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: MCM10

Gene summary for MCM10

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MCM10

Gene ID

55388

Gene nameminichromosome maintenance 10 replication initiation factor
Gene AliasCNA43
Cytomap10p13
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q7L590


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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
55388MCM10P2T-EHumanEsophagusESCC7.94e-072.26e-010.1177
55388MCM10P4T-EHumanEsophagusESCC8.00e-031.26e-010.1323
55388MCM10P5T-EHumanEsophagusESCC4.17e-051.72e-010.1327
55388MCM10P16T-EHumanEsophagusESCC7.90e-031.30e-010.1153
55388MCM10P21T-EHumanEsophagusESCC8.40e-041.38e-010.1617
55388MCM10P24T-EHumanEsophagusESCC8.40e-041.85e-010.1287
55388MCM10P31T-EHumanEsophagusESCC9.44e-072.11e-010.1251
55388MCM10P32T-EHumanEsophagusESCC4.41e-071.74e-010.1666
55388MCM10P37T-EHumanEsophagusESCC4.27e-062.10e-010.1371
55388MCM10P52T-EHumanEsophagusESCC8.56e-122.50e-010.1555
55388MCM10P76T-EHumanEsophagusESCC1.78e-031.21e-010.1207
55388MCM10P79T-EHumanEsophagusESCC1.96e-052.15e-010.1154
55388MCM10P83T-EHumanEsophagusESCC3.53e-136.07e-010.1738
55388MCM10P91T-EHumanEsophagusESCC5.34e-066.81e-010.1828
55388MCM10P107T-EHumanEsophagusESCC8.98e-031.18e-010.171
55388MCM10P130T-EHumanEsophagusESCC3.89e-124.56e-010.1676
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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:00062604EsophagusESCCDNA replication181/8552260/187233.55e-152.05e-13181
GO:00062612EsophagusESCCDNA-dependent DNA replication100/8552151/187232.61e-073.94e-06100
GO:00062701EsophagusESCCDNA replication initiation27/855234/187236.01e-054.62e-0427
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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
MCM10SNVMissense_Mutationc.835N>Gp.Gln279Glup.Q279EQ7L590protein_codingdeleterious(0)possibly_damaging(0.467)TCGA-A2-A0EQ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
MCM10SNVMissense_Mutationnovelc.871N>Ap.Glu291Lysp.E291KQ7L590protein_codingdeleterious(0.03)benign(0.043)TCGA-A7-A56D-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
MCM10SNVMissense_Mutationc.1952N>Gp.Leu651Argp.L651RQ7L590protein_codingtolerated(0.15)possibly_damaging(0.596)TCGA-A8-A07W-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyexemestaneSD
MCM10SNVMissense_Mutationc.224N>Tp.Ala75Valp.A75VQ7L590protein_codingdeleterious(0.01)benign(0.297)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MCM10SNVMissense_Mutationc.1716G>Ap.Met572Ilep.M572IQ7L590protein_codingtolerated(0.33)benign(0.01)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
MCM10SNVMissense_Mutationc.839N>Ap.Ile280Asnp.I280NQ7L590protein_codingdeleterious(0)possibly_damaging(0.594)TCGA-AO-A1KT-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapyfluorouracilSD
MCM10SNVMissense_Mutationrs764318577c.1874N>Tp.Thr625Metp.T625MQ7L590protein_codingtolerated(0.31)benign(0.025)TCGA-C8-A12K-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MCM10insertionNonsense_Mutationnovelc.2574_2575insCTCATGAAAACAAATAAGTCTCATGAGATCTGATGGTTTTATp.Glu858_Thr859insLeuMetLysThrAsnLysSerHisGluIleTerTrpPheTyrp.E858_T859insLMKTNKSHEI*WFYQ7L590protein_codingTCGA-A8-A09E-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyanastrozoleSD
MCM10insertionFrame_Shift_Insnovelc.1354_1355insTTTTTGTTATAGCCATTGTAGTAGGTGTGAAGAGGTACTTCTTp.Glu452ValfsTer43p.E452Vfs*43Q7L590protein_codingTCGA-AN-A0FS-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
MCM10SNVMissense_Mutationnovelc.187G>Ap.Glu63Lysp.E63KQ7L590protein_codingtolerated(0.06)benign(0.205)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
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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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