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:000991316SkinAKepidermal cell differentiation45/1910202/187233.50e-071.35e-0545
GO:003017717SkinAKpositive regulation of Wnt signaling pathway35/1910140/187233.93e-071.48e-0535
GO:00423034SkinAKmolting cycle29/1910107/187236.35e-072.20e-0529
GO:00426334SkinAKhair cycle29/1910107/187236.35e-072.20e-0529
GO:00987733SkinAKskin epidermis development25/191085/187237.05e-072.41e-0525
GO:00019423SkinAKhair follicle development24/191081/187231.01e-063.21e-0524
GO:009026317SkinAKpositive regulation of canonical Wnt signaling pathway28/1910106/187231.73e-065.13e-0528
GO:00224044SkinAKmolting cycle process24/191084/187232.08e-066.00e-0524
GO:00224054SkinAKhair cycle process24/191084/187232.08e-066.00e-0524
GO:00108378SkinAKregulation of keratinocyte proliferation14/191035/187233.68e-069.11e-0514
GO:005165618SkinAKestablishment of organelle localization69/1910390/187233.69e-069.11e-0569
GO:00480094SkinAKinsulin-like growth factor receptor signaling pathway13/191037/187234.21e-056.70e-0413
GO:00506797SkinAKpositive regulation of epithelial cell proliferation39/1910207/187231.18e-041.49e-0339
GO:00716348SkinAKregulation of transforming growth factor beta production12/191041/187235.77e-045.13e-0312
GO:00716047SkinAKtransforming growth factor beta production12/191043/187239.25e-047.53e-0312
GO:000941025SkinAKresponse to xenobiotic stimulus67/1910462/187231.98e-031.34e-0267
GO:0042634SkinAKregulation of hair cycle8/191026/187233.36e-032.05e-028
GO:005165017SkinAKestablishment of vesicle localization28/1910161/187233.44e-032.09e-0228
GO:00716356SkinAKnegative regulation of transforming growth factor beta production5/191012/187234.71e-032.69e-025
GO:00488202SkinAKhair follicle maturation5/191013/187237.01e-033.63e-025
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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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