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: MUC12

Gene summary for MUC12

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MUC12

Gene ID

10071

Gene namemucin 12, cell surface associated
Gene AliasMUC-11
Cytomap7q22.1
Gene Typeprotein-coding
GO ID

GO:0001558

UniProtAcc

Q9UKN1


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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
10071MUC12HTA11_3410_2000001011HumanColorectumAD3.87e-10-5.39e-010.0155
10071MUC12HTA11_1938_2000001011HumanColorectumAD5.10e-13-8.10e-01-0.0811
10071MUC12HTA11_78_2000001011HumanColorectumAD9.03e-18-7.92e-01-0.1088
10071MUC12HTA11_347_2000001011HumanColorectumAD7.08e-139.59e-01-0.1954
10071MUC12HTA11_411_2000001011HumanColorectumSER3.27e-232.30e+00-0.2602
10071MUC12HTA11_2112_2000001011HumanColorectumSER2.93e-232.14e+00-0.2196
10071MUC12HTA11_696_2000001011HumanColorectumAD1.02e-371.80e+00-0.1464
10071MUC12HTA11_2992_2000001011HumanColorectumSER8.10e-211.96e+00-0.1706
10071MUC12HTA11_5212_2000001011HumanColorectumAD1.82e-261.96e+00-0.2061
10071MUC12HTA11_7862_2000001011HumanColorectumAD3.57e-025.51e-01-0.0179
10071MUC12HTA11_10711_2000001011HumanColorectumAD1.71e-10-6.83e-010.0338
10071MUC12HTA11_6818_2000001021HumanColorectumAD1.10e-02-4.63e-010.0588
10071MUC12HTA11_99999970781_79442HumanColorectumMSS1.07e-24-8.09e-010.294
10071MUC12HTA11_99999971662_82457HumanColorectumMSS1.55e-26-8.24e-010.3859
10071MUC12HTA11_99999973899_84307HumanColorectumMSS2.29e-037.64e-010.2585
10071MUC12HTA11_99999974143_84620HumanColorectumMSS4.11e-26-8.26e-010.3005
10071MUC12F007HumanColorectumFAP3.54e-08-5.49e-010.1176
10071MUC12A002-C-010HumanColorectumFAP4.25e-08-4.63e-010.242
10071MUC12A001-C-207HumanColorectumFAP4.52e-17-6.17e-010.1278
10071MUC12A015-C-203HumanColorectumFAP2.87e-26-4.64e-01-0.1294
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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
∗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:0016049ColorectumADcell growth143/3918482/187232.83e-068.09e-05143
GO:0001558ColorectumADregulation of cell growth124/3918414/187237.67e-061.86e-04124
GO:00015581ColorectumSERregulation of cell growth90/2897414/187234.00e-046.02e-0390
GO:00160491ColorectumSERcell growth100/2897482/187231.07e-031.24e-02100
GO:00160492ColorectumMSScell growth123/3467482/187237.15e-051.21e-03123
GO:00015582ColorectumMSSregulation of cell growth105/3467414/187232.97e-043.90e-03105
GO:00160493ColorectumFAPcell growth112/2622482/187232.40e-082.30e-06112
GO:00015583ColorectumFAPregulation of cell growth95/2622414/187235.02e-072.61e-0595
GO:00160494ColorectumCRCcell growth95/2078482/187231.51e-082.75e-0695
GO:00015584ColorectumCRCregulation of cell growth78/2078414/187231.84e-069.11e-0578
GO:0016049110EsophagusESCCcell growth289/8552482/187231.29e-103.77e-09289
GO:000155819EsophagusESCCregulation of cell growth248/8552414/187232.97e-096.45e-08248
GO:001604921LiverHCCcell growth269/7958482/187231.84e-095.35e-08269
GO:000155821LiverHCCregulation of cell growth228/7958414/187231.34e-072.55e-06228
GO:001604917Oral cavityOSCCcell growth268/7305482/187236.55e-143.51e-12268
GO:000155816Oral cavityOSCCregulation of cell growth228/7305414/187231.74e-116.09e-10228
GO:001604918Oral cavityLPcell growth155/4623482/187231.08e-041.31e-03155
GO:000155817Oral cavityLPregulation of cell growth134/4623414/187232.25e-042.41e-03134
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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
MUC12SNVMissense_Mutationnovelc.3673N>Gp.Gln1225Glup.Q1225EQ9UKN1protein_codingtolerated(0.24)unknown(0)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
MUC12SNVMissense_Mutationnovelc.11960N>Tp.Ser3987Leup.S3987LQ9UKN1protein_codingdeleterious(0.04)benign(0.195)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
MUC12SNVMissense_Mutationc.1741N>Tp.His581Tyrp.H581YQ9UKN1protein_codingtolerated(0.41)benign(0.26)TCGA-A2-A04P-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapytaxolPD
MUC12SNVMissense_Mutationnovelc.5447N>Tp.Ser1816Phep.S1816FQ9UKN1protein_codingdeleterious(0.01)possibly_damaging(0.742)TCGA-A2-A0CW-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozoleSD
MUC12SNVMissense_Mutationc.13946N>Tp.Ser4649Phep.S4649FQ9UKN1protein_codingdeleterious(0)benign(0.27)TCGA-A2-A0CW-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozoleSD
MUC12SNVMissense_Mutationnovelc.9203C>Tp.Ser3068Phep.S3068FQ9UKN1protein_codingtolerated(0.08)unknown(0)TCGA-A2-A0EQ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
MUC12SNVMissense_Mutationrs779617955c.8355N>Cp.Leu2785Phep.L2785FQ9UKN1protein_codingtolerated(0.06)unknown(0)TCGA-A2-A1G4-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapyadriamycinSD
MUC12SNVMissense_Mutationc.1536N>Tp.Met512Ilep.M512IQ9UKN1protein_codingdeleterious(0.01)benign(0.151)TCGA-A2-A25A-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificCytoxanSD
MUC12SNVMissense_Mutationnovelc.6076N>Tp.Gly2026Cysp.G2026CQ9UKN1protein_codingdeleterious(0)unknown(0)TCGA-A2-A25A-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificCytoxanSD
MUC12SNVMissense_Mutationnovelc.7498N>Tp.Gly2500Cysp.G2500CQ9UKN1protein_codingdeleterious(0)unknown(0)TCGA-A2-A25A-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificCytoxanSD
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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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