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: SOX2

Gene summary for SOX2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SOX2

Gene ID

6657

Gene nameSRY-box transcription factor 2
Gene AliasANOP3
Cytomap3q26.33
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

A0A0U3FYV6


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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
6657SOX2LZE2THumanEsophagusESCC9.01e-061.33e+000.082
6657SOX2LZE4THumanEsophagusESCC6.78e-199.94e-010.0811
6657SOX2LZE5THumanEsophagusESCC2.93e-055.15e-010.0514
6657SOX2LZE7THumanEsophagusESCC2.09e-272.04e+000.0667
6657SOX2LZE20THumanEsophagusESCC6.79e-127.05e-010.0662
6657SOX2LZE22D1HumanEsophagusHGIN6.20e-052.23e-010.0595
6657SOX2LZE22THumanEsophagusESCC9.69e-118.28e-010.068
6657SOX2LZE24THumanEsophagusESCC3.95e-301.05e+000.0596
6657SOX2LZE22D3HumanEsophagusHGIN2.69e-025.15e-010.0653
6657SOX2LZE21THumanEsophagusESCC6.47e-171.77e+000.0655
6657SOX2P1T-EHumanEsophagusESCC4.96e-181.10e+000.0875
6657SOX2P2T-EHumanEsophagusESCC7.74e-831.99e+000.1177
6657SOX2P4T-EHumanEsophagusESCC3.83e-601.87e+000.1323
6657SOX2P5T-EHumanEsophagusESCC3.67e-982.57e+000.1327
6657SOX2P8T-EHumanEsophagusESCC8.06e-701.53e+000.0889
6657SOX2P9T-EHumanEsophagusESCC1.72e-812.57e+000.1131
6657SOX2P10T-EHumanEsophagusESCC1.38e-1092.78e+000.116
6657SOX2P11T-EHumanEsophagusESCC1.79e-188.97e-010.1426
6657SOX2P12T-EHumanEsophagusESCC1.10e-1163.35e+000.1122
6657SOX2P15T-EHumanEsophagusESCC3.11e-873.08e+000.1149
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
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:004328126EsophagusHGINregulation of cysteine-type endopeptidase activity involved in apoptotic process59/2587209/187233.39e-081.97e-0659
GO:200011626EsophagusHGINregulation of cysteine-type endopeptidase activity63/2587235/187239.71e-085.02e-0663
GO:005254726EsophagusHGINregulation of peptidase activity102/2587461/187236.29e-072.72e-05102
GO:000632516EsophagusHGINchromatin organization92/2587409/187231.05e-064.16e-0592
GO:005254826EsophagusHGINregulation of endopeptidase activity96/2587432/187231.09e-064.30e-0596
GO:00198277EsophagusHGINstem cell population maintenance39/2587131/187231.63e-066.14e-0539
GO:00987278EsophagusHGINmaintenance of cell number39/2587134/187233.02e-061.03e-0439
GO:004873225EsophagusHGINgland development88/2587436/187231.34e-042.71e-0388
GO:000164917EsophagusHGINosteoblast differentiation50/2587229/187235.88e-048.30e-0350
GO:003011116EsophagusHGINregulation of Wnt signaling pathway65/2587328/187231.53e-031.77e-0265
GO:001605516EsophagusHGINWnt signaling pathway83/2587444/187232.27e-032.33e-0283
GO:019873816EsophagusHGINcell-cell signaling by wnt83/2587446/187232.58e-032.55e-0283
GO:0035019EsophagusHGINsomatic stem cell population maintenance13/258742/187233.32e-033.12e-0213
GO:006082816EsophagusHGINregulation of canonical Wnt signaling pathway50/2587253/187235.27e-034.35e-0250
GO:000150316EsophagusHGINossification75/2587408/187235.49e-034.49e-0275
GO:0048732111EsophagusESCCgland development269/8552436/187237.81e-122.95e-10269
GO:2000116111EsophagusESCCregulation of cysteine-type endopeptidase activity158/8552235/187231.67e-115.90e-10158
GO:0043281111EsophagusESCCregulation of cysteine-type endopeptidase activity involved in apoptotic process143/8552209/187232.12e-117.31e-10143
GO:001605517EsophagusESCCWnt signaling pathway268/8552444/187232.32e-106.58e-09268
GO:019873817EsophagusESCCcell-cell signaling by wnt269/8552446/187232.41e-106.79e-09269
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0439018EsophagusESCCHippo signaling pathway92/4205157/84651.46e-023.31e-021.69e-0292
hsa0439019EsophagusESCCHippo signaling pathway92/4205157/84651.46e-023.31e-021.69e-0292
hsa0439016Oral cavityOSCCHippo signaling pathway86/3704157/84653.30e-038.24e-034.20e-0386
hsa0439017Oral cavityOSCCHippo signaling pathway86/3704157/84653.30e-038.24e-034.20e-0386
hsa0439025Oral cavityNEOLPHippo signaling pathway35/1112157/84659.91e-044.85e-033.05e-0335
hsa0439035Oral cavityNEOLPHippo signaling pathway35/1112157/84659.91e-044.85e-033.05e-0335
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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
SOX2TRANSCervixN_HPVAMTN,CSTA,LYPD3, etc.2.21e-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.
SOX2TUFColorectumADSMOC2,NR2F1,LRP4, etc.8.69e-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.
SOX2SSCColorectumADSMOC2,NR2F1,LRP4, etc.0.00e+00The 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.
SOX2STMColorectumMSI-HSMOC2,NR2F1,LRP4, etc.1.31e-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.
SOX2STMColorectumSERSMOC2,NR2F1,LRP4, etc.4.18e-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.
SOX2CILIALungAAHCAPS,AC025580.1,ALDH1A1, etc.6.61e-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.
SOX2ABPLungADJCAPS,AC025580.1,ALDH1A1, etc.2.88e-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.
SOX2CILIALungADJCAPS,AC025580.1,ALDH1A1, etc.4.86e-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.
SOX2STMLungADJCAPS,AC025580.1,ALDH1A1, etc.1.85e-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.
SOX2CLUBLungAISCAPS,AC025580.1,ALDH1A1, etc.8.82e-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
SOX2SNVMissense_Mutationc.466C>Tp.Arg156Cysp.R156CP48431protein_codingdeleterious(0.01)probably_damaging(0.993)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SOX2SNVMissense_Mutationc.250N>Ap.Glu84Lysp.E84KP48431protein_codingdeleterious(0)probably_damaging(0.989)TCGA-E2-A10C-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
SOX2SNVMissense_Mutationc.277G>Ap.Glu93Lysp.E93KP48431protein_codingdeleterious(0)probably_damaging(0.991)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SOX2SNVMissense_Mutationc.796N>Gp.Gln266Glup.Q266EP48431protein_codingtolerated(0.25)benign(0.072)TCGA-C5-A7UC-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
SOX2SNVMissense_Mutationc.472N>Ap.Asp158Asnp.D158NP48431protein_codingdeleterious(0.01)benign(0.326)TCGA-DS-A0VM-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
SOX2SNVMissense_Mutationnovelc.198N>Ap.Met66Ilep.M66IP48431protein_codingdeleterious(0)possibly_damaging(0.543)TCGA-EA-A3HU-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
SOX2SNVMissense_Mutationc.602N>Gp.Asp201Glyp.D201GP48431protein_codingdeleterious(0)probably_damaging(0.961)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
SOX2SNVMissense_Mutationnovelc.838N>Ap.Gly280Serp.G280SP48431protein_codingtolerated(0.13)benign(0.013)TCGA-AD-6901-01Colorectumcolon adenocarcinomaMale>=65I/IIChemotherapyxelodaPD
SOX2SNVMissense_Mutationc.644N>Tp.Thr215Ilep.T215IP48431protein_codingdeleterious(0.05)benign(0.439)TCGA-AD-6964-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyfolfoxPD
SOX2SNVMissense_Mutationnovelc.829N>Cp.Tyr277Hisp.Y277HP48431protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<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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