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: CMC1

Gene summary for CMC1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CMC1

Gene ID

152100

Gene nameC-X9-C motif containing 1
Gene AliasC3orf68
Cytomap3p24.1
Gene Typeprotein-coding
GO ID

GO:0005575

UniProtAcc

C9JES7


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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
152100CMC1HTA11_3410_2000001011HumanColorectumAD7.35e-15-5.41e-010.0155
152100CMC1HTA11_2487_2000001011HumanColorectumSER2.94e-02-3.13e-01-0.1808
152100CMC1HTA11_696_2000001011HumanColorectumAD1.76e-05-3.54e-01-0.1464
152100CMC1HTA11_866_3004761011HumanColorectumAD1.08e-03-4.18e-010.096
152100CMC1HTA11_10711_2000001011HumanColorectumAD1.24e-02-4.36e-010.0338
152100CMC1HTA11_7696_3000711011HumanColorectumAD1.38e-10-4.82e-010.0674
152100CMC1HTA11_6818_2000001021HumanColorectumAD4.99e-02-3.85e-010.0588
152100CMC1HTA11_99999970781_79442HumanColorectumMSS4.30e-03-3.36e-010.294
152100CMC1HTA11_99999973899_84307HumanColorectumMSS9.89e-05-5.59e-010.2585
152100CMC1HTA11_99999974143_84620HumanColorectumMSS3.57e-15-5.18e-010.3005
152100CMC1A001-C-207HumanColorectumFAP2.23e-03-3.07e-010.1278
152100CMC1A015-C-203HumanColorectumFAP1.23e-23-4.61e-01-0.1294
152100CMC1A015-C-204HumanColorectumFAP1.00e-06-3.86e-01-0.0228
152100CMC1A014-C-040HumanColorectumFAP4.48e-03-3.27e-01-0.1184
152100CMC1A002-C-201HumanColorectumFAP9.38e-18-4.83e-010.0324
152100CMC1A002-C-203HumanColorectumFAP9.94e-06-2.53e-010.2786
152100CMC1A001-C-119HumanColorectumFAP4.00e-10-5.74e-01-0.1557
152100CMC1A001-C-108HumanColorectumFAP1.85e-20-4.32e-01-0.0272
152100CMC1A002-C-205HumanColorectumFAP1.33e-24-5.46e-01-0.1236
152100CMC1A001-C-104HumanColorectumFAP1.74e-06-3.29e-010.0184
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal 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
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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
CMC1SNVMissense_Mutationrs147199271c.40N>Ap.Glu14Lysp.E14KQ7Z7K0protein_codingdeleterious(0.03)benign(0.007)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
CMC1insertionFrame_Shift_Insnovelc.288_289insAp.Arg98LysfsTer21p.R98Kfs*21Q7Z7K0protein_codingTCGA-CM-5861-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownPD
CMC1insertionFrame_Shift_Insnovelc.110_111insTp.Thr39TyrfsTer31p.T39Yfs*31Q7Z7K0protein_codingTCGA-NH-A5IV-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
CMC1SNVMissense_Mutationnovelc.64N>Gp.Ile22Valp.I22VQ7Z7K0protein_codingtolerated(0.36)benign(0.039)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
CMC1SNVMissense_Mutationrs147199271c.40N>Ap.Glu14Lysp.E14KQ7Z7K0protein_codingdeleterious(0.03)benign(0.007)TCGA-AJ-A3EL-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
CMC1SNVMissense_Mutationrs147199271c.40G>Ap.Glu14Lysp.E14KQ7Z7K0protein_codingdeleterious(0.03)benign(0.007)TCGA-AP-A056-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
CMC1SNVMissense_Mutationc.176N>Ap.Ala59Glup.A59EQ7Z7K0protein_codingtolerated(0.09)probably_damaging(0.946)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
CMC1SNVMissense_Mutationnovelc.288N>Tp.Lys96Asnp.K96NQ7Z7K0protein_codingtolerated(0.05)possibly_damaging(0.459)TCGA-EO-A3B0-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
CMC1SNVMissense_Mutationnovelc.148G>Ap.Val50Ilep.V50IQ7Z7K0protein_codingtolerated(0.16)possibly_damaging(0.573)TCGA-EO-A3KX-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
CMC1SNVMissense_Mutationnovelc.284C>Ap.Thr95Lysp.T95KQ7Z7K0protein_codingtolerated(1)benign(0)TCGA-CN-6010-01Oral cavityhead & neck squamous cell carcinomaMale<65I/IIChemotherapycisplatinPD
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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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