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: DSC2

Gene summary for DSC2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DSC2

Gene ID

1824

Gene namedesmocollin 2
Gene AliasARVD11
Cytomap18q12.1
Gene Typeprotein-coding
GO ID

GO:0001508

UniProtAcc

Q02487


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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
1824DSC2GSM4909281HumanBreastIDC3.95e-378.18e-010.21
1824DSC2GSM4909285HumanBreastIDC6.08e-043.41e-010.21
1824DSC2GSM4909291HumanBreastIDC1.99e-05-3.10e-010.1753
1824DSC2GSM4909294HumanBreastIDC8.07e-06-2.67e-010.2022
1824DSC2GSM4909296HumanBreastIDC4.89e-12-2.58e-010.1524
1824DSC2GSM4909297HumanBreastIDC4.08e-13-2.99e-010.1517
1824DSC2GSM4909298HumanBreastIDC8.64e-03-2.11e-010.1551
1824DSC2GSM4909301HumanBreastIDC7.82e-12-2.88e-010.1577
1824DSC2GSM4909302HumanBreastIDC7.77e-15-3.42e-010.1545
1824DSC2GSM4909304HumanBreastIDC1.06e-23-3.75e-010.1636
1824DSC2GSM4909306HumanBreastIDC7.19e-04-2.14e-010.1564
1824DSC2GSM4909307HumanBreastIDC2.30e-04-1.94e-010.1569
1824DSC2GSM4909308HumanBreastIDC3.87e-15-3.65e-010.158
1824DSC2GSM4909311HumanBreastIDC2.31e-21-3.58e-010.1534
1824DSC2GSM4909312HumanBreastIDC7.47e-22-3.74e-010.1552
1824DSC2GSM4909315HumanBreastIDC4.65e-05-2.57e-010.21
1824DSC2GSM4909319HumanBreastIDC5.96e-23-3.76e-010.1563
1824DSC2GSM4909320HumanBreastIDC1.70e-07-3.79e-010.1575
1824DSC2GSM4909321HumanBreastIDC1.65e-18-3.31e-010.1559
1824DSC2M1HumanBreastIDC1.91e-04-3.09e-010.1577
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
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
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
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
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
GO:003297014BreastIDCregulation of actin filament-based process56/1434397/187236.37e-061.99e-0456
GO:003410913BreastIDChomotypic cell-cell adhesion20/143490/187231.20e-053.17e-0420
GO:008606511BreastIDCcell communication involved in cardiac conduction13/143458/187233.59e-045.18e-0313
GO:00613373BreastIDCcardiac conduction16/143498/187233.06e-032.60e-0216
GO:00423912BreastIDCregulation of membrane potential49/1434434/187234.04e-033.25e-0249
GO:00860015BreastIDCcardiac muscle cell action potential13/143476/187234.81e-033.67e-0213
GO:00020271BreastIDCregulation of heart rate16/1434103/187235.06e-033.79e-0216
GO:00030125BreastIDCmuscle system process50/1434452/187235.52e-034.05e-0250
GO:00015082BreastIDCaction potential19/1434134/187236.62e-034.62e-0219
GO:003297024BreastDCISregulation of actin filament-based process56/1390397/187232.50e-068.74e-0556
GO:003410923BreastDCIShomotypic cell-cell adhesion18/139090/187239.33e-051.71e-0318
GO:008606521BreastDCIScell communication involved in cardiac conduction12/139058/187239.71e-041.08e-0212
GO:000301212BreastDCISmuscle system process50/1390452/187233.02e-032.57e-0250
GO:006133711BreastDCIScardiac conduction15/139098/187235.65e-034.09e-0215
GO:00423911BreastDCISregulation of membrane potential47/1390434/187235.87e-034.20e-0247
GO:003297010CervixCCregulation of actin filament-based process96/2311397/187234.00e-118.54e-0996
GO:003410910CervixCChomotypic cell-cell adhesion26/231190/187232.12e-053.82e-0426
GO:00300487CervixCCactin filament-based movement29/2311127/187236.91e-046.33e-0329
GO:00989018CervixCCregulation of cardiac muscle cell action potential9/231127/187233.82e-032.41e-029
GO:00551174CervixCCregulation of cardiac muscle contraction18/231177/187235.15e-033.03e-0218
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05412ColorectumFAPArrhythmogenic right ventricular cardiomyopathy23/140477/84652.58e-031.19e-027.23e-0323
hsa054121ColorectumFAPArrhythmogenic right ventricular cardiomyopathy23/140477/84652.58e-031.19e-027.23e-0323
hsa054122ColorectumCRCArrhythmogenic right ventricular cardiomyopathy18/109177/84657.90e-033.77e-022.55e-0218
hsa054123ColorectumCRCArrhythmogenic right ventricular cardiomyopathy18/109177/84657.90e-033.77e-022.55e-0218
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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
DSC2DSG2DSC2_DSG2DESMOSOMEBreastDCIS
DSC2DSG2DSC2_DSG2DESMOSOMEBreastHealthy
DSC2DSG2DSC2_DSG2DESMOSOMEBreastPrecancer
DSC2DSG2DSC2_DSG2DESMOSOMECervixCC
DSC2DSG1DSC2_DSG1DESMOSOMECervixHealthy
DSC2DSG2DSC2_DSG2DESMOSOMECervixPrecancer
DSC2DSG2DSC2_DSG2DESMOSOMECRCAD
DSC2DSG2DSC2_DSG2DESMOSOMECRCADJ
DSC2DSG2DSC2_DSG2DESMOSOMECRCFAP
DSC2DSG2DSC2_DSG2DESMOSOMECRCHealthy
DSC2DSG2DSC2_DSG2DESMOSOMECRCMSI-H
DSC2DSG2DSC2_DSG2DESMOSOMECRCMSS
DSC2DSG2DSC2_DSG2DESMOSOMECRCSER
DSC2DSG2DSC2_DSG2DESMOSOMEEsophagusADJ
DSC2DSG2DSC2_DSG2DESMOSOMEEsophagusESCC
DSC2DSG1DSC2_DSG1DESMOSOMEHNSCCOSCC
DSC2DSG2DSC2_DSG2DESMOSOMEHNSCCOSCC
DSC2DSG1DSC2_DSG1DESMOSOMEHNSCCPrecancer
DSC2DSG2DSC2_DSG2DESMOSOMEHNSCCPrecancer
DSC2DSG2DSC2_DSG2DESMOSOMEProstateBPH
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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
DSC2SNVMissense_Mutationc.1436N>Ap.Arg479Hisp.R479HQ02487protein_codingdeleterious(0.04)benign(0.02)TCGA-A8-A07L-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyCR
DSC2SNVMissense_Mutationrs752873618c.2353N>Ap.Glu785Lysp.E785KQ02487protein_codingdeleterious(0.01)probably_damaging(0.909)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DSC2SNVMissense_Mutationnovelc.2020N>Ap.Glu674Lysp.E674KQ02487protein_codingdeleterious(0.01)benign(0.103)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DSC2SNVMissense_Mutationnovelc.1622N>Cp.Lys541Thrp.K541TQ02487protein_codingtolerated(0.07)possibly_damaging(0.47)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DSC2SNVMissense_Mutationnovelc.1003N>Ap.Leu335Ilep.L335IQ02487protein_codingdeleterious(0)probably_damaging(0.913)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DSC2SNVMissense_Mutationc.1616N>Tp.Thr539Ilep.T539IQ02487protein_codingtolerated(0.19)benign(0.144)TCGA-BH-A0DK-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
DSC2SNVMissense_Mutationc.1700N>Cp.Leu567Prop.L567PQ02487protein_codingdeleterious(0)probably_damaging(0.981)TCGA-E2-A155-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
DSC2SNVMissense_Mutationc.700N>Ap.Glu234Lysp.E234KQ02487protein_codingdeleterious(0.01)probably_damaging(0.981)TCGA-E9-A22B-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
DSC2SNVMissense_Mutationnovelc.275N>Tp.Arg92Ilep.R92IQ02487protein_codingdeleterious(0)probably_damaging(0.973)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
DSC2SNVMissense_Mutationc.274N>Gp.Arg92Glyp.R92GQ02487protein_codingdeleterious(0)possibly_damaging(0.904)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
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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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