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: TM4SF4

Gene summary for TM4SF4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TM4SF4

Gene ID

7104

Gene nametransmembrane 4 L six family member 4
Gene AliasILTMP
Cytomap3q25.1
Gene Typeprotein-coding
GO ID

GO:0008150

UniProtAcc

P48230


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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
7104TM4SF4HTA11_2487_2000001011HumanColorectumSER3.73e-171.16e+00-0.1808
7104TM4SF4HTA11_411_2000001011HumanColorectumSER5.61e-037.17e-01-0.2602
7104TM4SF4NAFLD1HumanLiverNAFLD2.43e-09-1.01e+00-0.04
7104TM4SF4S41HumanLiverCirrhotic4.90e-21-1.57e+00-0.0343
7104TM4SF4S42HumanLiverHCC4.42e-14-1.58e+00-0.0103
7104TM4SF4S43HumanLiverCirrhotic8.12e-35-7.61e-01-0.0187
7104TM4SF4S44HumanLiverHCC1.86e-11-1.56e+00-0.0083
7104TM4SF4HCC1_MengHumanLiverHCC1.53e-113-9.07e-010.0246
7104TM4SF4HCC2_MengHumanLiverHCC3.14e-92-1.61e+000.0107
7104TM4SF4cirrhotic2HumanLiverCirrhotic1.49e-041.75e-010.0201
7104TM4SF4cirrhotic3HumanLiverCirrhotic2.42e-05-3.72e-010.0215
7104TM4SF4p6HumanLiverCyst1.20e-28-1.82e+00-0.0218
7104TM4SF4HCC1HumanLiverHCC1.09e-131.46e+000.5336
7104TM4SF4HCC2HumanLiverHCC1.52e-193.89e+000.5341
7104TM4SF4HCC5HumanLiverHCC7.74e-55-1.34e+000.4932
7104TM4SF4Pt13.aHumanLiverHCC5.10e-30-5.06e-010.021
7104TM4SF4Pt13.bHumanLiverHCC1.87e-29-4.58e-010.0251
7104TM4SF4Pt13.cHumanLiverHCC1.59e-33-1.23e+000.0076
7104TM4SF4Pt14.aHumanLiverHCC9.15e-08-6.46e-010.0169
7104TM4SF4Pt14.bHumanLiverHCC3.17e-07-5.58e-010.018
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
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
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
∗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:00310993LiverNAFLDregeneration35/1882198/187236.67e-048.61e-0335
GO:003109911LiverCirrhoticregeneration71/4634198/187233.02e-042.65e-0371
GO:00310992LiverHCCregeneration107/7958198/187236.67e-044.12e-03107
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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
TM4SF4SNVMissense_Mutationrs188249785c.188N>Tp.Ala63Valp.A63VP48230protein_codingdeleterious(0.03)benign(0.103)TCGA-AA-3852-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
TM4SF4SNVMissense_Mutationc.497N>Cp.Val166Alap.V166AP48230protein_codingtolerated(0.32)benign(0.266)TCGA-AD-5900-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
TM4SF4SNVMissense_Mutationc.512N>Ap.Met171Lysp.M171KP48230protein_codingdeleterious(0.02)benign(0.285)TCGA-AD-6964-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyfolfoxPD
TM4SF4SNVMissense_Mutationnovelc.300N>Ap.Phe100Leup.F100LP48230protein_codingtolerated(0.51)benign(0.007)TCGA-AX-A05Z-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapyadriamycinSD
TM4SF4SNVMissense_Mutationnovelc.542G>Ap.Gly181Aspp.G181DP48230protein_codingdeleterious(0)probably_damaging(0.992)TCGA-AX-A06F-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinSD
TM4SF4SNVMissense_Mutationrs556358999c.148N>Ap.Gly50Argp.G50RP48230protein_codingdeleterious(0.01)probably_damaging(0.995)TCGA-AX-A1CE-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnspecificPaclitaxelSD
TM4SF4SNVMissense_Mutationc.386A>Gp.Tyr129Cysp.Y129CP48230protein_codingdeleterious(0)probably_damaging(0.986)TCGA-B5-A11G-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
TM4SF4SNVMissense_Mutationc.257N>Ap.Arg86Glnp.R86QP48230protein_codingdeleterious(0.02)probably_damaging(0.971)TCGA-BS-A0UF-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
TM4SF4SNVMissense_Mutationnovelc.110A>Gp.Asp37Glyp.D37GP48230protein_codingtolerated(0.29)possibly_damaging(0.457)TCGA-EC-A1NJ-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
TM4SF4insertionFrame_Shift_Insnovelc.84_85insTp.Pro31SerfsTer8p.P31Sfs*8P48230protein_codingTCGA-AP-A059-01Endometriumuterine 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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