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: SOX17

Gene summary for SOX17

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SOX17

Gene ID

64321

Gene nameSRY-box transcription factor 17
Gene AliasVUR3
Cytomap8q11.23
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

Q9H6I2


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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
64321SOX17AEH-subject3HumanEndometriumAEH1.35e-054.51e-01-0.2576
64321SOX17EEC-subject3HumanEndometriumEEC1.12e-04-3.65e-03-0.2525
64321SOX17GSM5276934HumanEndometriumEEC5.47e-13-5.30e-01-0.0913
64321SOX17GSM5276935HumanEndometriumEEC5.66e-083.42e-01-0.123
64321SOX17GSM5276937HumanEndometriumEEC2.85e-09-5.16e-01-0.0897
64321SOX17GSM6177620_NYU_UCEC1_lib1_lib1HumanEndometriumEEC1.33e-06-4.17e-02-0.1869
64321SOX17GSM6177620_NYU_UCEC1_lib2_lib2HumanEndometriumEEC7.42e-07-1.16e-01-0.1875
64321SOX17GSM6177620_NYU_UCEC1_lib3_lib3HumanEndometriumEEC2.83e-06-1.01e-02-0.1883
64321SOX17GSM6177621_NYU_UCEC2_lib1_lib1HumanEndometriumEEC2.06e-428.78e-01-0.1934
64321SOX17GSM6177622_NYU_UCEC3_lib1_lib1HumanEndometriumEEC9.05e-108.27e-02-0.1917
64321SOX17GSM6177622_NYU_UCEC3_lib2_lib2HumanEndometriumEEC3.89e-137.92e-02-0.1916
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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:00459956EndometriumAEHregulation of embryonic development18/210064/187231.65e-042.15e-0318
GO:00459264EndometriumAEHnegative regulation of growth47/2100249/187232.36e-042.84e-0347
GO:19908235EndometriumAEHresponse to leukemia inhibitory factor23/210095/187232.65e-043.09e-0323
GO:00488635EndometriumAEHstem cell differentiation40/2100206/187233.67e-043.99e-0340
GO:006100810EndometriumAEHhepaticobiliary system development31/2100150/187235.41e-045.45e-0331
GO:00301785EndometriumAEHnegative regulation of Wnt signaling pathway34/2100170/187235.63e-045.62e-0334
GO:19908305EndometriumAEHcellular response to leukemia inhibitory factor22/210094/187235.89e-045.82e-0322
GO:00030072EndometriumAEHheart morphogenesis45/2100246/187236.41e-046.23e-0345
GO:00303082EndometriumAEHnegative regulation of cell growth36/2100188/187239.15e-048.37e-0336
GO:00900902EndometriumAEHnegative regulation of canonical Wnt signaling pathway28/2100137/187231.17e-031.01e-0228
GO:00454467EndometriumAEHendothelial cell differentiation24/2100118/187232.71e-031.96e-0224
GO:00316484EndometriumAEHprotein destabilization12/210046/187233.91e-032.64e-0212
GO:00513022EndometriumAEHregulation of cell division32/2100177/187234.33e-032.86e-0232
GO:0001824EndometriumAEHblastocyst development21/2100106/187236.61e-033.90e-0221
GO:004217617EndometriumEECregulation of protein catabolic process103/2168391/187233.54e-161.52e-13103
GO:003164717EndometriumEECregulation of protein stability80/2168298/187232.48e-135.96e-1180
GO:005082117EndometriumEECprotein stabilization56/2168191/187232.32e-113.39e-0956
GO:000989617EndometriumEECpositive regulation of catabolic process108/2168492/187232.55e-113.64e-09108
GO:004573217EndometriumEECpositive regulation of protein catabolic process59/2168231/187232.69e-092.01e-0759
GO:003011113EndometriumEECregulation of Wnt signaling pathway74/2168328/187231.03e-086.47e-0774
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0431010EndometriumAEHWnt signaling pathway37/1197171/84654.68e-032.53e-021.86e-0237
hsa0431013EndometriumAEHWnt signaling pathway37/1197171/84654.68e-032.53e-021.86e-0237
hsa0431022EndometriumEECWnt signaling pathway40/1237171/84651.37e-038.99e-036.70e-0340
hsa0431032EndometriumEECWnt signaling pathway40/1237171/84651.37e-038.99e-036.70e-0340
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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
SOX17MVAEndometriumEECSRP14,SLC9A3R2,GLUL, etc.2.11e-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.
SOX17MVAEndometriumHealthySRP14,SLC9A3R2,GLUL, etc.2.25e-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.
SOX17MVALungAAHAIF1L,FAM107A,HEY1, etc.3.94e-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.
SOX17INCAFLungADJAIF1L,FAM107A,HEY1, etc.9.70e-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.
SOX17PVALungAISAIF1L,FAM107A,HEY1, etc.2.15e-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.
SOX17MVALungAISAIF1L,FAM107A,HEY1, etc.4.51e-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.
SOX17INCAFLungIACAIF1L,FAM107A,HEY1, etc.1.72e-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.
SOX17PVALungMIACAIF1L,FAM107A,HEY1, etc.1.01e-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.
SOX17MVALungMIACAIF1L,FAM107A,HEY1, etc.5.43e-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.
SOX17ENDOral cavityEOLPICAM2,CLDN5,SLC9A3R2, etc.3.99e-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
SOX17SNVMissense_Mutationrs780271052c.1181C>Tp.Ala394Valp.A394VQ9H6I2protein_codingtolerated(0.17)benign(0.009)TCGA-EA-A410-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
SOX17SNVMissense_Mutationc.287N>Gp.Ala96Glyp.A96GQ9H6I2protein_codingdeleterious(0)probably_damaging(0.998)TCGA-EA-A4BA-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinCR
SOX17insertionIn_Frame_Insnovelc.362_363insAGAp.Glu122dupp.E122dupQ9H6I2protein_codingTCGA-IR-A3LI-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SOX17SNVMissense_Mutationrs759612481c.143N>Tp.Ala48Valp.A48VQ9H6I2protein_codingtolerated(0.16)benign(0.001)TCGA-A6-2677-01Colorectumcolon adenocarcinomaFemale>=65III/IVAncillaryleucovorinSD
SOX17SNVMissense_Mutationc.1079G>Ap.Arg360Hisp.R360HQ9H6I2protein_codingdeleterious(0.04)possibly_damaging(0.511)TCGA-A6-6653-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
SOX17SNVMissense_Mutationc.1054G>Tp.Ala352Serp.A352SQ9H6I2protein_codingtolerated(0.5)benign(0.014)TCGA-AA-A01V-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
SOX17SNVMissense_Mutationc.1213N>Ap.Ala405Thrp.A405TQ9H6I2protein_codingdeleterious(0.02)probably_damaging(0.98)TCGA-CM-4743-01Colorectumcolon adenocarcinomaMale>=65I/IIChemotherapycapecitabineSD
SOX17SNVMissense_Mutationc.343C>Tp.Arg115Trpp.R115WQ9H6I2protein_codingdeleterious(0)probably_damaging(0.998)TCGA-CM-5349-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SOX17SNVMissense_Mutationc.220N>Ap.Ala74Thrp.A74TQ9H6I2protein_codingdeleterious(0)probably_damaging(0.999)TCGA-CM-6171-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SOX17SNVMissense_Mutationc.469C>Tp.His157Tyrp.H157YQ9H6I2protein_codingdeleterious(0.02)possibly_damaging(0.527)TCGA-F4-6856-01Colorectumcolon adenocarcinomaMale<65I/IIAncillaryleucovorinCR
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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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