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: CMTM3

Gene summary for CMTM3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CMTM3

Gene ID

123920

Gene nameCKLF like MARVEL transmembrane domain containing 3
Gene AliasBNAS2
Cytomap16q22.1
Gene Typeprotein-coding
GO ID

GO:0001701

UniProtAcc

A0A024R6Y8


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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
123920CMTM3LZE4THumanEsophagusESCC1.77e-033.89e-020.0811
123920CMTM3LZE24THumanEsophagusESCC4.65e-03-6.75e-040.0596
123920CMTM3P1T-EHumanEsophagusESCC6.98e-032.21e-010.0875
123920CMTM3P2T-EHumanEsophagusESCC5.25e-223.69e-010.1177
123920CMTM3P4T-EHumanEsophagusESCC9.13e-256.93e-010.1323
123920CMTM3P5T-EHumanEsophagusESCC2.09e-103.46e-010.1327
123920CMTM3P8T-EHumanEsophagusESCC1.31e-112.38e-010.0889
123920CMTM3P9T-EHumanEsophagusESCC1.64e-073.65e-010.1131
123920CMTM3P10T-EHumanEsophagusESCC5.72e-245.35e-010.116
123920CMTM3P11T-EHumanEsophagusESCC2.29e-371.56e+000.1426
123920CMTM3P12T-EHumanEsophagusESCC1.55e-214.62e-010.1122
123920CMTM3P15T-EHumanEsophagusESCC8.03e-103.47e-010.1149
123920CMTM3P16T-EHumanEsophagusESCC3.01e-305.97e-010.1153
123920CMTM3P19T-EHumanEsophagusESCC3.54e-111.02e+000.1662
123920CMTM3P21T-EHumanEsophagusESCC5.03e-429.30e-010.1617
123920CMTM3P22T-EHumanEsophagusESCC7.88e-031.88e-010.1236
123920CMTM3P23T-EHumanEsophagusESCC5.01e-031.29e-010.108
123920CMTM3P24T-EHumanEsophagusESCC8.36e-185.02e-010.1287
123920CMTM3P26T-EHumanEsophagusESCC2.00e-143.20e-010.1276
123920CMTM3P31T-EHumanEsophagusESCC3.41e-377.11e-010.1251
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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
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:000170119EsophagusESCCin utero embryonic development243/8552367/187231.00e-156.86e-14243
GO:000182412EsophagusESCCblastocyst development73/8552106/187231.13e-061.40e-0573
GO:00017015LiverCirrhoticin utero embryonic development134/4634367/187232.78e-076.86e-06134
GO:000170111LiverHCCin utero embryonic development204/7958367/187232.44e-074.30e-06204
GO:000170116Oral cavityOSCCin utero embryonic development207/7305367/187237.92e-122.95e-10207
GO:00018243Oral cavityOSCCblastocyst development66/7305106/187231.04e-061.40e-0566
GO:00027646Oral cavityOSCCimmune response-regulating signaling pathway212/7305468/187232.93e-031.27e-02212
GO:000170117Oral cavityLPin utero embryonic development142/4623367/187231.48e-096.75e-08142
GO:000182411Oral cavityLPblastocyst development46/4623106/187231.86e-053.15e-0446
GO:0001701111ThyroidPTCin utero embryonic development175/5968367/187231.40e-104.73e-09175
GO:00018246ThyroidPTCblastocyst development49/5968106/187231.37e-037.72e-0349
GO:000170126ThyroidATCin utero embryonic development183/6293367/187236.62e-112.11e-09183
GO:000182414ThyroidATCblastocyst development53/6293106/187233.48e-042.16e-0353
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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
CMTM3SNVMissense_Mutationrs545909802c.356C>Tp.Thr119Metp.T119MQ96MX0protein_codingtolerated(0.21)benign(0.201)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CMTM3SNVMissense_Mutationrs778469660c.313N>Tp.Arg105Cysp.R105CQ96MX0protein_codingdeleterious(0.05)possibly_damaging(0.701)TCGA-AD-6964-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyfolfoxPD
CMTM3SNVMissense_Mutationnovelc.382G>Cp.Ala128Prop.A128PQ96MX0protein_codingdeleterious(0.03)probably_damaging(0.968)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
CMTM3SNVMissense_Mutationc.190G>Ap.Ala64Thrp.A64TQ96MX0protein_codingtolerated(0.06)probably_damaging(0.989)TCGA-CK-6746-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
CMTM3SNVMissense_Mutationrs777705777c.460N>Ap.Val154Metp.V154MQ96MX0protein_codingtolerated(0.15)benign(0.127)TCGA-CM-6162-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapyoxaliplatinSD
CMTM3SNVMissense_Mutationrs372483559c.364G>Ap.Ala122Thrp.A122TQ96MX0protein_codingtolerated(0.59)benign(0.027)TCGA-D5-6930-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
CMTM3SNVMissense_Mutationnovelc.167N>Gp.Phe56Cysp.F56CQ96MX0protein_codingdeleterious(0)probably_damaging(0.947)TCGA-EI-6917-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapy5fluorouracil+oxaciplatina+l-folinianSD
CMTM3SNVMissense_Mutationc.472N>Ap.Leu158Ilep.L158IQ96MX0protein_codingdeleterious(0.02)probably_damaging(0.947)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
CMTM3SNVMissense_Mutationrs777282641c.374C>Tp.Ser125Leup.S125LQ96MX0protein_codingtolerated(0.19)benign(0.146)TCGA-AJ-A3NE-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
CMTM3SNVMissense_Mutationnovelc.491N>Tp.Ala164Valp.A164VQ96MX0protein_codingtolerated(0.08)benign(0.036)TCGA-AX-A2HG-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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