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: TMEM138

Gene summary for TMEM138

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TMEM138

Gene ID

51524

Gene nametransmembrane protein 138
Gene AliasHSPC196
Cytomap11q12.2
Gene Typeprotein-coding
GO ID

GO:0006996

UniProtAcc

J3QSZ6


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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
51524TMEM138LZE2THumanEsophagusESCC4.31e-024.06e-010.082
51524TMEM138LZE4THumanEsophagusESCC1.11e-101.82e-010.0811
51524TMEM138LZE5THumanEsophagusESCC4.73e-021.91e-010.0514
51524TMEM138LZE7THumanEsophagusESCC8.57e-093.07e-010.0667
51524TMEM138LZE8THumanEsophagusESCC1.85e-042.36e-010.067
51524TMEM138LZE22THumanEsophagusESCC2.84e-052.20e-010.068
51524TMEM138LZE24THumanEsophagusESCC1.15e-276.19e-010.0596
51524TMEM138LZE6THumanEsophagusESCC5.61e-072.51e-010.0845
51524TMEM138P2T-EHumanEsophagusESCC1.05e-335.80e-010.1177
51524TMEM138P4T-EHumanEsophagusESCC1.94e-387.81e-010.1323
51524TMEM138P5T-EHumanEsophagusESCC2.83e-245.26e-010.1327
51524TMEM138P8T-EHumanEsophagusESCC4.58e-234.22e-010.0889
51524TMEM138P9T-EHumanEsophagusESCC4.29e-214.19e-010.1131
51524TMEM138P10T-EHumanEsophagusESCC2.47e-203.71e-010.116
51524TMEM138P11T-EHumanEsophagusESCC5.96e-269.05e-010.1426
51524TMEM138P12T-EHumanEsophagusESCC1.46e-173.98e-010.1122
51524TMEM138P15T-EHumanEsophagusESCC6.42e-152.40e-010.1149
51524TMEM138P16T-EHumanEsophagusESCC2.05e-163.36e-010.1153
51524TMEM138P17T-EHumanEsophagusESCC8.51e-164.49e-010.1278
51524TMEM138P19T-EHumanEsophagusESCC1.10e-055.88e-010.1662
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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
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
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
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
∗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
TMEM138SNVMissense_Mutationc.482G>Tp.Arg161Leup.R161LQ9NPI0protein_codingdeleterious(0.01)benign(0.169)TCGA-R2-A69V-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
TMEM138SNVMissense_Mutationrs202210746c.307C>Tp.Arg103Cysp.R103CQ9NPI0protein_codingdeleterious(0)probably_damaging(0.982)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
TMEM138SNVMissense_Mutationrs781769843c.308N>Ap.Arg103Hisp.R103HQ9NPI0protein_codingtolerated(0.22)probably_damaging(0.982)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
TMEM138SNVMissense_Mutationc.354G>Ap.Met118Ilep.M118IQ9NPI0protein_codingtolerated(0.33)benign(0)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
TMEM138SNVMissense_Mutationrs141029883c.415N>Ap.Val139Ilep.V139IQ9NPI0protein_codingtolerated(0.33)benign(0.003)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
TMEM138SNVMissense_Mutationnovelc.178N>Cp.Phe60Leup.F60LQ9NPI0protein_codingtolerated(0.19)benign(0.003)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
TMEM138SNVMissense_Mutationc.275N>Tp.Ser92Ilep.S92IQ9NPI0protein_codingdeleterious(0)probably_damaging(0.948)TCGA-B5-A11E-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
TMEM138SNVMissense_Mutationc.341N>Cp.Asp114Alap.D114AQ9NPI0protein_codingtolerated(0.12)benign(0.029)TCGA-BS-A0UF-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
TMEM138SNVMissense_Mutationc.223T>Gp.Phe75Valp.F75VQ9NPI0protein_codingtolerated(0.62)benign(0.001)TCGA-D1-A103-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
TMEM138SNVMissense_Mutationc.58N>Cp.Tyr20Hisp.Y20HQ9NPI0protein_codingtolerated(0.2)possibly_damaging(0.885)TCGA-G3-A3CK-01Liverliver hepatocellular carcinomaMale<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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