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: MCM3

Gene summary for MCM3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MCM3

Gene ID

4172

Gene nameminichromosome maintenance complex component 3
Gene AliasHCC5
Cytomap6p12.2
Gene Typeprotein-coding
GO ID

GO:0000278

UniProtAcc

B4DUQ9


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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
4172MCM3LZE8THumanEsophagusESCC4.52e-032.38e-010.067
4172MCM3LZE22THumanEsophagusESCC3.05e-077.97e-010.068
4172MCM3LZE24THumanEsophagusESCC5.71e-173.02e-010.0596
4172MCM3LZE21THumanEsophagusESCC1.04e-054.89e-010.0655
4172MCM3LZE6THumanEsophagusESCC8.19e-124.71e-010.0845
4172MCM3P1T-EHumanEsophagusESCC4.22e-084.21e-010.0875
4172MCM3P2T-EHumanEsophagusESCC4.94e-288.53e-010.1177
4172MCM3P4T-EHumanEsophagusESCC3.05e-246.56e-010.1323
4172MCM3P5T-EHumanEsophagusESCC3.66e-144.29e-010.1327
4172MCM3P8T-EHumanEsophagusESCC2.95e-265.90e-010.0889
4172MCM3P9T-EHumanEsophagusESCC5.03e-093.26e-010.1131
4172MCM3P10T-EHumanEsophagusESCC7.19e-175.51e-010.116
4172MCM3P11T-EHumanEsophagusESCC1.50e-094.44e-010.1426
4172MCM3P12T-EHumanEsophagusESCC4.79e-083.18e-010.1122
4172MCM3P15T-EHumanEsophagusESCC3.38e-164.18e-010.1149
4172MCM3P16T-EHumanEsophagusESCC2.56e-258.60e-010.1153
4172MCM3P17T-EHumanEsophagusESCC2.26e-116.67e-010.1278
4172MCM3P19T-EHumanEsophagusESCC2.54e-098.41e-010.1662
4172MCM3P20T-EHumanEsophagusESCC2.41e-173.79e-010.1124
4172MCM3P21T-EHumanEsophagusESCC2.38e-145.07e-010.1617
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
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:0006260ColorectumMSI-HDNA replication31/1319260/187232.83e-033.63e-0231
GO:0006913110EsophagusESCCnucleocytoplasmic transport230/8552301/187236.04e-282.02e-25230
GO:0051169110EsophagusESCCnuclear transport230/8552301/187236.04e-282.02e-25230
GO:0006403110EsophagusESCCRNA localization166/8552201/187231.95e-276.18e-25166
GO:001657015EsophagusESCChistone modification323/8552463/187232.61e-267.88e-24323
GO:005123617EsophagusESCCestablishment of RNA localization134/8552166/187231.23e-201.81e-18134
GO:0051168110EsophagusESCCnuclear export126/8552154/187231.88e-202.65e-18126
GO:005102815EsophagusESCCmRNA transport110/8552130/187232.76e-203.80e-18110
GO:001820514EsophagusESCCpeptidyl-lysine modification259/8552376/187233.90e-205.26e-18259
GO:005065717EsophagusESCCnucleic acid transport131/8552163/187236.94e-208.46e-18131
GO:005065817EsophagusESCCRNA transport131/8552163/187236.94e-208.46e-18131
GO:001593117EsophagusESCCnucleobase-containing compound transport162/8552222/187239.87e-177.93e-15162
GO:00062604EsophagusESCCDNA replication181/8552260/187233.55e-152.05e-13181
GO:007116612EsophagusESCCribonucleoprotein complex localization66/855277/187232.94e-131.38e-1166
GO:007142612EsophagusESCCribonucleoprotein complex export from nucleus65/855276/187235.56e-132.50e-1165
GO:001839413EsophagusESCCpeptidyl-lysine acetylation123/8552169/187236.58e-132.94e-11123
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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
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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
MCM3SNVMissense_Mutationc.1723N>Cp.Asp575Hisp.D575HP25205protein_codingtolerated(0.12)benign(0.03)TCGA-C8-A27B-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
MCM3SNVMissense_Mutationc.1769A>Cp.Tyr590Serp.Y590SP25205protein_codingdeleterious(0)probably_damaging(0.985)TCGA-E2-A1LA-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
MCM3insertionFrame_Shift_Insnovelc.2371_2372insTTTTTTAp.Ala791ValfsTer41p.A791Vfs*41P25205protein_codingTCGA-A8-A07U-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapy5-fluorouracilSD
MCM3insertionFrame_Shift_Insnovelc.2370_2371insCCATTTCGTACACATGGTCTTAATAGTCATAGTGTp.Ala791ProfsTer32p.A791Pfs*32P25205protein_codingTCGA-A8-A07U-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapy5-fluorouracilSD
MCM3SNVMissense_Mutationrs748679863c.1839N>Ap.Met613Ilep.M613IP25205protein_codingtolerated(0.48)benign(0.05)TCGA-HM-A4S6-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinCR
MCM3SNVMissense_Mutationrs537125531c.2161N>Ap.Asp721Asnp.D721NP25205protein_codingtolerated(0.14)benign(0.081)TCGA-AA-3488-01Colorectumcolon adenocarcinomaMale<65III/IVUnknownUnknownPD
MCM3SNVMissense_Mutationc.2554N>Ap.Leu852Ilep.L852IP25205protein_codingtolerated(0.12)probably_damaging(0.999)TCGA-AA-3715-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
MCM3SNVMissense_Mutationc.1681N>Ap.Asp561Asnp.D561NP25205protein_codingtolerated(0.14)possibly_damaging(0.506)TCGA-AZ-4323-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyoxaliplatinPD
MCM3SNVMissense_Mutationrs371347878c.547N>Tp.Arg183Cysp.R183CP25205protein_codingdeleterious(0.01)probably_damaging(0.993)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
MCM3SNVMissense_Mutationrs750663816c.299N>Ap.Arg100Hisp.R100HP25205protein_codingtolerated(0.06)probably_damaging(0.993)TCGA-EI-6507-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
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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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