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: TM4SF1

Gene summary for TM4SF1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TM4SF1

Gene ID

4071

Gene nametransmembrane 4 L six family member 1
Gene AliasH-L6
Cytomap3q25.1
Gene Typeprotein-coding
GO ID

GO:0008150

UniProtAcc

P30408


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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
4071TM4SF1Dong_P3HumanProstateTumor1.01e-38-9.51e-010.0278
4071TM4SF1Dong_P4HumanProstateTumor9.27e-08-7.43e-010.0292
4071TM4SF1Dong_P5HumanProstateTumor7.00e-59-8.26e-010.053
4071TM4SF1Dong_P6HumanProstateTumor2.41e-17-9.26e-010.0371
4071TM4SF1P7HumanProstateTumor3.78e-066.12e-01-0.1025
4071TM4SF1P9HumanProstateTumor7.31e-13-7.71e-01-0.0285
4071TM4SF1P10HumanProstateTumor2.79e-291.39e+00-0.0902
4071TM4SF1GSM5353215_PA_AUG_PB_1B_S2HumanProstateTumor1.79e-16-1.64e+000.1557
4071TM4SF1GSM5353216_PA_PB1A_Pool_1_3_S50_L002HumanProstateTumor3.01e-13-1.57e+000.159
4071TM4SF1GSM5353217_PA_PB1A_Pool_2_S107_L004HumanProstateTumor5.19e-07-1.41e+000.156
4071TM4SF1GSM5353218_PA_PB1B_Pool_1_2_S74_L003HumanProstateTumor1.02e-12-1.65e+000.1479
4071TM4SF1GSM5353220_PA_PB1B_Pool_3_S51_L002HumanProstateTumor1.49e-14-1.64e+000.1531
4071TM4SF1GSM5353221_PA_PB2A_Pool_1_3_S25_L001HumanProstateTumor3.63e-27-1.24e+000.1633
4071TM4SF1GSM5353222_PA_PB2B_Pool_1_3_S52_L002HumanProstateTumor3.61e-36-1.24e+000.1608
4071TM4SF1GSM5353223_PA_PB2B_Pool_2_S26_L001HumanProstateTumor2.21e-26-1.34e+000.1604
4071TM4SF1GSM5353224_PA_PR5186_Pool_1_2_3_S27_L001HumanProstateTumor5.19e-17-9.82e-010.1621
4071TM4SF1GSM5353225_PA_PR5196-1_Pool_1_2_3_S53_L002HumanProstateTumor1.39e-11-1.07e+000.1619
4071TM4SF1GSM5353226_PA_PR5196-2_Pool_1_2_3_S54_L002HumanProstateTumor1.29e-11-1.31e+000.159
4071TM4SF1GSM5353227_PA_PR5199-193K_Pool_1_2_3_S55_L002HumanProstateTumor3.86e-29-1.26e+000.1602
4071TM4SF1GSM5353228_PA_PR5199-640K_Pool_1_3_S108_L004HumanProstateTumor3.32e-07-1.37e+000.1537
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
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
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
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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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
ThyroidThe 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.ATC: Anaplastic thyroid cancer
HT: Hashimoto's thyroiditis
PTC: Papillary thyroid 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
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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
TM4SF1SNVMissense_Mutationrs199669677c.290N>Gp.Ala97Glyp.A97GP30408protein_codingdeleterious(0)possibly_damaging(0.565)TCGA-A2-A04Q-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
TM4SF1SNVMissense_Mutationnovelc.122A>Cp.Asn41Thrp.N41TP30408protein_codingtolerated(0.06)benign(0.122)TCGA-AR-A1AP-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozoleSD
TM4SF1SNVMissense_Mutationnovelc.20N>Tp.Ala7Valp.A7VP30408protein_codingdeleterious(0)possibly_damaging(0.749)TCGA-AA-3947-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
TM4SF1SNVMissense_Mutationc.62N>Tp.Cys21Phep.C21FP30408protein_codingdeleterious(0)probably_damaging(0.922)TCGA-NH-A8F8-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapyfluorouracilPD
TM4SF1SNVMissense_Mutationnovelc.347C>Tp.Ala116Valp.A116VP30408protein_codingtolerated(0.36)benign(0.026)TCGA-AJ-A3EK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapycarboplatinCR
TM4SF1SNVMissense_Mutationc.289N>Tp.Ala97Serp.A97SP30408protein_codingtolerated(0.09)benign(0.143)TCGA-AP-A051-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
TM4SF1SNVMissense_Mutationc.86N>Gp.Tyr29Cysp.Y29CP30408protein_codingdeleterious(0)probably_damaging(0.977)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
TM4SF1SNVMissense_Mutationc.308G>Tp.Gly103Valp.G103VP30408protein_codingdeleterious(0)probably_damaging(0.927)TCGA-AX-A2HC-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelPD
TM4SF1SNVMissense_Mutationc.229N>Tp.Gly77Cysp.G77CP30408protein_codingdeleterious(0.04)probably_damaging(1)TCGA-B5-A0K9-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
TM4SF1SNVMissense_Mutationrs745533363c.266C>Tp.Ala89Valp.A89VP30408protein_codingdeleterious(0.05)possibly_damaging(0.59)TCGA-B5-A3FC-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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