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: PCDH15

Gene summary for PCDH15

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PCDH15

Gene ID

65217

Gene nameprotocadherin related 15
Gene AliasCDHR15
Cytomap10q21.1
Gene Typeprotein-coding
GO ID

GO:0001894

UniProtAcc

A2A3D8


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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
65217PCDH15HTA11_3410_2000001011HumanColorectumAD1.49e-042.17e-010.0155
65217PCDH15HTA11_2487_2000001011HumanColorectumSER7.68e-053.20e-01-0.1808
65217PCDH15HTA11_1938_2000001011HumanColorectumAD4.58e-094.70e-01-0.0811
65217PCDH15HTA11_78_2000001011HumanColorectumAD2.33e-074.35e-01-0.1088
65217PCDH15HTA11_347_2000001011HumanColorectumAD3.64e-042.29e-01-0.1954
65217PCDH15HTA11_2112_2000001011HumanColorectumSER4.35e-044.60e-01-0.2196
65217PCDH15HTA11_3361_2000001011HumanColorectumAD1.46e-042.69e-01-0.1207
65217PCDH15HTA11_83_2000001011HumanColorectumSER4.11e-032.51e-01-0.1526
65217PCDH15HTA11_696_2000001011HumanColorectumAD1.34e-052.53e-01-0.1464
65217PCDH15HTA11_866_2000001011HumanColorectumAD5.20e-031.20e-01-0.1001
65217PCDH15HTA11_1391_2000001011HumanColorectumAD1.44e-062.84e-01-0.059
65217PCDH15HTA11_2992_2000001011HumanColorectumSER3.02e-044.24e-01-0.1706
65217PCDH15HTA11_4255_2000001011HumanColorectumSER7.31e-402.65e+000.0446
65217PCDH15HTA11_9408_2000001011HumanColorectumAD2.11e-281.62e+000.0451
65217PCDH15HTA11_7663_2000001011HumanColorectumSER1.00e-242.19e+000.0131
65217PCDH15HTA11_10623_2000001011HumanColorectumAD3.93e-542.86e+00-0.0177
65217PCDH15HTA11_6801_2000001011HumanColorectumSER2.00e-252.35e+000.0171
65217PCDH15HTA11_10711_2000001011HumanColorectumAD3.51e-591.94e+000.0338
65217PCDH15HTA11_7696_3000711011HumanColorectumAD3.81e-792.00e+000.0674
65217PCDH15HTA11_6818_2000001011HumanColorectumAD8.89e-542.92e+000.0112
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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
∗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:0060249ColorectumADanatomical structure homeostasis94/3918314/187239.37e-051.42e-0394
GO:0001894ColorectumADtissue homeostasis81/3918268/187231.96e-042.62e-0381
GO:00018941ColorectumSERtissue homeostasis66/2897268/187235.87e-051.37e-0366
GO:00602491ColorectumSERanatomical structure homeostasis74/2897314/187231.01e-042.13e-0374
GO:00602492ColorectumMSSanatomical structure homeostasis84/3467314/187231.87e-042.64e-0384
GO:00018942ColorectumMSStissue homeostasis72/3467268/187234.53e-045.40e-0372
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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
PCDH15SNVMissense_Mutationrs772070028c.5855N>Gp.Glu1952Glyp.E1952Gprotein_codingtolerated_low_confidence(0.32)benign(0.015)TCGA-3C-AALI-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPoly EComplete Response
PCDH15SNVMissense_Mutationc.2235N>Tp.Lys745Asnp.K745Nprotein_codingdeleterious(0.03)benign(0.363)TCGA-A1-A0SO-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapySD
PCDH15SNVMissense_Mutationnovelc.1955N>Ap.Pro652Hisp.P652Hprotein_codingdeleterious_low_confidence(0)benign(0.058)TCGA-A2-A25A-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificCytoxanSD
PCDH15SNVMissense_Mutationnovelc.4420G>Tp.Asp1474Tyrp.D1474Yprotein_codingtolerated_low_confidence(0.49)probably_damaging(0.937)TCGA-A7-A6VX-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydocetaxelCR
PCDH15SNVMissense_Mutationc.5459N>Ap.Pro1820Glnp.P1820Qprotein_codingtolerated_low_confidence(0.11)possibly_damaging(0.468)TCGA-A8-A08F-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapy5-fluorouracilCR
PCDH15SNVMissense_Mutationc.3223N>Ap.Ser1075Thrp.S1075Tprotein_codingdeleterious(0.04)probably_damaging(0.986)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PCDH15SNVMissense_Mutationc.641N>Cp.Met214Thrp.M214Tprotein_codingtolerated(1)benign(0.093)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PCDH15SNVMissense_Mutationnovelc.1685C>Tp.Ser562Leup.S562Lprotein_codingdeleterious_low_confidence(0)benign(0.255)TCGA-AC-A2B8-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapychemoPD
PCDH15SNVMissense_Mutationnovelc.1057N>Gp.Ser353Glyp.S353Gprotein_codingtolerated(0.16)benign(0.199)TCGA-AC-A3HN-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PCDH15SNVMissense_Mutationrs543675977c.2044N>Ap.Glu682Lysp.E682Kprotein_codingdeleterious_low_confidence(0)benign(0.07)TCGA-AN-A046-01Breastbreast 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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