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: CMTM6

Gene summary for CMTM6

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CMTM6

Gene ID

54918

Gene nameCKLF like MARVEL transmembrane domain containing 6
Gene AliasCKLFSF6
Cytomap3p22.3
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

Q9NX76


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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
54918CMTM6AEH-subject1HumanEndometriumAEH4.32e-02-2.05e-01-0.3059
54918CMTM6AEH-subject2HumanEndometriumAEH4.04e-02-2.39e-01-0.2525
54918CMTM6AEH-subject5HumanEndometriumAEH7.88e-08-3.99e-01-0.2953
54918CMTM6EEC-subject1HumanEndometriumEEC6.02e-04-2.81e-01-0.2682
54918CMTM6EEC-subject2HumanEndometriumEEC6.66e-10-4.22e-01-0.2607
54918CMTM6EEC-subject3HumanEndometriumEEC4.01e-25-4.27e-01-0.2525
54918CMTM6EEC-subject4HumanEndometriumEEC1.89e-05-3.76e-01-0.2571
54918CMTM6EEC-subject5HumanEndometriumEEC3.50e-06-3.50e-01-0.249
54918CMTM6GSM5276934HumanEndometriumEEC1.92e-07-4.00e-01-0.0913
54918CMTM6GSM5276937HumanEndometriumEEC1.56e-03-3.42e-01-0.0897
54918CMTM6GSM6177620_NYU_UCEC1_lib1_lib1HumanEndometriumEEC4.00e-233.22e-01-0.1869
54918CMTM6GSM6177620_NYU_UCEC1_lib2_lib2HumanEndometriumEEC2.37e-261.69e-01-0.1875
54918CMTM6GSM6177620_NYU_UCEC1_lib3_lib3HumanEndometriumEEC6.76e-323.49e-01-0.1883
54918CMTM6GSM6177621_NYU_UCEC2_lib1_lib1HumanEndometriumEEC2.73e-395.63e-01-0.1934
54918CMTM6GSM6177622_NYU_UCEC3_lib1_lib1HumanEndometriumEEC2.08e-434.63e-01-0.1917
54918CMTM6GSM6177622_NYU_UCEC3_lib2_lib2HumanEndometriumEEC3.14e-505.14e-01-0.1916
54918CMTM6LZE4THumanEsophagusESCC5.15e-095.97e-010.0811
54918CMTM6LZE7THumanEsophagusESCC9.43e-035.80e-010.0667
54918CMTM6LZE8THumanEsophagusESCC3.78e-052.37e-010.067
54918CMTM6LZE22THumanEsophagusESCC6.16e-034.61e-010.068
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
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
GO:003164716EndometriumAEHregulation of protein stability77/2100298/187231.13e-122.26e-1077
GO:003164717EndometriumEECregulation of protein stability80/2168298/187232.48e-135.96e-1180
GO:0031647111EsophagusESCCregulation of protein stability223/8552298/187235.76e-251.52e-22223
GO:001619715EsophagusESCCendosomal transport168/8552230/187232.28e-171.93e-15168
GO:009887615EsophagusESCCvesicle-mediated transport to the plasma membrane99/8552136/187231.13e-103.39e-0999
GO:00324565EsophagusESCCendocytic recycling51/855273/187232.47e-052.10e-0451
GO:003164712LiverCirrhoticregulation of protein stability144/4634298/187236.74e-191.28e-16144
GO:001619711LiverCirrhoticendosomal transport93/4634230/187231.01e-072.93e-0693
GO:009887611LiverCirrhoticvesicle-mediated transport to the plasma membrane59/4634136/187231.46e-062.88e-0559
GO:003164722LiverHCCregulation of protein stability211/7958298/187232.29e-235.01e-21211
GO:001619721LiverHCCendosomal transport154/7958230/187234.74e-142.95e-12154
GO:009887621LiverHCCvesicle-mediated transport to the plasma membrane92/7958136/187232.57e-097.07e-0892
GO:00324562LiverHCCendocytic recycling48/795873/187235.07e-054.83e-0448
GO:003164720Oral cavityOSCCregulation of protein stability193/7305298/187231.30e-191.95e-17193
GO:00161979Oral cavityOSCCendosomal transport141/7305230/187235.40e-122.06e-10141
GO:00988769Oral cavityOSCCvesicle-mediated transport to the plasma membrane79/7305136/187234.93e-065.58e-0579
GO:0031647110Oral cavityLPregulation of protein stability132/4623298/187238.16e-147.99e-12132
GO:001619714Oral cavityLPendosomal transport98/4623230/187231.65e-097.50e-0898
GO:009887614Oral cavityLPvesicle-mediated transport to the plasma membrane53/4623136/187231.54e-041.76e-0353
GO:00324564Oral cavityLPendocytic recycling28/462373/187236.61e-033.86e-0228
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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
CMTM6SNVMissense_Mutationnovelc.302A>Cp.Lys101Thrp.K101TQ9NX76protein_codingdeleterious(0)probably_damaging(0.979)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CMTM6SNVMissense_Mutationnovelc.451G>Ap.Asp151Asnp.D151NQ9NX76protein_codingdeleterious(0.03)probably_damaging(0.96)TCGA-IR-A3LF-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
CMTM6SNVMissense_Mutationc.41N>Gp.Asp14Glyp.D14GQ9NX76protein_codingtolerated(0.35)benign(0)TCGA-DM-A1HB-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
CMTM6SNVMissense_Mutationnovelc.445N>Ap.Leu149Ilep.L149IQ9NX76protein_codingtolerated(0.2)possibly_damaging(0.666)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
CMTM6SNVMissense_Mutationc.272N>Tp.Thr91Ilep.T91IQ9NX76protein_codingdeleterious(0)probably_damaging(0.999)TCGA-BS-A0UF-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
CMTM6SNVMissense_Mutationnovelc.418N>Ap.Phe140Ilep.F140IQ9NX76protein_codingdeleterious(0)probably_damaging(0.999)TCGA-DF-A2KN-01Endometriumuterine corpus endometrioid carcinomaFemaleUnknownI/IIUnknownUnknownSD
CMTM6SNVMissense_Mutationnovelc.437N>Gp.Phe146Cysp.F146CQ9NX76protein_codingtolerated(0.08)possibly_damaging(0.819)TCGA-EO-A22X-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnspecificCarboplatinComplete Response
CMTM6SNVMissense_Mutationnovelc.125N>Tp.Lys42Metp.K42MQ9NX76protein_codingdeleterious(0)probably_damaging(0.999)TCGA-DD-AACT-01Liverliver hepatocellular carcinomaFemale>=65I/IIUnknownUnknownSD
CMTM6SNVMissense_Mutationc.436N>Gp.Phe146Valp.F146VQ9NX76protein_codingtolerated(0.82)benign(0.007)TCGA-CD-5801-01Stomachstomach adenocarcinomaMale>=65III/IVUnknownUnknownPD
CMTM6insertionFrame_Shift_Insnovelc.213_214insTp.Glu72Terp.E72*Q9NX76protein_codingTCGA-VQ-A8P2-01Stomachstomach adenocarcinomaMale>=65III/IVUnspecificComplete Response
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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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