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: MCM7

Gene summary for MCM7

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MCM7

Gene ID

4176

Gene nameminichromosome maintenance complex component 7
Gene AliasCDC47
Cytomap7q22.1
Gene Typeprotein-coding
GO ID

GO:0000724

UniProtAcc

C6EMX8


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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
4176MCM7P65T-EHumanEsophagusESCC8.11e-268.29e-010.0978
4176MCM7P74T-EHumanEsophagusESCC2.51e-351.32e+000.1479
4176MCM7P75T-EHumanEsophagusESCC7.48e-218.08e-010.1125
4176MCM7P76T-EHumanEsophagusESCC2.82e-672.19e+000.1207
4176MCM7P79T-EHumanEsophagusESCC1.21e-511.44e+000.1154
4176MCM7P80T-EHumanEsophagusESCC3.80e-391.90e+000.155
4176MCM7P82T-EHumanEsophagusESCC1.69e-087.35e-010.1072
4176MCM7P83T-EHumanEsophagusESCC1.47e-402.89e+000.1738
4176MCM7P84T-EHumanEsophagusESCC2.54e-075.50e-010.0933
4176MCM7P89T-EHumanEsophagusESCC7.86e-141.67e+000.1752
4176MCM7P91T-EHumanEsophagusESCC6.24e-082.04e+000.1828
4176MCM7P104T-EHumanEsophagusESCC1.42e-057.70e-010.0931
4176MCM7P107T-EHumanEsophagusESCC8.33e-672.41e+000.171
4176MCM7P127T-EHumanEsophagusESCC1.59e-063.64e-010.0826
4176MCM7P128T-EHumanEsophagusESCC2.40e-421.30e+000.1241
4176MCM7P130T-EHumanEsophagusESCC2.09e-471.39e+000.1676
4176MCM7HCC1_MengHumanLiverHCC1.23e-612.07e-010.0246
4176MCM7HCC2_MengHumanLiverHCC3.20e-043.73e-020.0107
4176MCM7cirrhotic2HumanLiverCirrhotic1.57e-041.33e-010.0201
4176MCM7HCC1HumanLiverHCC6.76e-145.21e+000.5336
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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
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:0070849ColorectumADresponse to epidermal growth factor23/391849/187234.18e-057.37e-0423
GO:0071364ColorectumADcellular response to epidermal growth factor stimulus21/391845/187239.94e-051.50e-0321
GO:0009410ColorectumADresponse to xenobiotic stimulus128/3918462/187232.69e-043.31e-03128
GO:0032392ColorectumADDNA geometric change31/391890/187232.02e-031.63e-0231
GO:00708491ColorectumSERresponse to epidermal growth factor20/289749/187231.72e-055.15e-0420
GO:00713641ColorectumSERcellular response to epidermal growth factor stimulus18/289745/187236.20e-051.44e-0318
GO:00708492ColorectumMSSresponse to epidermal growth factor20/346749/187232.36e-043.24e-0320
GO:00713642ColorectumMSScellular response to epidermal growth factor stimulus18/346745/187236.38e-046.99e-0318
GO:00323921ColorectumMSSDNA geometric change29/346790/187231.26e-031.20e-0229
GO:00094101ColorectumMSSresponse to xenobiotic stimulus110/3467462/187232.36e-031.92e-02110
GO:0006302ColorectumMSSdouble-strand break repair64/3467251/187233.58e-032.65e-0264
GO:0032508ColorectumMSSDNA duplex unwinding25/346784/187238.27e-034.99e-0225
GO:00323926EsophagusHGINDNA geometric change25/258790/187233.77e-045.85e-0325
GO:007084918EsophagusHGINresponse to epidermal growth factor16/258749/187236.14e-048.56e-0316
GO:007136418EsophagusHGINcellular response to epidermal growth factor stimulus15/258745/187237.05e-049.52e-0315
GO:00325084EsophagusHGINDNA duplex unwinding22/258784/187231.91e-032.03e-0222
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:007084919EsophagusESCCresponse to epidermal growth factor38/855249/187235.24e-065.49e-0538
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa041109EsophagusHGINCell cycle38/1383157/84656.70e-034.37e-023.47e-0238
hsa0411016EsophagusHGINCell cycle38/1383157/84656.70e-034.37e-023.47e-0238
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
hsa041104LiverCirrhoticCell cycle61/2530157/84659.53e-033.21e-021.98e-0261
hsa0411011LiverCirrhoticCell cycle61/2530157/84659.53e-033.21e-021.98e-0261
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
hsa0411021ProstateTumorCell cycle51/1791157/84655.67e-042.89e-031.79e-0351
hsa0411031ProstateTumorCell cycle51/1791157/84655.67e-042.89e-031.79e-0351
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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
MCM7SNVMissense_Mutationc.1175N>Tp.Ser392Leup.S392LP33993protein_codingdeleterious(0)possibly_damaging(0.732)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
MCM7SNVMissense_Mutationnovelc.365C>Gp.Pro122Argp.P122RP33993protein_codingtolerated(0.06)benign(0.015)TCGA-AC-A5XU-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyletrozoleSD
MCM7SNVMissense_Mutationc.1869N>Ap.Asp623Glup.D623EP33993protein_codingtolerated(0.36)benign(0.052)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MCM7SNVMissense_Mutationc.382N>Ap.Ala128Thrp.A128TP33993protein_codingdeleterious(0.01)benign(0.001)TCGA-C8-A1HL-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
MCM7SNVMissense_Mutationrs775586840c.1594N>Tp.Arg532Trpp.R532WP33993protein_codingdeleterious(0)probably_damaging(0.981)TCGA-D8-A1X9-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapyadriamycin+cyclophosphamideSD
MCM7SNVMissense_Mutationrs374121810c.214N>Tp.Arg72Cysp.R72CP33993protein_codingdeleterious(0)probably_damaging(1)TCGA-D8-A1Y1-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapytamoxiphenPD
MCM7SNVMissense_Mutationrs755514827c.491N>Ap.Arg164Hisp.R164HP33993protein_codingdeleterious(0)probably_damaging(0.964)TCGA-E9-A1N3-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapy5-fluorouracilCR
MCM7SNVMissense_Mutationnovelc.418N>Cp.Gly140Argp.G140RP33993protein_codingdeleterious(0.04)benign(0.027)TCGA-OL-A66I-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
MCM7insertionFrame_Shift_Insnovelc.970_971insCTGGAGGAGCp.Leu324ProfsTer28p.L324Pfs*28P33993protein_codingTCGA-A7-A4SC-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
MCM7insertionFrame_Shift_Insnovelc.1055_1056insTCCTGGCTCAGp.Lys352AsnfsTer11p.K352Nfs*11P33993protein_codingTCGA-AN-A0FX-01Breastbreast invasive carcinomaFemale<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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