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: SOX7

Gene summary for SOX7

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SOX7

Gene ID

83595

Gene nameSRY-box transcription factor 7
Gene AliasSOX7
Cytomap8p23.1
Gene Typeprotein-coding
GO ID

GO:0001704

UniProtAcc

Q9BT81


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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
83595SOX7LZE4THumanEsophagusESCC3.86e-026.61e-010.0811
83595SOX7LZE8THumanEsophagusESCC6.91e-04-1.47e-010.067
83595SOX7LZE21D1HumanEsophagusHGIN1.44e-02-1.36e-010.0632
83595SOX7LZE22D1HumanEsophagusHGIN1.49e-02-3.09e-010.0595
83595SOX7P1T-EHumanEsophagusESCC1.03e-024.29e-010.0875
83595SOX7P2T-EHumanEsophagusESCC3.49e-103.32e-010.1177
83595SOX7P5T-EHumanEsophagusESCC2.98e-037.21e-020.1327
83595SOX7P8T-EHumanEsophagusESCC4.93e-16-3.23e-010.0889
83595SOX7P10T-EHumanEsophagusESCC3.77e-14-3.81e-010.116
83595SOX7P11T-EHumanEsophagusESCC2.40e-028.04e-010.1426
83595SOX7P12T-EHumanEsophagusESCC2.66e-13-4.02e-010.1122
83595SOX7P15T-EHumanEsophagusESCC1.93e-05-3.28e-010.1149
83595SOX7P16T-EHumanEsophagusESCC3.08e-073.50e-020.1153
83595SOX7P20T-EHumanEsophagusESCC3.88e-126.97e-010.1124
83595SOX7P21T-EHumanEsophagusESCC5.73e-041.69e-010.1617
83595SOX7P26T-EHumanEsophagusESCC4.86e-035.54e-030.1276
83595SOX7P27T-EHumanEsophagusESCC3.56e-041.94e-010.1055
83595SOX7P28T-EHumanEsophagusESCC1.35e-025.82e-010.1149
83595SOX7P30T-EHumanEsophagusESCC1.24e-057.21e-010.137
83595SOX7P31T-EHumanEsophagusESCC1.85e-03-8.12e-020.1251
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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
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
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
∗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:004586227EsophagusHGINpositive regulation of proteolysis107/2587372/187232.61e-144.60e-12107
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:001095225EsophagusHGINpositive regulation of peptidase activity53/2587197/187238.70e-073.59e-0553
GO:005254826EsophagusHGINregulation of endopeptidase activity96/2587432/187231.09e-064.30e-0596
GO:004328020EsophagusHGINpositive regulation of cysteine-type endopeptidase activity involved in apoptotic process38/2587129/187232.92e-061.01e-0438
GO:200105620EsophagusHGINpositive regulation of cysteine-type endopeptidase activity41/2587148/187236.65e-062.07e-0441
GO:001095020EsophagusHGINpositive regulation of endopeptidase activity47/2587179/187237.23e-062.20e-0447
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:006082816EsophagusHGINregulation of canonical Wnt signaling pathway50/2587253/187235.27e-034.35e-0250
GO:0045862111EsophagusESCCpositive regulation of proteolysis256/8552372/187237.88e-209.43e-18256
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
GO:0010952111EsophagusESCCpositive regulation of peptidase activity133/8552197/187234.31e-101.14e-08133
GO:0052547111EsophagusESCCregulation of peptidase activity275/8552461/187237.54e-101.88e-08275
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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
SOX7MSC.ADIPOBreastHealthyAKAP12,EMP1,INHBB, etc.2.04e-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.
SOX7MSC.ADIPOBreastPrecancerAKAP12,EMP1,INHBB, etc.1.35e-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.
SOX7ENDCervixADJSOX17,CD93,IFI27, etc.4.36e-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.
SOX7ENDCervixCCSOX17,CD93,IFI27, etc.4.71e-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.
SOX7BASLungHealthyCRIP2,SPARCL1,CMTM6, etc.1.26e-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.
SOX7MVALungAAHCD93,TNFSF10,RAMP2, etc.3.63e-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.
SOX7PVALungAAHCD93,TNFSF10,RAMP2, etc.2.52e-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.
SOX7MVALungADJCD93,TNFSF10,RAMP2, etc.1.88e-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.
SOX7INCAFLungADJCD93,TNFSF10,RAMP2, etc.9.62e-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.
SOX7MVALungAISCD93,TNFSF10,RAMP2, etc.4.53e-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.
∗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
SOX7SNVMissense_Mutationc.940G>Ap.Ala314Thrp.A314TQ9BT81protein_codingtolerated(1)benign(0.006)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SOX7SNVMissense_Mutationnovelc.315N>Ap.His105Glnp.H105QQ9BT81protein_codingdeleterious(0)probably_damaging(1)TCGA-B6-A0IJ-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
SOX7SNVMissense_Mutationc.813N>Tp.Met271Ilep.M271IQ9BT81protein_codingtolerated(0.82)benign(0)TCGA-DG-A2KK-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinSD
SOX7SNVMissense_Mutationnovelc.295N>Ap.Glu99Lysp.E99KQ9BT81protein_codingdeleterious(0)probably_damaging(0.999)TCGA-Q1-A5R2-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPR
SOX7SNVMissense_Mutationnovelc.793N>Cp.Ser265Prop.S265PQ9BT81protein_codingtolerated(0.25)benign(0.009)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
SOX7SNVMissense_Mutationc.293C>Tp.Ala98Valp.A98VQ9BT81protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
SOX7SNVMissense_Mutationc.724N>Cp.Tyr242Hisp.Y242HQ9BT81protein_codingtolerated(0.13)benign(0.029)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
SOX7SNVMissense_Mutationrs142748053c.457N>Tp.Arg153Trpp.R153WQ9BT81protein_codingdeleterious(0.02)possibly_damaging(0.462)TCGA-D5-6926-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapy5-fluorouracilSD
SOX7SNVMissense_Mutationrs767524561c.395N>Ap.Gly132Aspp.G132DQ9BT81protein_codingdeleterious(0)probably_damaging(0.984)TCGA-DM-A1D7-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
SOX7SNVMissense_Mutationrs746671600c.961G>Ap.Val321Metp.V321MQ9BT81protein_codingdeleterious(0.01)possibly_damaging(0.852)TCGA-G4-6320-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapyoxaliplatinSD
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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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