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: DCHS1

Gene summary for DCHS1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DCHS1

Gene ID

8642

Gene namedachsous cadherin-related 1
Gene AliasCDH19
Cytomap11p15.4
Gene Typeprotein-coding
GO ID

GO:0000902

UniProtAcc

Q96JQ0


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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
8642DCHS1HCC1_MengHumanLiverHCC1.54e-02-3.29e-030.0246
8642DCHS1S014HumanLiverHCC2.30e-155.29e-010.2254
8642DCHS1S015HumanLiverHCC1.49e-104.73e-010.2375
8642DCHS1S016HumanLiverHCC1.17e-236.01e-010.2243
8642DCHS1ATC13HumanThyroidATC2.19e-275.32e-010.34
8642DCHS1ATC5HumanThyroidATC1.84e-325.76e-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
GO:004521629ThyroidATCcell-cell junction organization99/6293200/187232.26e-062.68e-0599
GO:000176317ThyroidATCmorphogenesis of a branching structure96/6293196/187235.68e-066.04e-0596
GO:006113815ThyroidATCmorphogenesis of a branching epithelium88/6293182/187232.55e-052.20e-0488
GO:007207322ThyroidATCkidney epithelium development68/6293136/187235.50e-054.24e-0468
GO:000317012ThyroidATCheart valve development37/629365/187239.43e-056.91e-0437
GO:007200614ThyroidATCnephron development69/6293142/187231.50e-041.04e-0369
GO:00030075ThyroidATCheart morphogenesis110/6293246/187231.76e-041.20e-03110
GO:007216321ThyroidATCmesonephric epithelium development48/629392/187231.81e-041.22e-0348
GO:007216421ThyroidATCmesonephric tubule development48/629392/187231.81e-041.22e-0348
GO:000704324ThyroidATCcell-cell junction assembly70/6293146/187232.24e-041.46e-0370
GO:000165721ThyroidATCureteric bud development47/629391/187232.85e-041.82e-0347
GO:000182321ThyroidATCmesonephros development49/629396/187233.08e-041.94e-0349
GO:0072132ThyroidATCmesenchyme morphogenesis30/629352/187233.08e-041.94e-0330
GO:00720097ThyroidATCnephron epithelium development54/6293109/187234.12e-042.49e-0354
GO:00487545ThyroidATCbranching morphogenesis of an epithelial tube71/6293151/187234.18e-042.50e-0371
GO:000317912ThyroidATCheart valve morphogenesis31/629355/187234.33e-042.59e-0331
GO:00609933ThyroidATCkidney morphogenesis47/629393/187235.40e-043.13e-0347
GO:003532921ThyroidATChippo signaling24/629340/187235.54e-043.20e-0324
GO:000318111ThyroidATCatrioventricular valve morphogenesis16/629324/187239.46e-045.07e-0316
GO:00613265ThyroidATCrenal tubule development46/629394/187231.48e-037.52e-0346
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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
DCHS1SNVMissense_Mutationnovelc.3082N>Ap.Asp1028Asnp.D1028NQ96JQ0protein_codingtolerated(0.17)probably_damaging(0.995)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
DCHS1SNVMissense_Mutationnovelc.328N>Ap.Glu110Lysp.E110KQ96JQ0protein_codingdeleterious(0)probably_damaging(0.977)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
DCHS1SNVMissense_Mutationrs747724857c.2935A>Cp.Thr979Prop.T979PQ96JQ0protein_codingdeleterious(0.02)possibly_damaging(0.451)TCGA-A1-A0SI-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
DCHS1SNVMissense_Mutationnovelc.569N>Ap.Thr190Asnp.T190NQ96JQ0protein_codingdeleterious(0.02)probably_damaging(0.967)TCGA-A2-A0D1-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapytaxotereSD
DCHS1SNVMissense_Mutationrs200322732c.6989N>Ap.Arg2330Hisp.R2330HQ96JQ0protein_codingtolerated(0.22)benign(0.139)TCGA-A7-A13H-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyanastrozolePD
DCHS1SNVMissense_Mutationrs540343475c.7489N>Tp.Pro2497Serp.P2497SQ96JQ0protein_codingdeleterious(0.04)possibly_damaging(0.894)TCGA-A8-A08B-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
DCHS1SNVMissense_Mutationnovelc.6920C>Tp.Pro2307Leup.P2307LQ96JQ0protein_codingdeleterious(0)possibly_damaging(0.71)TCGA-A8-A09E-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyanastrozoleSD
DCHS1SNVMissense_Mutationc.5387N>Ap.Gly1796Glup.G1796EQ96JQ0protein_codingtolerated(0.22)benign(0.037)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DCHS1SNVMissense_Mutationc.3679N>Tp.Pro1227Serp.P1227SQ96JQ0protein_codingtolerated(0.48)benign(0.136)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DCHS1SNVMissense_Mutationrs761187405c.1258N>Ap.Val420Ilep.V420IQ96JQ0protein_codingtolerated(1)benign(0.026)TCGA-AC-A8OP-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
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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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