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: MUC4

Gene summary for MUC4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MUC4

Gene ID

4585

Gene namemucin 4, cell surface associated
Gene AliasASGP
Cytomap3q29
Gene Typeprotein-coding
GO ID

GO:0001894

UniProtAcc

A0A0G2JS65


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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
4585MUC4CA_HPV_1HumanCervixCC2.47e-13-4.35e-010.0264
4585MUC4CA_HPV_2HumanCervixCC1.01e-043.87e-010.0391
4585MUC4CA_HPV_3HumanCervixCC2.67e-04-3.53e-010.0414
4585MUC4HSIL_HPV_1HumanCervixHSIL_HPV2.89e-06-3.66e-010.0116
4585MUC4N_HPV_1HumanCervixN_HPV7.88e-11-4.46e-010.0079
4585MUC4N_HPV_2HumanCervixN_HPV2.68e-06-3.35e-01-0.0131
4585MUC4CCI_1HumanCervixCC8.65e-112.05e+000.528
4585MUC4CCI_3HumanCervixCC6.04e-151.74e+000.516
4585MUC4CCII_1HumanCervixCC1.41e-076.28e-010.3249
4585MUC4TumorHumanCervixCC2.34e-195.37e-010.1241
4585MUC4sample3HumanCervixCC5.32e-528.62e-010.1387
4585MUC4H2HumanCervixHSIL_HPV5.42e-135.57e-010.0632
4585MUC4T1HumanCervixCC5.89e-176.36e-010.0918
4585MUC4T3HumanCervixCC8.21e-528.26e-010.1389
4585MUC4HTA11_3410_2000001011HumanColorectumAD3.66e-16-6.22e-010.0155
4585MUC4HTA11_347_2000001011HumanColorectumAD1.97e-105.97e-01-0.1954
4585MUC4HTA11_411_2000001011HumanColorectumSER1.02e-036.25e-01-0.2602
4585MUC4HTA11_83_2000001011HumanColorectumSER2.69e-055.39e-01-0.1526
4585MUC4HTA11_696_2000001011HumanColorectumAD1.30e-037.83e-01-0.1464
4585MUC4HTA11_866_2000001011HumanColorectumAD2.76e-087.11e-01-0.1001
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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
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
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
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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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:00315898CervixCCcell-substrate adhesion96/2311363/187231.48e-138.85e-1196
GO:00071608CervixCCcell-matrix adhesion60/2311233/187231.58e-081.23e-0660
GO:00018949CervixCCtissue homeostasis57/2311268/187232.43e-054.21e-0457
GO:00602498CervixCCanatomical structure homeostasis63/2311314/187236.03e-058.68e-0463
GO:000189414CervixHSIL_HPVtissue homeostasis25/737268/187236.17e-051.46e-0325
GO:003158914CervixHSIL_HPVcell-substrate adhesion30/737363/187231.12e-042.34e-0330
GO:006024913CervixHSIL_HPVanatomical structure homeostasis25/737314/187237.04e-049.40e-0325
GO:000189424CervixN_HPVtissue homeostasis23/534268/187232.86e-061.24e-0423
GO:006024923CervixN_HPVanatomical structure homeostasis24/534314/187231.27e-054.17e-0424
GO:003158924CervixN_HPVcell-substrate adhesion23/534363/187233.24e-044.84e-0323
GO:000716013CervixN_HPVcell-matrix adhesion14/534233/187237.21e-034.74e-0214
GO:0031589ColorectumADcell-substrate adhesion116/3918363/187234.68e-071.76e-05116
GO:0007160ColorectumADcell-matrix adhesion75/3918233/187233.56e-056.45e-0475
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:00315891ColorectumSERcell-substrate adhesion86/2897363/187232.36e-056.64e-0486
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
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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
MUC4SNVMissense_Mutationnovelc.7444N>Gp.Leu2482Valp.L2482Vprotein_codingtolerated_low_confidence(0.53)benign(0.374)TCGA-3C-AALI-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPoly EComplete Response
MUC4SNVMissense_Mutationc.12574N>Tp.Pro4192Serp.P4192Sprotein_codingtolerated_low_confidence(0.22)benign(0.071)TCGA-A1-A0SI-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
MUC4SNVMissense_Mutationc.404N>Tp.Ser135Leup.S135Lprotein_codingdeleterious_low_confidence(0.01)benign(0.316)TCGA-A2-A0CX-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
MUC4SNVMissense_Mutationc.14413N>Tp.Asp4805Tyrp.D4805Yprotein_codingdeleterious_low_confidence(0.03)probably_damaging(0.996)TCGA-A2-A0EN-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
MUC4SNVMissense_Mutationnovelc.8440N>Ap.Ala2814Thrp.A2814Tprotein_codingtolerated_low_confidence(0.73)benign(0.003)TCGA-A2-A0SW-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyarimidexPD
MUC4SNVMissense_Mutationnovelc.4949N>Cp.His1650Prop.H1650Pprotein_codingtolerated_low_confidence(0.82)benign(0.234)TCGA-A2-A0SW-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyarimidexPD
MUC4SNVMissense_Mutationrs199531700c.9349N>Gp.His3117Aspp.H3117Dprotein_codingtolerated_low_confidence(0.55)benign(0.234)TCGA-A2-A0T2-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapyxelodaPD
MUC4SNVMissense_Mutationc.2387N>Ap.Arg796Glnp.R796Qprotein_codingtolerated_low_confidence(0.2)benign(0.234)TCGA-A2-A0YG-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanSD
MUC4SNVMissense_Mutationnovelc.3548C>Tp.Thr1183Metp.T1183Mprotein_codingdeleterious_low_confidence(0)possibly_damaging(0.811)TCGA-A2-A1G1-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MUC4SNVMissense_Mutationnovelc.8254N>Tp.Pro2752Serp.P2752Sprotein_codingdeleterious_low_confidence(0.04)possibly_damaging(0.65)TCGA-A2-A25B-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxoterePD
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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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