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: TM6SF2

Gene summary for TM6SF2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TM6SF2

Gene ID

53345

Gene nametransmembrane 6 superfamily member 2
Gene AliasTM6SF2
Cytomap19p13.11
Gene Typeprotein-coding
GO ID

GO:0006629

UniProtAcc

Q8N8A7


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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
53345TM6SF2Pat01-BHumanStomachGC1.03e-264.80e-010.5754
53345TM6SF2Pat02-BHumanStomachGC9.13e-061.33e-010.0368
53345TM6SF2Pat03-BHumanStomachGC8.94e-224.53e-010.3693
53345TM6SF2Pat17-BHumanStomachGC1.55e-133.38e-010.3109
53345TM6SF2Pat19-BHumanStomachGC3.24e-021.49e-010.0826
53345TM6SF2SIM_1HumanStomachSIM2.00e-062.56e-010.3573
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
∗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:0055088StomachGClipid homeostasis24/1159167/187239.86e-052.00e-0324
GO:0019216StomachGCregulation of lipid metabolic process37/1159331/187233.67e-045.70e-0337
GO:00192161StomachSIMregulation of lipid metabolic process27/708331/187231.58e-043.50e-0327
GO:00550881StomachSIMlipid homeostasis16/708167/187236.11e-049.21e-0316
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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
TM6SF2SNVMissense_Mutationrs370811816c.584C>Tp.Ala195Valp.A195VQ9BZW4protein_codingtolerated(0.39)benign(0)TCGA-A2-A1FV-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycyclophosphamideSD
TM6SF2SNVMissense_Mutationrs758178350c.244G>Ap.Ala82Thrp.A82TQ9BZW4protein_codingdeleterious(0)benign(0.181)TCGA-AC-A5XS-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyfemaraSD
TM6SF2SNVMissense_Mutationnovelc.822N>Gp.Phe274Leup.F274LQ9BZW4protein_codingtolerated(0.1)benign(0.285)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TM6SF2SNVMissense_Mutationc.561G>Ap.Met187Ilep.M187IQ9BZW4protein_codingtolerated(0.38)benign(0.001)TCGA-IR-A3LH-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TM6SF2SNVMissense_Mutationrs771796358c.121N>Ap.Ala41Thrp.A41TQ9BZW4protein_codingtolerated(0.23)benign(0.003)TCGA-VS-A94Z-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TM6SF2SNVMissense_Mutationrs777707469c.470N>Tp.Thr157Ilep.T157IQ9BZW4protein_codingtolerated(0.33)benign(0.007)TCGA-AA-3966-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
TM6SF2SNVMissense_Mutationrs201138158c.314N>Ap.Arg105Hisp.R105HQ9BZW4protein_codingtolerated(0.08)possibly_damaging(0.818)TCGA-AD-6889-01Colorectumcolon adenocarcinomaMale>=65I/IIChemotherapyxelodaPD
TM6SF2SNVMissense_Mutationc.1075N>Ap.Ala359Thrp.A359TQ9BZW4protein_codingtolerated(0.27)benign(0.013)TCGA-AZ-4313-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
TM6SF2SNVMissense_Mutationrs771340141c.592N>Tp.Arg198Cysp.R198CQ9BZW4protein_codingtolerated(0.24)benign(0)TCGA-G4-6320-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapyoxaliplatinSD
TM6SF2SNVMissense_Mutationnovelc.832C>Tp.Pro278Serp.P278SQ9BZW4protein_codingdeleterious(0)possibly_damaging(0.903)TCGA-AJ-A3EL-01Endometriumuterine corpus endometrioid 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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