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: CMTM8

Gene summary for CMTM8

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CMTM8

Gene ID

152189

Gene nameCKLF like MARVEL transmembrane domain containing 8
Gene AliasCKLFSF8
Cytomap3p22.3
Gene Typeprotein-coding
GO ID

GO:0006935

UniProtAcc

Q8IZV2


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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
152189CMTM8LZE5THumanEsophagusESCC6.36e-093.39e-010.0514
152189CMTM8LZE20THumanEsophagusESCC3.88e-051.21e-010.0662
152189CMTM8LZE22THumanEsophagusESCC1.03e-044.85e-010.068
152189CMTM8LZE24THumanEsophagusESCC3.71e-133.50e-010.0596
152189CMTM8P2T-EHumanEsophagusESCC5.67e-151.36e-010.1177
152189CMTM8P4T-EHumanEsophagusESCC1.44e-328.26e-010.1323
152189CMTM8P5T-EHumanEsophagusESCC6.60e-133.27e-010.1327
152189CMTM8P8T-EHumanEsophagusESCC4.34e-285.91e-010.0889
152189CMTM8P9T-EHumanEsophagusESCC1.98e-102.80e-010.1131
152189CMTM8P10T-EHumanEsophagusESCC1.57e-203.79e-010.116
152189CMTM8P11T-EHumanEsophagusESCC5.65e-031.89e-010.1426
152189CMTM8P12T-EHumanEsophagusESCC1.59e-254.43e-010.1122
152189CMTM8P15T-EHumanEsophagusESCC1.24e-113.43e-010.1149
152189CMTM8P16T-EHumanEsophagusESCC4.40e-397.40e-010.1153
152189CMTM8P21T-EHumanEsophagusESCC5.85e-081.89e-010.1617
152189CMTM8P22T-EHumanEsophagusESCC2.43e-092.37e-010.1236
152189CMTM8P23T-EHumanEsophagusESCC9.99e-319.88e-010.108
152189CMTM8P24T-EHumanEsophagusESCC6.24e-204.74e-010.1287
152189CMTM8P26T-EHumanEsophagusESCC7.81e-477.78e-010.1276
152189CMTM8P27T-EHumanEsophagusESCC2.76e-223.76e-010.1055
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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
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
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
GO:00425524EsophagusESCCmyelination85/8552134/187232.51e-052.13e-0485
GO:00072724EsophagusESCCensheathment of neurons86/8552136/187232.68e-052.24e-0486
GO:00083664EsophagusESCCaxon ensheathment86/8552136/187232.68e-052.24e-0486
GO:0042552LiverCirrhoticmyelination46/4634134/187238.04e-033.77e-0246
GO:0007272LiverCirrhoticensheathment of neurons46/4634136/187231.08e-024.75e-0246
GO:0008366LiverCirrhoticaxon ensheathment46/4634136/187231.08e-024.75e-0246
GO:00072721LiverHCCensheathment of neurons72/7958136/187238.87e-033.44e-0272
GO:00083661LiverHCCaxon ensheathment72/7958136/187238.87e-033.44e-0272
GO:00425521LiverHCCmyelination71/7958134/187239.08e-033.49e-0271
GO:00072723Oral cavityOSCCensheathment of neurons72/7305136/187236.59e-043.70e-0372
GO:00083663Oral cavityOSCCaxon ensheathment72/7305136/187236.59e-043.70e-0372
GO:00425523Oral cavityOSCCmyelination71/7305134/187236.93e-043.86e-0371
GO:00425526ThyroidATCmyelination62/6293134/187231.54e-037.84e-0362
GO:00072726ThyroidATCensheathment of neurons62/6293136/187232.39e-031.11e-0262
GO:00083666ThyroidATCaxon ensheathment62/6293136/187232.39e-031.11e-0262
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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
CMTM8deletionFrame_Shift_Delc.259delNp.Phe87SerfsTer6p.F87Sfs*6Q8IZV2protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
CMTM8SNVMissense_Mutationnovelc.73A>Gp.Thr25Alap.T25AQ8IZV2protein_codingtolerated(0.52)benign(0)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CMTM8SNVMissense_Mutationc.308N>Ap.Pro103Hisp.P103HQ8IZV2protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AZ-6601-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
CMTM8SNVMissense_Mutationc.259N>Gp.Phe87Valp.F87VQ8IZV2protein_codingdeleterious(0.02)possibly_damaging(0.676)TCGA-G4-6309-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapyxelodaPD
CMTM8SNVMissense_Mutationrs150764905c.368N>Tp.Ala123Valp.A123VQ8IZV2protein_codingtolerated(0.09)benign(0.104)TCGA-A5-A0GH-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
CMTM8SNVMissense_Mutationnovelc.277N>Cp.Thr93Prop.T93PQ8IZV2protein_codingtolerated(0.05)probably_damaging(0.943)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
CMTM8SNVMissense_Mutationrs142284590c.205N>Ap.Ala69Thrp.A69TQ8IZV2protein_codingtolerated(0.05)benign(0.408)TCGA-A5-A2K5-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
CMTM8SNVMissense_Mutationnovelc.121N>Tp.Pro41Serp.P41SQ8IZV2protein_codingtolerated(0.57)possibly_damaging(0.741)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
CMTM8SNVMissense_Mutationrs142284590c.205G>Ap.Ala69Thrp.A69TQ8IZV2protein_codingtolerated(0.05)benign(0.408)TCGA-AX-A0J1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
CMTM8SNVMissense_Mutationc.247N>Tp.Leu83Phep.L83FQ8IZV2protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AX-A1CE-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnspecificPaclitaxelSD
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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
152189CMTM8NAmethylphenidateMETHYLPHENIDATE29382897
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