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: MMACHC

Gene summary for MMACHC

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MMACHC

Gene ID

25974

Gene namemetabolism of cobalamin associated C
Gene AliascblC
Cytomap1p34.1
Gene Typeprotein-coding
GO ID

GO:0006518

UniProtAcc

A0A0C4DGU2


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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
25974MMACHCLZE4THumanEsophagusESCC1.15e-042.80e-010.0811
25974MMACHCLZE7THumanEsophagusESCC1.16e-022.21e-010.0667
25974MMACHCLZE24THumanEsophagusESCC1.65e-031.33e-010.0596
25974MMACHCP2T-EHumanEsophagusESCC1.96e-051.02e-010.1177
25974MMACHCP4T-EHumanEsophagusESCC2.22e-038.46e-020.1323
25974MMACHCP5T-EHumanEsophagusESCC7.90e-039.04e-020.1327
25974MMACHCP9T-EHumanEsophagusESCC1.44e-025.59e-020.1131
25974MMACHCP10T-EHumanEsophagusESCC1.66e-027.29e-020.116
25974MMACHCP11T-EHumanEsophagusESCC3.34e-031.21e-010.1426
25974MMACHCP12T-EHumanEsophagusESCC7.90e-039.16e-020.1122
25974MMACHCP15T-EHumanEsophagusESCC1.98e-051.82e-010.1149
25974MMACHCP17T-EHumanEsophagusESCC2.78e-041.80e-010.1278
25974MMACHCP20T-EHumanEsophagusESCC1.43e-092.04e-010.1124
25974MMACHCP21T-EHumanEsophagusESCC9.02e-112.94e-010.1617
25974MMACHCP22T-EHumanEsophagusESCC1.78e-039.67e-020.1236
25974MMACHCP23T-EHumanEsophagusESCC1.52e-021.09e-010.108
25974MMACHCP27T-EHumanEsophagusESCC1.78e-031.21e-010.1055
25974MMACHCP28T-EHumanEsophagusESCC6.40e-046.99e-020.1149
25974MMACHCP30T-EHumanEsophagusESCC3.07e-031.09e-010.137
25974MMACHCP31T-EHumanEsophagusESCC8.40e-041.24e-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
∗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:00067906EsophagusESCCsulfur compound metabolic process201/8552339/187232.64e-073.94e-06201
GO:00065757EsophagusESCCcellular modified amino acid metabolic process112/8552188/187238.31e-056.06e-04112
GO:00067671EsophagusESCCwater-soluble vitamin metabolic process41/855259/187231.84e-041.17e-0341
GO:00067661EsophagusESCCvitamin metabolic process67/8552106/187232.03e-041.28e-0367
GO:000674912EsophagusESCCglutathione metabolic process42/855264/187231.01e-035.12e-0342
GO:00330132EsophagusESCCtetrapyrrole metabolic process37/855259/187236.23e-032.29e-0237
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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
MMACHCSNVMissense_Mutationrs766500038c.49T>Cp.Cys17Argp.C17RQ9Y4U1protein_codingtolerated(0.47)benign(0.11)TCGA-BH-A0W5-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexCR
MMACHCinsertionFrame_Shift_Insnovelc.77_78insTCCTACCTGGGAAATGGAGTCGAAGCTGACTCAAAACGTAAp.Gln27ProfsTer63p.Q27Pfs*63Q9Y4U1protein_codingTCGA-A8-A0A4-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenCR
MMACHCdeletionFrame_Shift_Delnovelc.517delGp.Asp173IlefsTer37p.D173Ifs*37Q9Y4U1protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
MMACHCSNVMissense_Mutationc.778C>Tp.Pro260Serp.P260SQ9Y4U1protein_codingtolerated_low_confidence(0.06)benign(0.007)TCGA-A6-5665-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
MMACHCSNVMissense_Mutationrs371004372c.53N>Ap.Pro18Hisp.P18HQ9Y4U1protein_codingdeleterious(0)possibly_damaging(0.811)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
MMACHCSNVMissense_Mutationc.166N>Tp.Pro56Serp.P56SQ9Y4U1protein_codingdeleterious(0)probably_damaging(0.995)TCGA-G4-6588-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
MMACHCSNVMissense_Mutationrs187869948c.334N>Tp.Arg112Cysp.R112CQ9Y4U1protein_codingdeleterious(0)probably_damaging(0.997)TCGA-NH-A5IV-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
MMACHCSNVMissense_Mutationrs371004372c.53C>Ap.Pro18Hisp.P18HQ9Y4U1protein_codingdeleterious(0)possibly_damaging(0.811)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
MMACHCSNVMissense_Mutationrs775502093c.145N>Ap.Ala49Thrp.A49TQ9Y4U1protein_codingdeleterious(0)probably_damaging(0.971)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
MMACHCSNVMissense_Mutationnovelc.560N>Ap.Ala187Aspp.A187DQ9Y4U1protein_codingtolerated(0.27)benign(0)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
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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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