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: MUC13

Gene summary for MUC13

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MUC13

Gene ID

56667

Gene namemucin 13, cell surface associated
Gene AliasDRCC1
Cytomap3q21.2
Gene Typeprotein-coding
GO ID

GO:0001894

UniProtAcc

Q9H3R2


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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
56667MUC13HTA11_2487_2000001011HumanColorectumSER1.71e-211.59e+00-0.1808
56667MUC13HTA11_1938_2000001011HumanColorectumAD9.63e-161.03e+00-0.0811
56667MUC13HTA11_78_2000001011HumanColorectumAD1.23e-045.73e-01-0.1088
56667MUC13HTA11_347_2000001011HumanColorectumAD1.41e-401.49e+00-0.1954
56667MUC13HTA11_411_2000001011HumanColorectumSER4.41e-142.87e+00-0.2602
56667MUC13HTA11_2112_2000001011HumanColorectumSER1.46e-142.26e+00-0.2196
56667MUC13HTA11_3361_2000001011HumanColorectumAD1.88e-108.11e-01-0.1207
56667MUC13HTA11_83_2000001011HumanColorectumSER8.06e-098.65e-01-0.1526
56667MUC13HTA11_696_2000001011HumanColorectumAD7.83e-271.23e+00-0.1464
56667MUC13HTA11_866_2000001011HumanColorectumAD2.84e-108.36e-01-0.1001
56667MUC13HTA11_1391_2000001011HumanColorectumAD3.61e-331.69e+00-0.059
56667MUC13HTA11_2992_2000001011HumanColorectumSER1.59e-059.83e-01-0.1706
56667MUC13HTA11_5212_2000001011HumanColorectumAD1.35e-131.82e+00-0.2061
56667MUC13HTA11_5216_2000001011HumanColorectumSER1.09e-041.00e+00-0.1462
56667MUC13HTA11_546_2000001011HumanColorectumAD3.75e-076.84e-01-0.0842
56667MUC13HTA11_7862_2000001011HumanColorectumAD5.89e-034.56e-01-0.0179
56667MUC13HTA11_866_3004761011HumanColorectumAD1.06e-218.89e-010.096
56667MUC13HTA11_7663_2000001011HumanColorectumSER8.14e-058.28e-010.0131
56667MUC13HTA11_10711_2000001011HumanColorectumAD6.04e-034.45e-010.0338
56667MUC13HTA11_7696_3000711011HumanColorectumAD6.02e-065.66e-010.0674
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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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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
∗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:0060249ColorectumADanatomical structure homeostasis94/3918314/187239.37e-051.42e-0394
GO:0001894ColorectumADtissue homeostasis81/3918268/187231.96e-042.62e-0381
GO:0030277ColorectumADmaintenance of gastrointestinal epithelium10/391822/187238.52e-034.97e-0210
GO:00018941ColorectumSERtissue homeostasis66/2897268/187235.87e-051.37e-0366
GO:00602491ColorectumSERanatomical structure homeostasis74/2897314/187231.01e-042.13e-0374
GO:0022600ColorectumSERdigestive system process29/2897104/187238.57e-041.05e-0229
GO:00602492ColorectumMSSanatomical structure homeostasis84/3467314/187231.87e-042.64e-0384
GO:00018942ColorectumMSStissue homeostasis72/3467268/187234.53e-045.40e-0372
GO:00226001ColorectumMSSdigestive system process31/3467104/187233.46e-032.59e-0231
GO:00602493ColorectumMSI-Hanatomical structure homeostasis38/1319314/187237.73e-041.44e-0238
GO:00018943ColorectumMSI-Htissue homeostasis33/1319268/187231.24e-032.00e-0233
GO:00302771ColorectumMSI-Hmaintenance of gastrointestinal epithelium6/131922/187233.38e-034.07e-026
GO:00018944ColorectumFAPtissue homeostasis61/2622268/187236.71e-051.28e-0361
GO:00602494ColorectumFAPanatomical structure homeostasis69/2622314/187237.51e-051.37e-0369
GO:0010669ColorectumFAPepithelial structure maintenance10/262230/187235.90e-033.75e-0210
GO:00302772ColorectumFAPmaintenance of gastrointestinal epithelium8/262222/187237.51e-034.47e-028
GO:00226002ColorectumFAPdigestive system process24/2622104/187238.41e-034.89e-0224
GO:00602495ColorectumCRCanatomical structure homeostasis57/2078314/187231.24e-042.41e-0357
GO:00018945ColorectumCRCtissue homeostasis48/2078268/187235.56e-047.70e-0348
GO:00226003ColorectumCRCdigestive system process21/2078104/187234.67e-033.62e-0221
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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
MUC13SNVMissense_Mutationrs758163036c.973N>Tp.Arg325Trpp.R325WQ9H3R2protein_codingdeleterious(0.02)probably_damaging(0.988)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MUC13SNVMissense_Mutationnovelc.359N>Cp.Ile120Thrp.I120TQ9H3R2protein_codingtolerated(0.55)benign(0.055)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MUC13SNVMissense_Mutationnovelc.8N>Tp.Ala3Valp.A3VQ9H3R2protein_codingdeleterious_low_confidence(0)benign(0.412)TCGA-BH-A0B1-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapyadriamycinSD
MUC13SNVMissense_Mutationnovelc.1078N>Gp.Cys360Glyp.C360GQ9H3R2protein_codingdeleterious(0)probably_damaging(0.998)TCGA-BH-A18V-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
MUC13SNVMissense_Mutationrs763114171c.1117N>Ap.Ala373Thrp.A373TQ9H3R2protein_codingdeleterious(0.04)possibly_damaging(0.742)TCGA-WT-AB41-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
MUC13insertionNonsense_Mutationnovelc.580_581insGATGTTAGp.Thr194ArgfsTer3p.T194Rfs*3Q9H3R2protein_codingTCGA-AO-A03T-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
MUC13insertionFrame_Shift_Insnovelc.1347_1348insTGGGCTTCCTGGGCCATTCTTCAAAGACTTGCATTGCTATTp.Lys450TrpfsTer24p.K450Wfs*24Q9H3R2protein_codingTCGA-BH-A0AY-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapySD
MUC13insertionFrame_Shift_Insnovelc.6_7insTTTGTCATATTTTTCAATAACATTTTTTCCAGTTTTGTCTp.Ala3PhefsTer37p.A3Ffs*37Q9H3R2protein_codingTCGA-BH-A0B1-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapyadriamycinSD
MUC13SNVMissense_Mutationnovelc.101C>Tp.Ala34Valp.A34VQ9H3R2protein_codingdeleterious_low_confidence(0.01)benign(0.177)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
MUC13SNVMissense_Mutationnovelc.247C>Tp.Pro83Serp.P83SQ9H3R2protein_codingtolerated_low_confidence(0.57)benign(0.04)TCGA-DG-A2KM-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
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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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