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: MCM3AP

Gene summary for MCM3AP

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MCM3AP

Gene ID

8888

Gene nameminichromosome maintenance complex component 3 associated protein
Gene AliasGANP
Cytomap21q22.3
Gene Typeprotein-coding
GO ID

GO:0002200

UniProtAcc

O60318


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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
8888MCM3APS027HumanLiverHCC4.63e-086.58e-010.2446
8888MCM3APS028HumanLiverHCC4.54e-187.54e-010.2503
8888MCM3APS029HumanLiverHCC3.67e-135.65e-010.2581
8888MCM3APmale-WTAHumanThyroidPTC5.47e-231.61e-010.1037
8888MCM3APPTC01HumanThyroidPTC8.59e-095.21e-020.1899
8888MCM3APPTC03HumanThyroidPTC1.24e-041.37e-010.1784
8888MCM3APPTC04HumanThyroidPTC6.42e-091.53e-010.1927
8888MCM3APPTC05HumanThyroidPTC9.79e-205.21e-010.2065
8888MCM3APPTC06HumanThyroidPTC5.41e-203.83e-010.2057
8888MCM3APPTC07HumanThyroidPTC2.44e-232.45e-010.2044
8888MCM3APATC09HumanThyroidATC1.78e-062.04e-010.2871
8888MCM3APATC12HumanThyroidATC3.06e-051.61e-010.34
8888MCM3APATC13HumanThyroidATC1.45e-335.76e-010.34
8888MCM3APATC1HumanThyroidATC3.53e-072.17e-010.2878
8888MCM3APATC3HumanThyroidATC6.01e-052.84e-010.338
8888MCM3APATC4HumanThyroidATC3.12e-052.22e-010.34
8888MCM3APATC5HumanThyroidATC6.67e-336.35e-010.34
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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
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
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: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: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
GO:004354313EsophagusESCCprotein acylation165/8552243/187231.69e-127.14e-11165
GO:000647313EsophagusESCCprotein acetylation140/8552201/187234.37e-121.69e-10140
GO:001839313EsophagusESCCinternal peptidyl-lysine acetylation114/8552158/187231.16e-114.24e-10114
GO:000647513EsophagusESCCinternal protein amino acid acetylation115/8552160/187231.43e-115.08e-10115
GO:00165735EsophagusESCChistone acetylation110/8552152/187231.95e-116.81e-10110
GO:000640512EsophagusESCCRNA export from nucleus68/855284/187232.99e-111.01e-0968
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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
MCM3APSNVMissense_Mutationrs767712905c.1711N>Ap.Glu571Lysp.E571KO60318protein_codingdeleterious(0.01)benign(0.13)TCGA-A2-A0YD-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
MCM3APSNVMissense_Mutationnovelc.4687N>Ap.His1563Asnp.H1563NO60318protein_codingtolerated(0.5)benign(0)TCGA-A7-A0DB-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
MCM3APSNVMissense_Mutationnovelc.4922C>Ap.Ala1641Glup.A1641EO60318protein_codingdeleterious(0.01)benign(0.081)TCGA-A7-A5ZX-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinCR
MCM3APSNVMissense_Mutationc.1256G>Ap.Arg419Lysp.R419KO60318protein_codingtolerated(0.08)benign(0.001)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
MCM3APSNVMissense_Mutationc.1406N>Ap.Arg469Hisp.R469HO60318protein_codingtolerated(0.08)probably_damaging(0.967)TCGA-AN-A0AJ-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MCM3APSNVMissense_Mutationc.4760N>Ap.Arg1587Hisp.R1587HO60318protein_codingdeleterious(0)probably_damaging(0.94)TCGA-AO-A03O-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydoxorubicinSD
MCM3APSNVMissense_Mutationnovelc.3404N>Tp.Ala1135Valp.A1135VO60318protein_codingtolerated(0.27)benign(0.014)TCGA-AO-A1KT-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapyfluorouracilSD
MCM3APSNVMissense_Mutationrs147295800c.5236N>Ap.Ala1746Thrp.A1746TO60318protein_codingtolerated(0.26)benign(0.018)TCGA-BH-A0HA-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
MCM3APSNVMissense_Mutationrs201240379c.1969G>Ap.Val657Metp.V657MO60318protein_codingdeleterious(0.03)benign(0.394)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MCM3APSNVMissense_Mutationnovelc.1954N>Tp.Arg652Cysp.R652CO60318protein_codingdeleterious(0)probably_damaging(0.991)TCGA-EW-A423-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozoleSD
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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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