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: MCC

Gene summary for MCC

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MCC

Gene ID

4163

Gene nameMCC regulator of WNT signaling pathway
Gene AliasMCC1
Cytomap5q22.2
Gene Typeprotein-coding
GO ID

GO:0001667

UniProtAcc

P23508


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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
4163MCCCCI_2HumanCervixCC7.98e-161.53e+000.5249
4163MCCCCI_3HumanCervixCC2.31e-241.41e+000.516
4163MCCAEH-subject1HumanEndometriumAEH3.67e-041.79e-01-0.3059
4163MCCAEH-subject2HumanEndometriumAEH1.76e-052.27e-01-0.2525
4163MCCAEH-subject3HumanEndometriumAEH4.52e-062.26e-01-0.2576
4163MCCAEH-subject4HumanEndometriumAEH9.63e-104.11e-01-0.2657
4163MCCAEH-subject5HumanEndometriumAEH1.06e-145.69e-01-0.2953
4163MCCEEC-subject1HumanEndometriumEEC1.11e-439.49e-01-0.2682
4163MCCEEC-subject2HumanEndometriumEEC1.49e-287.77e-01-0.2607
4163MCCEEC-subject3HumanEndometriumEEC4.77e-112.69e-01-0.2525
4163MCCEEC-subject4HumanEndometriumEEC1.21e-135.20e-01-0.2571
4163MCCGSM5276934HumanEndometriumEEC1.52e-04-9.70e-02-0.0913
4163MCCGSM5276937HumanEndometriumEEC5.91e-03-1.48e-01-0.0897
4163MCCGSM6177620_NYU_UCEC1_lib1_lib1HumanEndometriumEEC1.20e-08-1.07e-01-0.1869
4163MCCGSM6177620_NYU_UCEC1_lib2_lib2HumanEndometriumEEC2.33e-07-1.20e-01-0.1875
4163MCCGSM6177620_NYU_UCEC1_lib3_lib3HumanEndometriumEEC8.52e-10-9.56e-02-0.1883
4163MCCGSM6177621_NYU_UCEC2_lib1_lib1HumanEndometriumEEC5.04e-109.74e-02-0.1934
4163MCCGSM6177622_NYU_UCEC3_lib1_lib1HumanEndometriumEEC3.89e-10-1.69e-01-0.1917
4163MCCGSM6177622_NYU_UCEC3_lib2_lib2HumanEndometriumEEC5.36e-10-1.69e-01-0.1916
4163MCCGSM6177623_NYU_UCEC3_VisHumanEndometriumEEC1.14e-03-1.02e-01-0.1269
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid 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
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:000915014BreastIDCpurine ribonucleotide metabolic process55/1434368/187231.30e-065.72e-0555
GO:001969314BreastIDCribose phosphate metabolic process58/1434396/187231.31e-065.73e-0558
GO:000675313BreastIDCnucleoside phosphate metabolic process68/1434497/187232.01e-068.23e-0568
GO:000911713BreastIDCnucleotide metabolic process67/1434489/187232.28e-069.05e-0567
GO:000925914BreastIDCribonucleotide metabolic process56/1434385/187232.47e-069.63e-0556
GO:000616314BreastIDCpurine nucleotide metabolic process56/1434396/187235.90e-061.90e-0456
GO:007252114BreastIDCpurine-containing compound metabolic process57/1434416/187231.28e-053.31e-0457
GO:001969324BreastDCISribose phosphate metabolic process58/1390396/187234.80e-072.11e-0558
GO:000915024BreastDCISpurine ribonucleotide metabolic process55/1390368/187234.92e-072.14e-0555
GO:000925924BreastDCISribonucleotide metabolic process56/1390385/187239.44e-073.79e-0556
GO:000616324BreastDCISpurine nucleotide metabolic process56/1390396/187232.31e-068.29e-0556
GO:000911723BreastDCISnucleotide metabolic process65/1390489/187233.19e-061.03e-0465
GO:007252124BreastDCISpurine-containing compound metabolic process57/1390416/187235.07e-061.48e-0457
GO:000675323BreastDCISnucleoside phosphate metabolic process65/1390497/187235.51e-061.59e-0465
GO:009013210CervixCCepithelium migration90/2311360/187232.45e-116.11e-0990
GO:00016679CervixCCameboidal-type cell migration110/2311475/187232.66e-116.36e-09110
GO:001063110CervixCCepithelial cell migration89/2311357/187233.72e-118.54e-0989
GO:009013010CervixCCtissue migration90/2311365/187235.42e-111.05e-0890
GO:00506737CervixCCepithelial cell proliferation98/2311437/187232.01e-092.15e-0798
GO:001063210CervixCCregulation of epithelial cell migration72/2311292/187234.52e-094.43e-0772
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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
MCCSNVMissense_Mutationnovelc.2910N>Cp.Lys970Asnp.K970NP23508protein_codingdeleterious(0.05)probably_damaging(0.99)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
MCCSNVMissense_Mutationc.284N>Cp.Arg95Thrp.R95TP23508protein_codingdeleterious_low_confidence(0.01)benign(0.172)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
MCCSNVMissense_Mutationc.1539N>Gp.Ile513Metp.I513MP23508protein_codingdeleterious(0.01)probably_damaging(0.987)TCGA-C8-A132-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
MCCSNVMissense_Mutationc.3046N>Ap.Glu1016Lysp.E1016KP23508protein_codingdeleterious(0.01)probably_damaging(0.979)TCGA-D8-A145-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
MCCSNVMissense_Mutationnovelc.1436N>Ap.Ala479Aspp.A479DP23508protein_codingtolerated(0.33)probably_damaging(0.994)TCGA-D8-A27M-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapymethotrexate+5SD
MCCinsertionFrame_Shift_Insnovelc.2771_2772insTGGAGTGCCCCAACTCAACCCTTGGGGTGACTGGp.Lys924AsnfsTer30p.K924Nfs*30P23508protein_codingTCGA-A8-A0A1-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
MCCinsertionNonsense_Mutationnovelc.1679_1680insTTAAAp.Cys561Terp.C561*P23508protein_codingTCGA-BH-A0AY-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapySD
MCCinsertionNonsense_Mutationnovelc.1677_1678insATAATCGTGTGGTTTTTGTCTTTGGTTCTATTTATATGATGp.Asp560IlefsTer13p.D560Ifs*13P23508protein_codingTCGA-BH-A0AY-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapySD
MCCSNVMissense_Mutationc.2899G>Cp.Glu967Glnp.E967QP23508protein_codingdeleterious(0.01)probably_damaging(0.986)TCGA-IR-A3LA-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
MCCSNVMissense_Mutationrs369310896c.1723N>Ap.Gly575Argp.G575RP23508protein_codingtolerated(0.24)probably_damaging(0.998)TCGA-Q1-A73P-01Cervixcervical & endocervical cancerFemale<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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