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: MUC15

Gene summary for MUC15

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MUC15

Gene ID

143662

Gene namemucin 15, cell surface associated
Gene AliasMUC-15
Cytomap11p14.2
Gene Typeprotein-coding
GO ID

GO:0005575

UniProtAcc

A0A0A0MT67


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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
143662MUC15HCC1HumanLiverHCC3.64e-123.73e+000.5336
143662MUC15HCC2HumanLiverHCC5.11e-072.48e+000.5341
143662MUC15Adj_PTCwithHT_6HumanThyroidHT8.61e-17-5.45e-010.02
143662MUC15Adj_PTCwithHT_8HumanThyroidHT6.56e-06-4.91e-010.0267
143662MUC15PTCwithHT_1HumanThyroidHT2.55e-03-5.51e-010.0238
143662MUC15PTCwithHT_6HumanThyroidHT3.25e-14-5.20e-010.02
143662MUC15PTCwithHT_8HumanThyroidHT2.81e-10-4.42e-010.0351
143662MUC15PTCwithoutHT_2HumanThyroidPTC9.42e-10-4.12e-010.0419
143662MUC15male-WTAHumanThyroidPTC1.28e-38-8.49e-030.1037
143662MUC15PTC01HumanThyroidPTC3.03e-127.88e-010.1899
143662MUC15PTC05HumanThyroidPTC1.06e-271.89e+000.2065
143662MUC15PTC06HumanThyroidPTC1.46e-188.20e-010.2057
143662MUC15PTC07HumanThyroidPTC2.88e-391.30e+000.2044
143662MUC15ATC09HumanThyroidATC1.53e-07-2.70e-010.2871
143662MUC15ATC12HumanThyroidATC3.57e-20-5.51e-010.34
143662MUC15ATC13HumanThyroidATC3.57e-20-5.50e-010.34
143662MUC15ATC1HumanThyroidATC2.98e-06-2.55e-010.2878
143662MUC15ATC4HumanThyroidATC6.29e-13-5.51e-010.34
143662MUC15ATC5HumanThyroidATC5.37e-18-5.51e-010.34
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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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
MUC15SNVMissense_Mutationnovelc.415N>Ap.Leu139Metp.L139Mprotein_codingdeleterious_low_confidence(0.04)benign(0.392)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MUC15SNVMissense_Mutationc.353N>Tp.Ser118Leup.S118Lprotein_codingtolerated_low_confidence(1)benign(0)TCGA-EW-A1PC-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
MUC15insertionIn_Frame_Insnovelc.378_379insGAAGCCp.Ser126_Leu127insGluAlap.S126_L127insEAprotein_codingTCGA-A1-A0SM-01Breastbreast invasive carcinomaMale>=65I/IIUnknownUnknownSD
MUC15insertionNonsense_Mutationnovelc.377_378insAAATGACTAGTATATGTTCATp.Ser126delinsArgAsnAspTerTyrMetPheIlep.S126delinsRND*YMFIprotein_codingTCGA-A1-A0SM-01Breastbreast invasive carcinomaMale>=65I/IIUnknownUnknownSD
MUC15deletionFrame_Shift_Delnovelc.979delNp.Ser327AlafsTer7p.S327Afs*7protein_codingTCGA-A7-A26I-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycytoxanSD
MUC15insertionFrame_Shift_Insnovelc.378_379insATATGTTCATTGAAGCCp.Leu127IlefsTer7p.L127Ifs*7protein_codingTCGA-A8-A096-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MUC15insertionIn_Frame_Insnovelc.378_379insGAAGCCp.Ser126_Leu127insGluAlap.S126_L127insEAprotein_codingTCGA-B6-A0RM-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
MUC15SNVMissense_Mutationnovelc.426C>Ap.Ser142Argp.S142Rprotein_codingtolerated_low_confidence(0.13)benign(0.387)TCGA-DS-A1OB-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
MUC15SNVMissense_Mutationnovelc.310N>Gp.Leu104Valp.L104Vprotein_codingtolerated_low_confidence(1)benign(0.024)TCGA-VS-A9U7-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
MUC15insertionFrame_Shift_Insnovelc.427_428insGGAGAAGp.Phe143TrpfsTer6p.F143Wfs*6protein_codingTCGA-DS-A1OB-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
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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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