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: CDH3

Gene summary for CDH3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CDH3

Gene ID

1001

Gene namecadherin 3
Gene AliasCDHP
Cytomap16q22.1
Gene Typeprotein-coding
GO ID

GO:0001816

UniProtAcc

P22223


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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
1001CDH3CA_HPV_1HumanCervixCC1.61e-02-1.28e-010.0264
1001CDH3CCI_2HumanCervixCC5.84e-191.42e+000.5249
1001CDH3CCI_3HumanCervixCC1.11e-139.86e-010.516
1001CDH3TumorHumanCervixCC7.73e-346.46e-010.1241
1001CDH3sample3HumanCervixCC1.34e-386.93e-010.1387
1001CDH3T3HumanCervixCC2.09e-456.99e-010.1389
1001CDH3HTA11_3410_2000001011HumanColorectumAD4.86e-102.41e-010.0155
1001CDH3HTA11_2487_2000001011HumanColorectumSER2.87e-032.08e-01-0.1808
1001CDH3HTA11_1938_2000001011HumanColorectumAD1.13e-164.17e-01-0.0811
1001CDH3HTA11_78_2000001011HumanColorectumAD6.08e-093.48e-01-0.1088
1001CDH3HTA11_411_2000001011HumanColorectumSER1.64e-034.81e-01-0.2602
1001CDH3HTA11_1391_2000001011HumanColorectumAD1.18e-175.54e-01-0.059
1001CDH3HTA11_866_3004761011HumanColorectumAD5.89e-082.42e-010.096
1001CDH3HTA11_10711_2000001011HumanColorectumAD1.68e-041.40e-010.0338
1001CDH3HTA11_7696_3000711011HumanColorectumAD6.00e-235.42e-010.0674
1001CDH3HTA11_11156_2000001011HumanColorectumAD4.10e-022.47e-010.0397
1001CDH3HTA11_6818_2000001021HumanColorectumAD4.84e-093.09e-010.0588
1001CDH3HTA11_99999970781_79442HumanColorectumMSS1.03e-307.11e-010.294
1001CDH3HTA11_99999965104_69814HumanColorectumMSS2.34e-063.26e-010.281
1001CDH3HTA11_99999971662_82457HumanColorectumMSS9.88e-328.59e-010.3859
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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
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
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
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:004206010CervixCCwound healing109/2311422/187231.84e-141.57e-11109
GO:00085446CervixCCepidermis development83/2311324/187233.91e-118.54e-0983
GO:00435884CervixCCskin development71/2311263/187238.04e-111.46e-0871
GO:00506737CervixCCepithelial cell proliferation98/2311437/187232.01e-092.15e-0798
GO:00160557CervixCCWnt signaling pathway98/2311444/187234.82e-094.65e-0798
GO:01987387CervixCCcell-cell signaling by wnt98/2311446/187236.16e-095.58e-0798
GO:00302164CervixCCkeratinocyte differentiation42/2311139/187231.74e-081.28e-0642
GO:00301117CervixCCregulation of Wnt signaling pathway76/2311328/187233.05e-082.08e-0676
GO:00099137CervixCCepidermal cell differentiation53/2311202/187235.48e-083.25e-0653
GO:00506787CervixCCregulation of epithelial cell proliferation83/2311381/187231.31e-076.42e-0683
GO:00608287CervixCCregulation of canonical Wnt signaling pathway58/2311253/187231.83e-065.89e-0558
GO:00600707CervixCCcanonical Wnt signaling pathway66/2311303/187232.47e-067.35e-0566
GO:00506794CervixCCpositive regulation of epithelial cell proliferation47/2311207/187232.18e-053.90e-0447
GO:00018949CervixCCtissue homeostasis57/2311268/187232.43e-054.21e-0457
GO:00516567CervixCCestablishment of organelle localization76/2311390/187233.17e-055.21e-0476
GO:00602498CervixCCanatomical structure homeostasis63/2311314/187236.03e-058.68e-0463
GO:00716344CervixCCregulation of transforming growth factor beta production14/231141/187232.49e-042.77e-0314
GO:00436164CervixCCkeratinocyte proliferation15/231146/187232.70e-042.97e-0315
GO:00716043CervixCCtransforming growth factor beta production14/231143/187234.37e-044.38e-0314
GO:00108376CervixCCregulation of keratinocyte proliferation12/231135/187236.55e-046.05e-0312
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa045147CervixCCCell adhesion molecules36/1267157/84654.94e-031.67e-029.86e-0336
hsa0451412CervixCCCell adhesion molecules36/1267157/84654.94e-031.67e-029.86e-0336
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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
CDH3SNVMissense_Mutationrs144117679c.2395N>Ap.Ala799Thrp.A799TP22223protein_codingtolerated(0.06)benign(0.009)TCGA-D8-A1XY-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapytamoxiphenSD
CDH3deletionIn_Frame_Delnovelc.959_964delNNNNNNp.Ala321_Asn322delp.A321_N322delP22223protein_codingTCGA-A7-A5ZX-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinCR
CDH3insertionNonsense_Mutationnovelc.1348_1349insCCCATTAGATGTGCACTCAGGAAACACGGGAGTGTTTATGTTACAGp.Gln450ProfsTer3p.Q450Pfs*3P22223protein_codingTCGA-B6-A0IK-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
CDH3insertionNonsense_Mutationnovelc.2447_2448insTATTCATTTATTCAACACATATAGCAGTTGAATAp.Lys817IlefsTer10p.K817Ifs*10P22223protein_codingTCGA-BH-A0EE-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydocetaxelSD
CDH3SNVMissense_Mutationrs371492322c.2177C>Tp.Pro726Leup.P726LP22223protein_codingdeleterious(0)probably_damaging(0.999)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CDH3SNVMissense_Mutationnovelc.1601N>Cp.Leu534Prop.L534PP22223protein_codingdeleterious(0)probably_damaging(1)TCGA-A6-6651-01Colorectumcolon adenocarcinomaFemale<65III/IVAncillaryleucovorinSD
CDH3SNVMissense_Mutationc.1182N>Tp.Lys394Asnp.K394NP22223protein_codingdeleterious(0)probably_damaging(0.952)TCGA-AA-3663-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
CDH3SNVMissense_Mutationrs200463078c.437N>Tp.Thr146Metp.T146MP22223protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AA-3679-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyfolinicSD
CDH3SNVMissense_Mutationc.1093N>Cp.Thr365Prop.T365PP22223protein_codingdeleterious(0.03)possibly_damaging(0.511)TCGA-AA-3930-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapycapecitabinePD
CDH3SNVMissense_Mutationrs868118578c.1621N>Ap.Val541Ilep.V541IP22223protein_codingtolerated(0.39)benign(0.001)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
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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
1001CDH3DRUGGABLE GENOMEPF-3732010
1001CDH3DRUGGABLE GENOMEPF-06671008PF-06671008
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