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: TM4SF19

Gene summary for TM4SF19

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TM4SF19

Gene ID

116211

Gene nametransmembrane 4 L six family member 19
Gene AliasOCTM4
Cytomap3q29
Gene Typeprotein-coding
GO ID

GO:0005575

UniProtAcc

B7ZW46


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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
116211TM4SF19LZE4THumanEsophagusESCC6.29e-205.38e-010.0811
116211TM4SF19LZE7THumanEsophagusESCC6.13e-074.46e-010.0667
116211TM4SF19LZE22THumanEsophagusESCC1.57e-033.08e-010.068
116211TM4SF19LZE21THumanEsophagusESCC9.73e-053.22e-010.0655
116211TM4SF19P1T-EHumanEsophagusESCC3.58e-074.47e-010.0875
116211TM4SF19P4T-EHumanEsophagusESCC1.49e-093.04e-010.1323
116211TM4SF19P5T-EHumanEsophagusESCC2.20e-488.83e-010.1327
116211TM4SF19P9T-EHumanEsophagusESCC5.22e-185.06e-010.1131
116211TM4SF19P11T-EHumanEsophagusESCC6.08e-064.02e-010.1426
116211TM4SF19P19T-EHumanEsophagusESCC7.48e-034.05e-010.1662
116211TM4SF19P20T-EHumanEsophagusESCC1.16e-153.80e-010.1124
116211TM4SF19P22T-EHumanEsophagusESCC1.13e-163.65e-010.1236
116211TM4SF19P23T-EHumanEsophagusESCC7.50e-133.43e-010.108
116211TM4SF19P24T-EHumanEsophagusESCC1.59e-309.07e-010.1287
116211TM4SF19P26T-EHumanEsophagusESCC8.84e-051.21e-010.1276
116211TM4SF19P27T-EHumanEsophagusESCC7.90e-039.88e-020.1055
116211TM4SF19P28T-EHumanEsophagusESCC6.36e-336.50e-010.1149
116211TM4SF19P31T-EHumanEsophagusESCC2.02e-061.73e-010.1251
116211TM4SF19P36T-EHumanEsophagusESCC5.48e-085.66e-010.1187
116211TM4SF19P37T-EHumanEsophagusESCC8.12e-102.38e-010.1371
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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
TM4SF19SNVMissense_Mutationc.76N>Tp.Ala26Serp.A26SQ96DZ7protein_codingtolerated(0.12)benign(0.106)TCGA-AR-A24U-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
TM4SF19insertionFrame_Shift_Insnovelc.431_432insGGGAGGCCACGGTGGGTGGAp.Phe144LeufsTer108p.F144Lfs*108Q96DZ7protein_codingTCGA-A8-A07G-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapy5-fluorouracilCR
TM4SF19SNVMissense_Mutationrs750021035c.467G>Ap.Arg156Hisp.R156HQ96DZ7protein_codingtolerated(0.68)benign(0.005)TCGA-C5-A7CK-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
TM4SF19SNVMissense_Mutationc.247G>Cp.Gly83Argp.G83RQ96DZ7protein_codingtolerated(0.09)probably_damaging(0.964)TCGA-AA-3971-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyfolinicCR
TM4SF19SNVMissense_Mutationc.601N>Ap.Gly201Serp.G201SQ96DZ7protein_codingtolerated(0.09)benign(0.411)TCGA-AD-6895-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
TM4SF19SNVMissense_Mutationc.544N>Cp.Cys182Argp.C182RQ96DZ7protein_codingtolerated(0.07)possibly_damaging(0.796)TCGA-CA-6718-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownPD
TM4SF19SNVMissense_Mutationc.593G>Tp.Ser198Ilep.S198IQ96DZ7protein_codingdeleterious(0)possibly_damaging(0.713)TCGA-F4-6570-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
TM4SF19SNVMissense_Mutationnovelc.236N>Tp.Gly79Valp.G79VQ96DZ7protein_codingdeleterious(0)probably_damaging(1)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
TM4SF19SNVMissense_Mutationc.305N>Ap.Gly102Aspp.G102DQ96DZ7protein_codingtolerated(0.09)possibly_damaging(0.691)TCGA-AP-A051-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
TM4SF19SNVMissense_Mutationrs564896096c.275N>Ap.Arg92Glnp.R92QQ96DZ7protein_codingtolerated(0.71)benign(0.003)TCGA-AX-A062-01Endometriumuterine 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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