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: MCM4

Gene summary for MCM4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MCM4

Gene ID

4173

Gene nameminichromosome maintenance complex component 4
Gene AliasCDC21
Cytomap8q11.21
Gene Typeprotein-coding
GO ID

GO:0000278

UniProtAcc

B4DLA6


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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
4173MCM4HTA11_1938_2000001011HumanColorectumAD5.36e-063.38e-01-0.0811
4173MCM4HTA11_78_2000001011HumanColorectumAD2.32e-022.20e-01-0.1088
4173MCM4HTA11_347_2000001011HumanColorectumAD2.07e-062.47e-01-0.1954
4173MCM4HTA11_1391_2000001011HumanColorectumAD3.07e-094.60e-01-0.059
4173MCM4HTA11_7663_2000001011HumanColorectumSER8.62e-032.45e-010.0131
4173MCM4HTA11_6801_2000001011HumanColorectumSER7.48e-045.81e-010.0171
4173MCM4HTA11_99999970781_79442HumanColorectumMSS3.94e-063.50e-010.294
4173MCM4LZE2THumanEsophagusESCC1.62e-071.08e+000.082
4173MCM4LZE7THumanEsophagusESCC4.27e-042.66e-010.0667
4173MCM4LZE20THumanEsophagusESCC2.02e-052.82e-010.0662
4173MCM4LZE24THumanEsophagusESCC2.39e-072.68e-010.0596
4173MCM4LZE21THumanEsophagusESCC1.34e-033.12e-010.0655
4173MCM4LZE6THumanEsophagusESCC2.08e-022.51e-010.0845
4173MCM4P1T-EHumanEsophagusESCC2.37e-054.08e-010.0875
4173MCM4P2T-EHumanEsophagusESCC7.75e-379.13e-010.1177
4173MCM4P4T-EHumanEsophagusESCC6.68e-236.64e-010.1323
4173MCM4P5T-EHumanEsophagusESCC1.49e-112.08e-010.1327
4173MCM4P8T-EHumanEsophagusESCC3.42e-042.48e-010.0889
4173MCM4P9T-EHumanEsophagusESCC2.12e-092.33e-010.1131
4173MCM4P10T-EHumanEsophagusESCC6.78e-134.01e-010.116
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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
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:0032392ColorectumADDNA geometric change31/391890/187232.02e-031.63e-0231
GO:00323921ColorectumMSSDNA geometric change29/346790/187231.26e-031.20e-0229
GO:0006302ColorectumMSSdouble-strand break repair64/3467251/187233.58e-032.65e-0264
GO:0032508ColorectumMSSDNA duplex unwinding25/346784/187238.27e-034.99e-0225
GO:00062604EsophagusESCCDNA replication181/8552260/187233.55e-152.05e-13181
GO:00062612EsophagusESCCDNA-dependent DNA replication100/8552151/187232.61e-073.94e-06100
GO:00063024EsophagusESCCdouble-strand break repair152/8552251/187231.33e-061.62e-05152
GO:003239214EsophagusESCCDNA geometric change62/855290/187237.02e-067.04e-0562
GO:003250813EsophagusESCCDNA duplex unwinding58/855284/187231.23e-051.14e-0458
GO:00062701EsophagusESCCDNA replication initiation27/855234/187236.01e-054.62e-0427
GO:00063101EsophagusESCCDNA recombination168/8552305/187235.58e-043.05e-03168
GO:00007241EsophagusESCCdouble-strand break repair via homologous recombination79/8552138/187234.05e-031.62e-0279
GO:00007251EsophagusESCCrecombinational repair80/8552140/187234.10e-031.63e-0280
GO:1902969EsophagusESCCmitotic DNA replication11/855214/187231.30e-024.27e-0211
GO:00062601LiverHCCDNA replication146/7958260/187235.68e-067.02e-05146
GO:003239211LiverHCCDNA geometric change54/795890/187236.04e-043.79e-0354
GO:00063021LiverHCCdouble-strand break repair131/7958251/187231.17e-036.54e-03131
GO:00325081LiverHCCDNA duplex unwinding49/795884/187232.46e-031.19e-0249
GO:0006261LiverHCCDNA-dependent DNA replication80/7958151/187235.91e-032.44e-0280
GO:00062603Oral cavityOSCCDNA replication159/7305260/187233.25e-131.59e-11159
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0411023EsophagusESCCCell cycle126/4205157/84651.34e-155.60e-142.87e-14126
hsa030304EsophagusESCCDNA replication32/420536/84657.71e-075.06e-062.59e-0632
hsa0411033EsophagusESCCCell cycle126/4205157/84651.34e-155.60e-142.87e-14126
hsa0303011EsophagusESCCDNA replication32/420536/84657.71e-075.06e-062.59e-0632
hsa041102LiverHCCCell cycle106/4020157/84652.54e-073.04e-061.69e-06106
hsa041103LiverHCCCell cycle106/4020157/84652.54e-073.04e-061.69e-06106
hsa041108Oral cavityOSCCCell cycle118/3704157/84657.15e-162.66e-141.35e-14118
hsa03030Oral cavityOSCCDNA replication31/370436/84651.70e-071.19e-066.03e-0731
hsa0411015Oral cavityOSCCCell cycle118/3704157/84657.15e-162.66e-141.35e-14118
hsa030301Oral cavityOSCCDNA replication31/370436/84651.70e-071.19e-066.03e-0731
hsa030302Oral cavityLPDNA replication23/241836/84651.08e-057.79e-055.02e-0523
hsa0411022Oral cavityLPCell cycle70/2418157/84651.17e-058.27e-055.33e-0570
hsa030303Oral cavityLPDNA replication23/241836/84651.08e-057.79e-055.02e-0523
hsa0411032Oral cavityLPCell cycle70/2418157/84651.17e-058.27e-055.33e-0570
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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
MCM4SNVMissense_Mutationrs751154452c.1579N>Ap.Val527Ilep.V527IP33991protein_codingtolerated(0.06)possibly_damaging(0.49)TCGA-A8-A09Q-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyanastrozoleSD
MCM4SNVMissense_Mutationc.971A>Tp.Glu324Valp.E324VP33991protein_codingdeleterious(0)probably_damaging(0.984)TCGA-BH-A0AZ-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinCR
MCM4SNVMissense_Mutationc.2151N>Ap.Met717Ilep.M717IP33991protein_codingdeleterious(0.02)probably_damaging(0.986)TCGA-BH-A0H9-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
MCM4SNVMissense_Mutationc.655N>Cp.Asp219Hisp.D219HP33991protein_codingtolerated(0.07)benign(0.078)TCGA-C8-A274-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
MCM4SNVMissense_Mutationc.2315N>Gp.Ser772Cysp.S772CP33991protein_codingdeleterious(0)probably_damaging(0.982)TCGA-D8-A27G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MCM4insertionFrame_Shift_Insnovelc.2365_2365+1insACTACATTGCCTACGCGCACAGCACCATCATGCCGCGGCTAAGTp.Gly789AspfsTer17p.G789Dfs*17P33991protein_codingTCGA-A2-A0EY-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
MCM4insertionNonsense_Mutationnovelc.2334_2335insCCTCCCATATTGCAAAATTGATCTTTCCAAATGTTGCAAAAGGGp.Gly779ProfsTer7p.G779Pfs*7P33991protein_codingTCGA-A8-A06P-01Breastbreast invasive carcinomaFemale<65III/IVUnspecificSD
MCM4insertionFrame_Shift_Insnovelc.2265_2266insGCGCCTAGCAATATACTATTTTTTATAACTGTTTp.Ile756AlafsTer13p.I756Afs*13P33991protein_codingTCGA-AN-A0FX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
MCM4SNVMissense_Mutationnovelc.116N>Ap.Gly39Aspp.G39DP33991protein_codingtolerated(0.64)benign(0.001)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
MCM4SNVMissense_Mutationrs760155775c.1012N>Ap.Ala338Thrp.A338TP33991protein_codingtolerated(0.37)benign(0.015)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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