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: SOX6

Gene summary for SOX6

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SOX6

Gene ID

55553

Gene nameSRY-box transcription factor 6
Gene AliasHSSOX6
Cytomap11p15.2
Gene Typeprotein-coding
GO ID

GO:0001501

UniProtAcc

P35712


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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
55553SOX6CCI_2HumanCervixCC1.84e-021.07e+000.5249
55553SOX6CCI_3HumanCervixCC1.63e-098.12e-010.516
55553SOX6HTA11_347_2000001011HumanColorectumAD2.09e-032.47e-01-0.1954
55553SOX6HTA11_696_2000001011HumanColorectumAD1.46e-031.58e-01-0.1464
55553SOX6HTA11_866_2000001011HumanColorectumAD3.40e-021.51e-01-0.1001
55553SOX6HTA11_99999965062_69753HumanColorectumMSI-H2.11e-121.46e+000.3487
55553SOX6HTA11_99999965104_69814HumanColorectumMSS3.18e-033.60e-010.281
55553SOX6CRC-1-8810HumanColorectumCRC1.99e-094.83e-010.6257
55553SOX6CRC-3-11773HumanColorectumCRC1.21e-033.72e-010.2564
55553SOX6AEH-subject1HumanEndometriumAEH9.38e-398.63e-01-0.3059
55553SOX6AEH-subject2HumanEndometriumAEH2.60e-135.77e-01-0.2525
55553SOX6AEH-subject3HumanEndometriumAEH5.69e-287.69e-01-0.2576
55553SOX6AEH-subject4HumanEndometriumAEH7.92e-339.37e-01-0.2657
55553SOX6AEH-subject5HumanEndometriumAEH2.28e-591.16e+00-0.2953
55553SOX6EEC-subject1HumanEndometriumEEC1.49e-134.60e-01-0.2682
55553SOX6EEC-subject2HumanEndometriumEEC6.60e-489.53e-01-0.2607
55553SOX6EEC-subject4HumanEndometriumEEC3.86e-246.98e-01-0.2571
55553SOX6EEC-subject5HumanEndometriumEEC2.20e-298.05e-01-0.249
55553SOX6GSM5276935HumanEndometriumEEC2.19e-021.97e-01-0.123
55553SOX6GSM6177622_NYU_UCEC3_lib1_lib1HumanEndometriumEEC1.74e-113.07e-01-0.1917
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
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
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
∗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:20007362CervixCCregulation of stem cell differentiation19/231158/187234.01e-056.21e-0419
GO:00488634CervixCCstem cell differentiation46/2311206/187234.11e-056.36e-0446
GO:00605375CervixCCmuscle tissue development76/2311403/187239.76e-051.27e-0376
GO:00147064CervixCCstriated muscle tissue development72/2311384/187231.76e-042.07e-0372
GO:00715595CervixCCresponse to transforming growth factor beta50/2311256/187236.31e-045.91e-0350
GO:00715605CervixCCcellular response to transforming growth factor beta stimulus49/2311250/187236.55e-046.05e-0349
GO:00426924CervixCCmuscle cell differentiation69/2311384/187238.12e-047.09e-0369
GO:00075173CervixCCmuscle organ development58/2311327/187232.73e-031.85e-0258
GO:00511464CervixCCstriated muscle cell differentiation50/2311283/187235.53e-033.19e-0250
GO:0071559ColorectumADresponse to transforming growth factor beta74/3918256/187231.45e-031.23e-0274
GO:0071560ColorectumADcellular response to transforming growth factor beta stimulus72/3918250/187231.85e-031.52e-0272
GO:00715592ColorectumCRCresponse to transforming growth factor beta51/2078256/187232.33e-056.65e-0451
GO:00715602ColorectumCRCcellular response to transforming growth factor beta stimulus49/2078250/187235.17e-051.19e-0349
GO:00488631ColorectumCRCstem cell differentiation39/2078206/187235.89e-047.89e-0339
GO:0060537ColorectumCRCmuscle tissue development63/2078403/187233.17e-032.78e-0263
GO:0002062ColorectumCRCchondrocyte differentiation21/2078106/187235.87e-034.33e-0221
GO:0014706ColorectumCRCstriated muscle tissue development59/2078384/187236.11e-034.47e-0259
GO:0048705ColorectumCRCskeletal system morphogenesis37/2078220/187236.58e-034.71e-0237
GO:00605376EndometriumAEHmuscle tissue development83/2100403/187232.57e-081.50e-0683
GO:00147065EndometriumAEHstriated muscle tissue development75/2100384/187231.06e-063.62e-0575
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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
SOX6BASCervixCCNFIB,MAML2,TCF12, etc.9.01e-04The 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.
SOX6COLCervixCCNFIB,MAML2,TCF12, etc.3.88e-03The 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.
SOX6COLCervixN_HPVNFIB,MAML2,TCF12, etc.3.48e-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.
SOX6IMGOBColorectumMSSSDK1,ST6GALNAC5,ITPR2, etc.5.34e-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.
SOX6CTColorectumSERSDK1,ST6GALNAC5,ITPR2, etc.5.68e-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.
SOX6CD8TEREXColorectumFAPADGRL3,DMD,PTCH1, etc.1.39e-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.
SOX6VFIBColorectumADMCTP2,WNT5B,FENDRR, etc.2.73e-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.
SOX6VFIBColorectumADJMCTP2,WNT5B,FENDRR, etc.1.69e-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.
SOX6VFIBColorectumCRCMCTP2,WNT5B,FENDRR, etc.1.51e-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.
SOX6VFIBColorectumFAPMCTP2,WNT5B,FENDRR, etc.3.37e-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.
∗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
SOX6SNVMissense_Mutationc.1907N>Ap.Gly636Glup.G636EP35712protein_codingdeleterious(0)probably_damaging(1)TCGA-A2-A04Y-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
SOX6SNVMissense_Mutationnovelc.1099N>Cp.Glu367Glnp.E367QP35712protein_codingtolerated(0.95)benign(0)TCGA-A2-A0YD-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
SOX6SNVMissense_Mutationnovelc.1818N>Ap.Asn606Lysp.N606KP35712protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AC-A4ZE-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
SOX6SNVMissense_Mutationnovelc.1501N>Gp.Gln501Glup.Q501EP35712protein_codingdeleterious(0.01)benign(0.341)TCGA-BH-A0B6-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
SOX6SNVMissense_Mutationc.1963N>Ap.Ala655Thrp.A655TP35712protein_codingdeleterious(0)probably_damaging(0.967)TCGA-D8-A1X9-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapyadriamycin+cyclophosphamideSD
SOX6SNVMissense_Mutationc.137N>Cp.Ile46Thrp.I46TP35712protein_codingtolerated_low_confidence(0.16)benign(0.047)TCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
SOX6SNVMissense_Mutationnovelc.1567N>Ap.Asp523Asnp.D523NP35712protein_codingtolerated(0.08)possibly_damaging(0.466)TCGA-GM-A5PV-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
SOX6SNVMissense_Mutationnovelc.747N>Gp.His249Glnp.H249QP35712protein_codingdeleterious(0.02)benign(0.012)TCGA-OL-A5D7-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycytoxanCR
SOX6SNVMissense_Mutationc.1781N>Tp.Arg594Leup.R594LP35712protein_codingdeleterious(0.01)probably_damaging(0.992)TCGA-UU-A93S-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
SOX6insertionFrame_Shift_Insnovelc.1470_1471insTp.Gly491TrpfsTer33p.G491Wfs*33P35712protein_codingTCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
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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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