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: VTCN1

Gene summary for VTCN1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

VTCN1

Gene ID

79679

Gene nameV-set domain containing T cell activation inhibitor 1
Gene AliasB7-H4
Cytomap1p13.1-p12
Gene Typeprotein-coding
GO ID

GO:0001562

UniProtAcc

Q7Z7D3


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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
79679VTCN1AEH-subject1HumanEndometriumAEH4.99e-032.12e-01-0.3059
79679VTCN1AEH-subject2HumanEndometriumAEH1.31e-073.95e-01-0.2525
79679VTCN1AEH-subject3HumanEndometriumAEH9.04e-083.48e-01-0.2576
79679VTCN1EEC-subject2HumanEndometriumEEC1.08e-063.91e-01-0.2607
79679VTCN1EEC-subject5HumanEndometriumEEC4.57e-042.56e-01-0.249
79679VTCN1GSM6177620_NYU_UCEC1_lib1_lib1HumanEndometriumEEC3.12e-125.63e-01-0.1869
79679VTCN1GSM6177620_NYU_UCEC1_lib2_lib2HumanEndometriumEEC2.06e-115.21e-01-0.1875
79679VTCN1GSM6177620_NYU_UCEC1_lib3_lib3HumanEndometriumEEC3.84e-094.30e-01-0.1883
79679VTCN1GSM6177621_NYU_UCEC2_lib1_lib1HumanEndometriumEEC4.90e-032.56e-01-0.1934
79679VTCN1GSM6177622_NYU_UCEC3_lib1_lib1HumanEndometriumEEC1.50e-104.49e-01-0.1917
79679VTCN1GSM6177622_NYU_UCEC3_lib2_lib2HumanEndometriumEEC5.65e-114.48e-01-0.1916
79679VTCN1GSM6177623_NYU_UCEC3_VisHumanEndometriumEEC1.29e-287.47e-01-0.1269
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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:004578516EndometriumAEHpositive regulation of cell adhesion96/2100437/187235.50e-117.18e-0996
GO:002240714EndometriumAEHregulation of cell-cell adhesion79/2100448/187232.90e-055.40e-0479
GO:002240910EndometriumAEHpositive regulation of cell-cell adhesion54/2100284/187236.94e-051.07e-0354
GO:19030398EndometriumAEHpositive regulation of leukocyte cell-cell adhesion46/2100239/187231.72e-042.24e-0346
GO:00421109EndometriumAEHT cell activation81/2100487/187231.78e-042.30e-0381
GO:00508709EndometriumAEHpositive regulation of T cell activation41/2100216/187235.08e-045.18e-0341
GO:00071599EndometriumAEHleukocyte cell-cell adhesion63/2100371/187235.11e-045.21e-0363
GO:00508639EndometriumAEHregulation of T cell activation57/2100329/187235.58e-045.59e-0357
GO:00027645EndometriumAEHimmune response-regulating signaling pathway76/2100468/187235.76e-045.71e-0376
GO:19030379EndometriumAEHregulation of leukocyte cell-cell adhesion57/2100336/187239.42e-048.57e-0357
GO:00508525EndometriumAEHT cell receptor signaling pathway26/2100123/187231.03e-039.15e-0326
GO:00026838EndometriumAEHnegative regulation of immune system process69/2100434/187231.76e-031.41e-0269
GO:00420989EndometriumAEHT cell proliferation35/2100199/187234.66e-032.98e-0235
GO:00421298EndometriumAEHregulation of T cell proliferation31/2100171/187234.73e-033.00e-0231
GO:00018198EndometriumAEHpositive regulation of cytokine production71/2100467/187234.76e-033.02e-0271
GO:00071627EndometriumAEHnegative regulation of cell adhesion49/2100303/187235.43e-033.37e-0249
GO:00706638EndometriumAEHregulation of leukocyte proliferation41/2100245/187235.77e-033.52e-0241
GO:004578517EndometriumEECpositive regulation of cell adhesion98/2168437/187236.15e-118.38e-0998
GO:002240715EndometriumEECregulation of cell-cell adhesion84/2168448/187234.98e-061.24e-0484
GO:002240914EndometriumEECpositive regulation of cell-cell adhesion56/2168284/187234.36e-057.15e-0456
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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
∗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
VTCN1SNVMissense_Mutationc.332N>Ap.Gly111Aspp.G111DQ7Z7D3protein_codingdeleterious(0)probably_damaging(1)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
VTCN1SNVMissense_Mutationrs12092598c.490N>Ap.Glu164Lysp.E164KQ7Z7D3protein_codingtolerated(0.24)benign(0.27)TCGA-AC-A3YJ-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
VTCN1deletionFrame_Shift_Delnovelc.506_537delNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNp.Glu169GlyfsTer7p.E169Gfs*7Q7Z7D3protein_codingTCGA-A2-A3Y0-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
VTCN1insertionNonsense_Mutationnovelc.325_326insAAAACTGTTGAAATACAAATCAAATCTGGAATTTAGTTp.Ile109LysfsTer4p.I109Kfs*4Q7Z7D3protein_codingTCGA-AN-A0FN-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
VTCN1SNVMissense_Mutationc.556G>Ap.Asp186Asnp.D186NQ7Z7D3protein_codingtolerated(0.16)benign(0.023)TCGA-EK-A2PG-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
VTCN1SNVMissense_Mutationnovelc.610N>Ap.Glu204Lysp.E204KQ7Z7D3protein_codingtolerated(0.09)possibly_damaging(0.815)TCGA-MY-A5BF-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinCR
VTCN1SNVMissense_Mutationc.535G>Tp.Val179Leup.V179LQ7Z7D3protein_codingdeleterious(0.02)possibly_damaging(0.615)TCGA-3L-AA1B-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
VTCN1SNVMissense_Mutationc.445N>Tp.Ala149Serp.A149SQ7Z7D3protein_codingdeleterious(0.01)probably_damaging(0.995)TCGA-A6-6780-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
VTCN1SNVMissense_Mutationc.421G>Ap.Ala141Thrp.A141TQ7Z7D3protein_codingtolerated(0.17)benign(0.18)TCGA-AA-3710-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
VTCN1SNVMissense_Mutationrs773228516c.346C>Tp.Arg116Trpp.R116WQ7Z7D3protein_codingdeleterious(0.02)benign(0.052)TCGA-AA-3864-01Colorectumcolon 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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