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: CDHR2

Gene summary for CDHR2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CDHR2

Gene ID

54825

Gene namecadherin related family member 2
Gene AliasPCDH24
Cytomap5q35.2
Gene Typeprotein-coding
GO ID

GO:0001558

UniProtAcc

Q9BYE9


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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
54825CDHR2HTA11_2487_2000001011HumanColorectumSER8.44e-065.16e-01-0.1808
54825CDHR2HTA11_411_2000001011HumanColorectumSER1.22e-031.13e+00-0.2602
54825CDHR2HTA11_696_2000001011HumanColorectumAD2.18e-053.88e-01-0.1464
54825CDHR2HTA11_1391_2000001011HumanColorectumAD4.46e-033.61e-01-0.059
54825CDHR2HCC1_MengHumanLiverHCC5.26e-325.64e-020.0246
54825CDHR2HCC2_MengHumanLiverHCC9.79e-078.13e-020.0107
54825CDHR2HCC2HumanLiverHCC3.34e-021.58e+000.5341
54825CDHR2S014HumanLiverHCC5.53e-062.66e-010.2254
54825CDHR2S015HumanLiverHCC9.38e-042.58e-010.2375
54825CDHR2S016HumanLiverHCC7.52e-103.09e-010.2243
54825CDHR2S027HumanLiverHCC4.01e-095.87e-010.2446
54825CDHR2S028HumanLiverHCC2.71e-164.61e-010.2503
54825CDHR2S029HumanLiverHCC7.02e-135.18e-010.2581
54825CDHR2Pat01-BHumanStomachGC1.08e-651.15e+000.5754
54825CDHR2Pat02-BHumanStomachGC1.43e-254.49e-010.0368
54825CDHR2Pat03-BHumanStomachGC7.60e-378.65e-010.3693
54825CDHR2Pat05-BHumanStomachGC1.11e-032.90e-01-0.0353
54825CDHR2Pat10-BHumanStomachGC2.88e-033.77e-010.084
54825CDHR2Pat12-BHumanStomachGC2.11e-052.25e-010.0325
54825CDHR2Pat13-BHumanStomachGC1.27e-022.35e-010.0555
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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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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
∗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:00325285StomachGCmicrovillus organization13/115924/187232.41e-103.75e-0813
GO:00325306StomachGCregulation of microvillus organization8/115913/187232.05e-071.12e-058
GO:00325364StomachGCregulation of cell projection size6/115912/187233.71e-059.70e-046
GO:00325355StomachGCregulation of cellular component size44/1159383/187235.66e-051.31e-0344
GO:00459262StomachGCnegative regulation of growth26/1159249/187236.36e-034.74e-0226
GO:003252841StomachSIMmicrovillus organization9/70824/187231.18e-079.94e-069
GO:00325305StomachSIMregulation of microvillus organization6/70813/187233.91e-061.68e-046
GO:00325363StomachSIMregulation of cell projection size5/70812/187234.84e-051.30e-035
GO:003253531StomachSIMregulation of cellular component size27/708383/187231.50e-031.77e-0227
GO:0009595StomachSIMdetection of biotic stimulus6/70838/187232.81e-032.73e-026
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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
CDHR2SNVMissense_Mutationnovelc.2693N>Tp.Asp898Valp.D898VQ9BYE9protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A8-A0A9-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozoleSD
CDHR2SNVMissense_Mutationc.1159N>Ap.Asp387Asnp.D387NQ9BYE9protein_codingtolerated(0.33)benign(0.073)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CDHR2SNVMissense_Mutationc.3427N>Gp.Ser1143Glyp.S1143GQ9BYE9protein_codingtolerated(0.39)benign(0.038)TCGA-B6-A0IJ-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
CDHR2SNVMissense_Mutationc.3428N>Cp.Ser1143Thrp.S1143TQ9BYE9protein_codingtolerated(0.58)benign(0.003)TCGA-B6-A0IJ-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
CDHR2SNVMissense_Mutationnovelc.2722N>Cp.Tyr908Hisp.Y908HQ9BYE9protein_codingtolerated(0.06)possibly_damaging(0.556)TCGA-BH-A0E2-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinSD
CDHR2SNVMissense_Mutationc.1466N>Ap.Val489Glup.V489EQ9BYE9protein_codingdeleterious(0)probably_damaging(0.986)TCGA-D8-A1JP-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
CDHR2SNVMissense_Mutationrs777738616c.1310N>Tp.Ala437Valp.A437VQ9BYE9protein_codingtolerated(0.09)benign(0.001)TCGA-E2-A1B4-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyarimidexSD
CDHR2SNVMissense_Mutationc.3450A>Tp.Lys1150Asnp.K1150NQ9BYE9protein_codingtolerated(0.46)benign(0.001)TCGA-E2-A1LS-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificCyclophosphamideSD
CDHR2SNVMissense_Mutationnovelc.2005G>Ap.Asp669Asnp.D669NQ9BYE9protein_codingdeleterious(0)probably_damaging(1)TCGA-GM-A3NW-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyfluorouracilSD
CDHR2insertionFrame_Shift_Insnovelc.2694_2695insTp.Leu899SerfsTer21p.L899Sfs*21Q9BYE9protein_codingTCGA-A8-A0A9-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozoleSD
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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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