the regulon specific score inferred using pySCENIC and by calculating the average expression.
∗The dot plots of a searched regulon are shown for all cell subpopulations in each disease state of each tissue based on the regulon specific score inferred using pySCENIC and by calculating the average expression.
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Somatic mutation of malignant transformation related genes

check buttonAnnotation of somatic variants for genes involved in malignant transformation
Hugo SymbolVariant ClassVariant ClassificationdbSNP RSHGVScHGVSpHGVSp ShortSWISSPROTBIOTYPESIFTPolyPhenTumor Sample BarcodeTissueHistologySexAgeStageTherapy TypesDrugsOutcome
SOX4SNVMissense_Mutationrs777539753c.1172N>Tp.Ser391Phep.S391FQ06945protein_codingdeleterious(0)possibly_damaging(0.854)TCGA-A7-A6VW-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinCR
SOX4SNVMissense_Mutationnovelc.1367A>Tp.Glu456Valp.E456VQ06945protein_codingdeleterious(0)probably_damaging(0.996)TCGA-AC-A8OP-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SOX4SNVMissense_Mutationnovelc.1210N>Tp.Asp404Tyrp.D404YQ06945protein_codingdeleterious(0.01)probably_damaging(0.936)TCGA-MY-A5BD-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SOX4SNVMissense_Mutationnovelc.1390G>Cp.Glu464Glnp.E464QQ06945protein_codingdeleterious(0)probably_damaging(0.997)TCGA-VS-A9UC-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
SOX4SNVMissense_Mutationc.331G>Cp.Glu111Glnp.E111QQ06945protein_codingdeleterious(0)probably_damaging(0.997)TCGA-CM-6674-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
SOX4SNVMissense_Mutationc.299N>Gp.Leu100Argp.L100RQ06945protein_codingdeleterious(0)probably_damaging(1)TCGA-G4-6588-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
SOX4SNVMissense_Mutationc.237N>Tp.Glu79Aspp.E79DQ06945protein_codingtolerated(0.06)benign(0.444)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
SOX4SNVMissense_Mutationc.237N>Tp.Glu79Aspp.E79DQ06945protein_codingtolerated(0.06)benign(0.444)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
SOX4SNVMissense_Mutationnovelc.1252T>Gp.Ser418Alap.S418AQ06945protein_codingtolerated(0.16)benign(0.021)TCGA-AP-A1DV-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
SOX4SNVMissense_Mutationnovelc.1166N>Gp.Ser389Cysp.S389CQ06945protein_codingdeleterious(0)benign(0.009)TCGA-AX-A3G3-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
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Related drugs of malignant transformation related genes

check buttonIdentification of chemicals and drugs interact with genes involved in malignant transfromation
(DGIdb 4.0)
Entrez IDSymbolCategoryInteraction TypesDrug Claim NameDrug NamePMIDs
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