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: MMAB

Gene summary for MMAB

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MMAB

Gene ID

326625

Gene namemetabolism of cobalamin associated B
Gene AliasATR
Cytomap12q24.11
Gene Typeprotein-coding
GO ID

GO:0006725

UniProtAcc

Q96EY8


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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
326625MMABLZE2THumanEsophagusESCC3.79e-023.50e-010.082
326625MMABLZE4THumanEsophagusESCC4.70e-052.15e-010.0811
326625MMABLZE7THumanEsophagusESCC1.56e-053.96e-010.0667
326625MMABLZE20THumanEsophagusESCC1.13e-039.91e-020.0662
326625MMABLZE22THumanEsophagusESCC8.01e-063.75e-010.068
326625MMABLZE24THumanEsophagusESCC5.12e-175.94e-010.0596
326625MMABLZE21THumanEsophagusESCC5.47e-031.89e-010.0655
326625MMABLZE6THumanEsophagusESCC2.61e-031.07e-010.0845
326625MMABP1T-EHumanEsophagusESCC8.92e-126.32e-010.0875
326625MMABP2T-EHumanEsophagusESCC2.30e-461.05e+000.1177
326625MMABP4T-EHumanEsophagusESCC8.14e-329.50e-010.1323
326625MMABP5T-EHumanEsophagusESCC3.22e-164.70e-010.1327
326625MMABP8T-EHumanEsophagusESCC3.53e-214.68e-010.0889
326625MMABP9T-EHumanEsophagusESCC2.12e-153.20e-010.1131
326625MMABP10T-EHumanEsophagusESCC3.99e-519.37e-010.116
326625MMABP11T-EHumanEsophagusESCC1.27e-125.54e-010.1426
326625MMABP12T-EHumanEsophagusESCC7.19e-153.02e-010.1122
326625MMABP15T-EHumanEsophagusESCC7.59e-164.11e-010.1149
326625MMABP16T-EHumanEsophagusESCC6.70e-225.24e-010.1153
326625MMABP17T-EHumanEsophagusESCC3.73e-083.77e-010.1278
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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
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:00067671EsophagusESCCwater-soluble vitamin metabolic process41/855259/187231.84e-041.17e-0341
GO:00067661EsophagusESCCvitamin metabolic process67/8552106/187232.03e-041.28e-0367
GO:00330132EsophagusESCCtetrapyrrole metabolic process37/855259/187236.23e-032.29e-0237
GO:0033013LiverCirrhotictetrapyrrole metabolic process24/463459/187235.06e-032.62e-0224
GO:0006767LiverHCCwater-soluble vitamin metabolic process39/795859/187232.14e-041.63e-0339
GO:00330131LiverHCCtetrapyrrole metabolic process39/795859/187232.14e-041.63e-0339
GO:0006766LiverHCCvitamin metabolic process57/7958106/187231.25e-024.53e-0257
GO:00067672SkincSCCwater-soluble vitamin metabolic process24/486459/187239.59e-034.30e-0224
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa012405EsophagusESCCBiosynthesis of cofactors97/4205153/84653.88e-041.35e-036.94e-0497
hsa0124012EsophagusESCCBiosynthesis of cofactors97/4205153/84653.88e-041.35e-036.94e-0497
hsa01240LiverCirrhoticBiosynthesis of cofactors66/2530153/84653.11e-041.99e-031.23e-0366
hsa012401LiverCirrhoticBiosynthesis of cofactors66/2530153/84653.11e-041.99e-031.23e-0366
hsa012402LiverHCCBiosynthesis of cofactors103/4020153/84654.67e-075.05e-062.81e-06103
hsa012403LiverHCCBiosynthesis of cofactors103/4020153/84654.67e-075.05e-062.81e-06103
hsa012404Oral cavityOSCCBiosynthesis of cofactors88/3704153/84653.84e-041.20e-036.12e-0488
hsa0124011Oral cavityOSCCBiosynthesis of cofactors88/3704153/84653.84e-041.20e-036.12e-0488
hsa0124021Oral cavityLPBiosynthesis of cofactors57/2418153/84651.17e-023.91e-022.52e-0257
hsa0124031Oral cavityLPBiosynthesis of cofactors57/2418153/84651.17e-023.91e-022.52e-0257
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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
MMABSNVMissense_Mutationrs771053425c.377C>Tp.Ser126Leup.S126LQ96EY8protein_codingdeleterious(0)probably_damaging(0.934)TCGA-BH-A18L-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
MMABSNVMissense_Mutationc.229C>Gp.Pro77Alap.P77AQ96EY8protein_codingtolerated(0.24)benign(0.024)TCGA-E9-A1QZ-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
MMABSNVMissense_Mutationc.225N>Cp.Arg75Serp.R75SQ96EY8protein_codingdeleterious(0)possibly_damaging(0.62)TCGA-DR-A0ZM-01Cervixcervical & endocervical cancerFemale<65III/IVUnspecificCisplatinSD
MMABSNVMissense_Mutationrs200690789c.503N>Tp.Thr168Metp.T168MQ96EY8protein_codingdeleterious(0.02)possibly_damaging(0.803)TCGA-AA-3556-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
MMABSNVMissense_Mutationrs756414548c.569N>Ap.Arg190Hisp.R190HQ96EY8protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AA-A01V-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
MMABSNVMissense_Mutationnovelc.743N>Gp.Glu248Glyp.E248GQ96EY8protein_codingdeleterious_low_confidence(0.01)benign(0.027)TCGA-AA-A02W-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
MMABSNVMissense_Mutationc.717N>Tp.Met239Ilep.M239IQ96EY8protein_codingtolerated(0.12)benign(0)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
MMABSNVMissense_Mutationrs573706523c.370G>Ap.Val124Ilep.V124IQ96EY8protein_codingtolerated(0.31)benign(0.006)TCGA-4E-A92E-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
MMABSNVMissense_Mutationc.531G>Tp.Lys177Asnp.K177NQ96EY8protein_codingtolerated(0.15)benign(0.294)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
MMABSNVMissense_Mutationrs368584846c.539N>Tp.Ser180Leup.S180LQ96EY8protein_codingdeleterious(0)possibly_damaging(0.698)TCGA-AJ-A3OJ-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapycarboplatinCR
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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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