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: CDH13

Gene summary for CDH13

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CDH13

Gene ID

1012

Gene namecadherin 13
Gene AliasCDHH
Cytomap16q23.3
Gene Typeprotein-coding
GO ID

GO:0000278

UniProtAcc

B7Z9B1


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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
1012CDH13HTA11_1938_2000001011HumanColorectumAD1.52e-044.83e-01-0.0811
1012CDH13HTA11_78_2000001011HumanColorectumAD5.36e-105.65e-01-0.1088
1012CDH13HTA11_347_2000001011HumanColorectumAD5.78e-168.56e-01-0.1954
1012CDH13HTA11_3361_2000001011HumanColorectumAD2.04e-023.78e-01-0.1207
1012CDH13HTA11_696_2000001011HumanColorectumAD9.44e-053.62e-01-0.1464
1012CDH13HTA11_866_2000001011HumanColorectumAD9.35e-054.47e-01-0.1001
1012CDH13HTA11_99999970781_79442HumanColorectumMSS1.17e-095.27e-010.294
1012CDH13HTA11_99999965062_69753HumanColorectumMSI-H4.32e-091.64e+000.3487
1012CDH13A002-C-203HumanColorectumFAP8.13e-03-8.89e-020.2786
1012CDH13LZE2THumanEsophagusESCC3.62e-023.09e-010.082
1012CDH13LZE4THumanEsophagusESCC7.36e-216.58e-010.0811
1012CDH13LZE7THumanEsophagusESCC1.17e-073.85e-010.0667
1012CDH13LZE22THumanEsophagusESCC4.76e-022.02e-010.068
1012CDH13LZE21THumanEsophagusESCC1.71e-067.78e-010.0655
1012CDH13P2T-EHumanEsophagusESCC4.83e-072.20e-010.1177
1012CDH13P4T-EHumanEsophagusESCC3.11e-03-4.77e-030.1323
1012CDH13P5T-EHumanEsophagusESCC1.36e-121.19e-010.1327
1012CDH13P9T-EHumanEsophagusESCC3.96e-071.40e-010.1131
1012CDH13P10T-EHumanEsophagusESCC5.19e-338.07e-010.116
1012CDH13P11T-EHumanEsophagusESCC9.51e-166.51e-010.1426
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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:0038127ColorectumADERBB signaling pathway55/3918121/187231.19e-098.85e-0855
GO:0007173ColorectumADepidermal growth factor receptor signaling pathway50/3918108/187233.08e-092.07e-0750
GO:0010811ColorectumADpositive regulation of cell-substrate adhesion53/3918123/187232.30e-081.27e-0653
GO:0010810ColorectumADregulation of cell-substrate adhesion81/3918221/187234.80e-082.55e-0681
GO:0031589ColorectumADcell-substrate adhesion116/3918363/187234.68e-071.76e-05116
GO:0001952ColorectumADregulation of cell-matrix adhesion50/3918128/187232.05e-066.05e-0550
GO:1901184ColorectumADregulation of ERBB signaling pathway34/391879/187237.46e-061.82e-0434
GO:0007265ColorectumADRas protein signal transduction104/3918337/187231.01e-052.35e-04104
GO:0001954ColorectumADpositive regulation of cell-matrix adhesion27/391858/187231.12e-052.55e-0427
GO:0001667ColorectumADameboidal-type cell migration137/3918475/187232.17e-054.33e-04137
GO:0042058ColorectumADregulation of epidermal growth factor receptor signaling pathway31/391873/187232.56e-054.89e-0431
GO:0007160ColorectumADcell-matrix adhesion75/3918233/187233.56e-056.45e-0475
GO:0097581ColorectumADlamellipodium organization35/391890/187237.39e-051.18e-0335
GO:0016601ColorectumADRac protein signal transduction20/391842/187231.02e-041.53e-0320
GO:0090132ColorectumADepithelium migration105/3918360/187231.18e-041.73e-03105
GO:0010631ColorectumADepithelial cell migration104/3918357/187231.33e-041.90e-03104
GO:0030100ColorectumADregulation of endocytosis67/3918211/187231.42e-042.01e-0367
GO:0090130ColorectumADtissue migration105/3918365/187232.10e-042.77e-03105
GO:0045785ColorectumADpositive regulation of cell adhesion122/3918437/187232.65e-043.28e-03122
GO:0050673ColorectumADepithelial cell proliferation119/3918437/187238.75e-048.51e-03119
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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
CDH13SNVMissense_Mutationnovelc.1360N>Ap.Pro454Thrp.P454TP55290protein_codingdeleterious(0.02)benign(0.426)TCGA-A2-A0EM-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
CDH13SNVMissense_Mutationrs372445890c.1510N>Ap.Gly504Serp.G504SP55290protein_codingtolerated(0.73)probably_damaging(0.997)TCGA-A8-A08T-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
CDH13SNVMissense_Mutationnovelc.1414T>Cp.Ser472Prop.S472PP55290protein_codingdeleterious(0.01)probably_damaging(0.981)TCGA-A8-A094-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CDH13SNVMissense_Mutationnovelc.1954N>Cp.Gly652Argp.G652RP55290protein_codingtolerated(0.14)probably_damaging(0.999)TCGA-D8-A73U-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
CDH13insertionNonsense_Mutationnovelc.1332_1333insCGGCTCAAAGGAATGTGCTAATGAAAGCTCATGAAATTCTCTATCTATp.Arg444_Ala445insArgLeuLysGlyMetCysTerTerLysLeuMetLysPheSerIleTyrp.R444_A445insRLKGMC**KLMKFSIYP55290protein_codingTCGA-BH-A0EE-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydocetaxelSD
CDH13SNVMissense_Mutationrs868363122c.1078T>Cp.Ser360Prop.S360PP55290protein_codingtolerated(0.1)benign(0.003)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CDH13SNVMissense_Mutationnovelc.1910C>Ap.Ala637Aspp.A637DP55290protein_codingdeleterious(0.01)probably_damaging(0.996)TCGA-EK-A2PG-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
CDH13SNVMissense_Mutationc.2186G>Ap.Cys729Tyrp.C729YP55290protein_codingdeleterious(0)possibly_damaging(0.56)TCGA-IR-A3LH-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CDH13SNVMissense_Mutationc.240N>Cp.Gln80Hisp.Q80HP55290protein_codingdeleterious(0.04)benign(0.444)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
CDH13SNVMissense_Mutationnovelc.1213N>Cp.Asp405Hisp.D405HP55290protein_codingdeleterious(0)probably_damaging(0.998)TCGA-VS-A959-01Cervixcervical & endocervical cancerFemale>=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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