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: CMTM7

Gene summary for CMTM7

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CMTM7

Gene ID

112616

Gene nameCKLF like MARVEL transmembrane domain containing 7
Gene AliasCKLFSF7
Cytomap3p22.3
Gene Typeprotein-coding
GO ID

GO:0001775

UniProtAcc

A0A024R2L3


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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
112616CMTM7P8T-EHumanEsophagusESCC5.72e-297.39e-010.0889
112616CMTM7P9T-EHumanEsophagusESCC6.53e-041.13e-010.1131
112616CMTM7P12T-EHumanEsophagusESCC7.89e-079.97e-020.1122
112616CMTM7P16T-EHumanEsophagusESCC1.90e-143.18e-010.1153
112616CMTM7P21T-EHumanEsophagusESCC3.28e-216.13e-010.1617
112616CMTM7P27T-EHumanEsophagusESCC2.83e-081.34e-010.1055
112616CMTM7P37T-EHumanEsophagusESCC4.39e-154.07e-010.1371
112616CMTM7P38T-EHumanEsophagusESCC1.90e-054.92e-010.127
112616CMTM7P39T-EHumanEsophagusESCC3.65e-103.17e-010.0894
112616CMTM7P40T-EHumanEsophagusESCC1.90e-062.78e-010.109
112616CMTM7P44T-EHumanEsophagusESCC1.46e-042.60e-010.1096
112616CMTM7P49T-EHumanEsophagusESCC4.95e-026.22e-010.1768
112616CMTM7P52T-EHumanEsophagusESCC2.26e-083.01e-010.1555
112616CMTM7P54T-EHumanEsophagusESCC3.98e-185.27e-010.0975
112616CMTM7P56T-EHumanEsophagusESCC2.45e-035.62e-010.1613
112616CMTM7P57T-EHumanEsophagusESCC1.08e-123.75e-010.0926
112616CMTM7P61T-EHumanEsophagusESCC3.74e-133.72e-010.099
112616CMTM7P74T-EHumanEsophagusESCC2.55e-134.40e-010.1479
112616CMTM7P75T-EHumanEsophagusESCC3.66e-501.04e+000.1125
112616CMTM7P76T-EHumanEsophagusESCC1.30e-521.23e+000.1207
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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
∗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:19031317EsophagusESCCmononuclear cell differentiation226/8552426/187231.20e-035.88e-03226
GO:00300984EsophagusESCClymphocyte differentiation192/8552374/187231.52e-024.93e-02192
GO:19031311LungIACmononuclear cell differentiation66/2061426/187232.63e-032.44e-0266
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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
CMTM7SNVMissense_Mutationnovelc.471N>Ap.Ser157Argp.S157RQ96FZ5protein_codingdeleterious(0)probably_damaging(0.958)TCGA-AN-A0FX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
CMTM7SNVMissense_Mutationc.499N>Ap.Val167Ilep.V167IQ96FZ5protein_codingtolerated(0.82)benign(0)TCGA-BH-A209-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CMTM7insertionIn_Frame_Insnovelc.473_474insGGAATGGAATGGAATAGAATGGAAGCAAACTGAGTGCAGGGGAATGGAp.Ile158delinsMetGluTrpAsnGlyIleGluTrpLysGlnThrGluCysArgGlyMetGlup.I158delinsMEWNGIEWKQTECRGMEQ96FZ5protein_codingTCGA-AN-A0FX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
CMTM7SNVMissense_Mutationc.331N>Cp.Ser111Prop.S111PQ96FZ5protein_codingdeleterious(0.01)possibly_damaging(0.653)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
CMTM7SNVMissense_Mutationnovelc.407N>Gp.Asn136Serp.N136SQ96FZ5protein_codingtolerated(0.56)benign(0.007)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
CMTM7SNVMissense_Mutationnovelc.421N>Ap.Val141Ilep.V141IQ96FZ5protein_codingtolerated(0.15)benign(0.223)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
CMTM7SNVMissense_Mutationrs780296829c.250G>Ap.Asp84Asnp.D84NQ96FZ5protein_codingtolerated(0.86)benign(0.006)TCGA-AP-A1E0-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelSD
CMTM7SNVMissense_Mutationc.293G>Ap.Arg98Hisp.R98HQ96FZ5protein_codingdeleterious(0)possibly_damaging(0.724)TCGA-AX-A0J1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
CMTM7SNVMissense_Mutationrs767127146c.292N>Tp.Arg98Cysp.R98CQ96FZ5protein_codingdeleterious(0.01)benign(0.061)TCGA-AX-A1CE-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnspecificPaclitaxelSD
CMTM7SNVMissense_Mutationrs377268191c.268N>Ap.Ala90Thrp.A90TQ96FZ5protein_codingtolerated(0.06)benign(0.01)TCGA-DF-A2KU-01Endometriumuterine corpus endometrioid carcinomaFemaleUnknownI/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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