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: MUC5AC

Gene summary for MUC5AC

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MUC5AC

Gene ID

4586

Gene namemucin 5AC, oligomeric mucus/gel-forming
Gene AliasMUC5
Cytomap11p15.5
Gene Typeprotein-coding
GO ID

GO:0007154

UniProtAcc

P98088


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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
4586MUC5ACHTA11_2487_2000001011HumanColorectumSER6.13e-191.37e+00-0.1808
4586MUC5ACHTA11_411_2000001011HumanColorectumSER1.35e-121.44e+00-0.2602
4586MUC5ACPat01-BHumanStomachGC1.70e-18-8.56e-010.5754
4586MUC5ACPat02-BHumanStomachGC1.84e-066.37e-020.0368
4586MUC5ACPat03-BHumanStomachGC7.52e-12-7.36e-010.3693
4586MUC5ACPat04-BHumanStomachGC2.42e-021.37e-01-0.1483
4586MUC5ACPat06-BHumanStomachGC2.47e-12-1.01e-01-0.1961
4586MUC5ACPat07-BHumanStomachGC2.28e-06-1.06e+000.0935
4586MUC5ACPat08-BHumanStomachGC1.69e-02-6.86e-010.0182
4586MUC5ACPat09-BHumanStomachGC3.66e-08-5.37e-01-0.0359
4586MUC5ACPat11-BHumanStomachGC1.60e-103.15e-01-0.182
4586MUC5ACPat12-BHumanStomachGC8.47e-04-1.81e-010.0325
4586MUC5ACPat15-BHumanStomachGC5.88e-052.99e-02-0.0778
4586MUC5ACPat16-BHumanStomachGC3.57e-13-6.92e-010.1918
4586MUC5ACPat18-BHumanStomachGC6.42e-064.30e-01-0.0432
4586MUC5ACPat22-BHumanStomachGC9.39e-032.36e-01-0.1042
4586MUC5ACPat24-BHumanStomachGC3.58e-036.05e-02-0.1184
4586MUC5ACPat25-AHumanStomachCAG with IM1.47e-10-3.99e-02-0.1648
4586MUC5ACPat26-AHumanStomachCSG9.50e-20-5.05e-02-0.2402
4586MUC5ACPat28-AHumanStomachCSG8.27e-12-2.06e-01-0.2594
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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
∗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:00480171ColorectumSERinositol lipid-mediated signaling42/2897182/187234.36e-033.49e-0242
GO:00480151ColorectumSERphosphatidylinositol-mediated signaling41/2897178/187234.97e-033.86e-0241
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04657StomachGCIL-17 signaling pathway18/70894/84656.78e-045.42e-033.82e-0318
hsa046571StomachGCIL-17 signaling pathway18/70894/84656.78e-045.42e-033.82e-0318
hsa046572StomachCAG with IMIL-17 signaling pathway18/64094/84651.99e-041.86e-031.30e-0318
hsa046573StomachCAG with IMIL-17 signaling pathway18/64094/84651.99e-041.86e-031.30e-0318
hsa046574StomachCSGIL-17 signaling pathway18/63394/84651.73e-041.61e-031.16e-0318
hsa046575StomachCSGIL-17 signaling pathway18/63394/84651.73e-041.61e-031.16e-0318
hsa046576StomachCAGIL-17 signaling pathway15/36894/84651.13e-051.49e-041.19e-0415
hsa046577StomachCAGIL-17 signaling pathway15/36894/84651.13e-051.49e-041.19e-0415
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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
MUC5ACSNVMissense_Mutationnovelc.9491N>Gp.Thr3164Argp.T3164RP98088protein_codingtolerated(0.18)unknown(0)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
MUC5ACSNVMissense_Mutationnovelc.10287N>Ap.Ser3429Argp.S3429RP98088protein_codingtolerated(0.05)unknown(0)TCGA-A8-A08X-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinPD
MUC5ACSNVMissense_Mutationnovelc.1705N>Ap.Gly569Serp.G569SP98088protein_codingdeleterious(0)unknown(0)TCGA-AC-A3W5-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydocetaxelCR
MUC5ACSNVMissense_Mutationnovelc.9032N>Ap.Ser3011Asnp.S3011NP98088protein_codingtolerated_low_confidence(0.33)unknown(0)TCGA-AC-A4ZE-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
MUC5ACSNVMissense_Mutationnovelc.6406N>Tp.His2136Tyrp.H2136YP98088protein_codingtolerated(0.71)unknown(0)TCGA-AN-A0FV-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
MUC5ACSNVMissense_Mutationnovelc.8537N>Gp.Ser2846Cysp.S2846CP98088protein_codingdeleterious_low_confidence(0.02)unknown(0)TCGA-BH-A0B6-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
MUC5ACSNVMissense_Mutationnovelc.9449N>Gp.Ser3150Cysp.S3150CP98088protein_codingtolerated(0.09)unknown(0)TCGA-BH-A0B6-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
MUC5ACSNVMissense_Mutationnovelc.9395N>Tp.Thr3132Ilep.T3132IP98088protein_codingtolerated(0.17)unknown(0)TCGA-E2-A570-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyanastrozoleSD
MUC5ACSNVMissense_Mutationnovelc.7043N>Tp.Pro2348Leup.P2348LP98088protein_codingdeleterious(0.02)unknown(0)TCGA-E2-A572-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapydoxorubicinSD
MUC5ACSNVMissense_Mutationnovelc.13705C>Gp.Pro4569Alap.P4569AP98088protein_codingtolerated(0.14)unknown(0)TCGA-GM-A3NY-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
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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
4586MUC5ACDRUGGABLE GENOMECHEMBL1743013ENSITUXIMAB
4586MUC5ACDRUGGABLE GENOMEKLS-0611
4586MUC5ACDRUGGABLE GENOMEGLUCOCORTICOID11411550
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