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:007265921LiverHCCprotein localization to plasma membrane177/7958284/187231.02e-114.18e-10177
GO:199077821LiverHCCprotein localization to cell periphery200/7958333/187236.07e-112.23e-09200
GO:004521622LiverHCCcell-cell junction organization107/7958200/187231.06e-036.11e-03107
GO:00016553LiverHCCurogenital system development170/7958338/187232.15e-031.08e-02170
GO:00219154LiverHCCneural tube development82/7958152/187232.83e-031.33e-0282
GO:00018222LiverHCCkidney development148/7958293/187233.25e-031.49e-02148
GO:00720012LiverHCCrenal system development152/7958302/187233.45e-031.56e-02152
GO:003433211LiverHCCadherens junction organization30/795849/187236.31e-032.57e-0230
GO:000704312LiverHCCcell-cell junction assembly76/7958146/187231.23e-024.47e-0276
GO:007265928ThyroidATCprotein localization to plasma membrane161/6293284/187238.45e-166.52e-14161
GO:199077826ThyroidATCprotein localization to cell periphery181/6293333/187233.72e-152.56e-13181
GO:000150332ThyroidATCossification206/6293408/187239.23e-133.95e-11206
GO:000182222ThyroidATCkidney development146/6293293/187235.81e-091.28e-07146
GO:000165522ThyroidATCurogenital system development164/6293338/187237.92e-091.70e-07164
GO:007200122ThyroidATCrenal system development149/6293302/187239.48e-091.99e-07149
GO:006056222ThyroidATCepithelial tube morphogenesis156/6293325/187234.48e-088.14e-07156
GO:002191515ThyroidATCneural tube development80/6293152/187239.87e-071.29e-0580
GO:006034813ThyroidATCbone development102/6293205/187231.18e-061.52e-05102
GO:003432924ThyroidATCcell junction assembly187/6293420/187231.71e-062.08e-05187
GO:006048521ThyroidATCmesenchyme development136/6293291/187232.04e-062.43e-05136
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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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