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

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

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


Top

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
4176MCM7HTA11_1938_2000001011HumanColorectumAD1.18e-053.84e-01-0.0811
4176MCM7HTA11_347_2000001011HumanColorectumAD2.12e-052.92e-01-0.1954
4176MCM7HTA11_696_2000001011HumanColorectumAD1.39e-096.20e-01-0.1464
4176MCM7HTA11_1391_2000001011HumanColorectumAD3.68e-147.04e-01-0.059
4176MCM7HTA11_546_2000001011HumanColorectumAD1.24e-065.64e-01-0.0842
4176MCM7HTA11_866_3004761011HumanColorectumAD6.60e-115.40e-010.096
4176MCM7HTA11_6801_2000001011HumanColorectumSER7.03e-079.59e-010.0171
4176MCM7HTA11_10711_2000001011HumanColorectumAD3.57e-044.11e-010.0338
4176MCM7HTA11_7696_3000711011HumanColorectumAD7.81e-145.87e-010.0674
4176MCM7HTA11_99999970781_79442HumanColorectumMSS1.01e-227.35e-010.294
4176MCM7HTA11_99999971662_82457HumanColorectumMSS1.04e-177.02e-010.3859
4176MCM7HTA11_99999973899_84307HumanColorectumMSS2.08e-087.67e-010.2585
4176MCM7HTA11_99999974143_84620HumanColorectumMSS9.52e-074.15e-010.3005
4176MCM7LZE7THumanEsophagusESCC3.34e-139.43e-010.0667
4176MCM7LZE20THumanEsophagusESCC1.77e-042.43e-010.0662
4176MCM7LZE21D1HumanEsophagusHGIN7.61e-045.40e-010.0632
4176MCM7LZE22D1HumanEsophagusHGIN4.04e-042.22e-010.0595
4176MCM7LZE22THumanEsophagusESCC3.08e-069.46e-010.068
4176MCM7LZE24THumanEsophagusESCC1.89e-133.29e-010.0596
4176MCM7LZE21THumanEsophagusESCC1.18e-096.21e-010.0655
Page: 1 2 3 4 5 6 7 

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.

Top

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).
Page: 1 2 3 4 5 6 7 8 9 

check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:0006261LiverHCCDNA-dependent DNA replication80/7958151/187235.91e-032.44e-0280
GO:00062603Oral cavityOSCCDNA replication159/7305260/187233.25e-131.59e-11159
GO:007084916Oral cavityOSCCresponse to epidermal growth factor37/730549/187232.21e-073.51e-0637
GO:00323925Oral cavityOSCCDNA geometric change59/730590/187233.03e-074.63e-0659
GO:007136416Oral cavityOSCCcellular response to epidermal growth factor stimulus34/730545/187236.73e-079.53e-0634
GO:00325083Oral cavityOSCCDNA duplex unwinding55/730584/187238.05e-071.12e-0555
GO:00063023Oral cavityOSCCdouble-strand break repair132/7305251/187237.93e-068.52e-05132
GO:00062611Oral cavityOSCCDNA-dependent DNA replication84/7305151/187232.46e-052.30e-0484
GO:000941018Oral cavityOSCCresponse to xenobiotic stimulus222/7305462/187234.00e-053.48e-04222
GO:0006270Oral cavityOSCCDNA replication initiation25/730534/187234.63e-053.90e-0425
GO:0006310Oral cavityOSCCDNA recombination147/7305305/187236.33e-043.56e-03147
GO:0000725Oral cavityOSCCrecombinational repair70/7305140/187235.22e-032.03e-0270
GO:0000724Oral cavityOSCCdouble-strand break repair via homologous recombination69/7305138/187235.52e-032.14e-0269
GO:0006268Oral cavityOSCCDNA unwinding involved in DNA replication11/730515/187237.49e-032.75e-0211
GO:0000727Oral cavityOSCCdouble-strand break repair via break-induced replication9/730512/187231.27e-024.24e-029
GO:000626011Oral cavityLPDNA replication97/4623260/187233.67e-067.75e-0597
GO:007084917Oral cavityLPresponse to epidermal growth factor26/462349/187231.84e-053.14e-0426
GO:007136417Oral cavityLPcellular response to epidermal growth factor stimulus24/462345/187233.44e-055.18e-0424
GO:000941019Oral cavityLPresponse to xenobiotic stimulus141/4623462/187232.33e-031.68e-02141
GO:000630211Oral cavityLPdouble-strand break repair80/4623251/187235.81e-033.46e-0280
Page: 1 2 3 4 5 

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
Page: 1 

Top

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
Page: 1 

Top

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.
Page: 1 

Top

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
Page: 1 2 3 4 5 6 7 8 

Top

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
Page: 1