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: CDHR5

Gene summary for CDHR5

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CDHR5

Gene ID

53841

Gene namecadherin related family member 5
Gene AliasMLPCDH
Cytomap11p15.5
Gene Typeprotein-coding
GO ID

GO:0007155

UniProtAcc

B4DV98


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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
53841CDHR5Pat17-BHumanStomachGC1.64e-409.91e-010.3109
53841CDHR5Pat18-BHumanStomachGC6.24e-063.28e-01-0.0432
53841CDHR5Pat19-BHumanStomachGC4.25e-165.61e-010.0826
53841CDHR5Pat22-BHumanStomachGC3.99e-102.66e-01-0.1042
53841CDHR5WIM_2HumanStomachWIM2.16e-095.99e-010.1159
53841CDHR5SIM_1HumanStomachSIM2.40e-165.50e-010.3573
53841CDHR5SIM_2HumanStomachSIM2.12e-246.41e-010.3139
53841CDHR5SIM_4HumanStomachSIM1.57e-074.26e-010.2664
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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:0032535ColorectumADregulation of cellular component size142/3918383/187231.74e-133.41e-11142
GO:0032530ColorectumADregulation of microvillus organization10/391813/187232.43e-054.69e-0410
GO:0032528ColorectumADmicrovillus organization14/391824/187236.90e-051.11e-0314
GO:00325351ColorectumSERregulation of cellular component size115/2897383/187233.04e-131.10e-10115
GO:00325301ColorectumSERregulation of microvillus organization10/289713/187231.41e-066.46e-0510
GO:00325281ColorectumSERmicrovillus organization14/289724/187231.83e-067.80e-0514
GO:0032536ColorectumSERregulation of cell projection size6/289712/187235.42e-034.03e-026
GO:00325352ColorectumMSSregulation of cellular component size127/3467383/187233.44e-125.79e-10127
GO:00325302ColorectumMSSregulation of microvillus organization9/346713/187238.79e-051.41e-039
GO:00325282ColorectumMSSmicrovillus organization13/346724/187239.44e-051.49e-0313
GO:00325353ColorectumFAPregulation of cellular component size99/2622383/187234.53e-101.16e-0799
GO:00325303ColorectumFAPregulation of microvillus organization8/262213/187239.75e-051.65e-038
GO:00325283ColorectumFAPmicrovillus organization11/262224/187231.70e-042.56e-0311
GO:003253522LiverHCCregulation of cellular component size217/7958383/187231.28e-083.14e-07217
GO:00325307LiverHCCregulation of microvillus organization12/795813/187232.73e-041.98e-0312
GO:00325286LiverHCCmicrovillus organization18/795824/187231.27e-036.92e-0318
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
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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
CDHR5SNVMissense_Mutationrs755331585c.661N>Ap.Ala221Thrp.A221TQ9HBB8protein_codingdeleterious(0)probably_damaging(0.998)TCGA-EW-A1IZ-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapytaxotereSD
CDHR5deletionFrame_Shift_Delnovelc.1686delNp.Gln562HisfsTer213p.Q562Hfs*213Q9HBB8protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
CDHR5SNVMissense_Mutationc.1517N>Tp.Ser506Phep.S506FQ9HBB8protein_codingdeleterious(0.01)possibly_damaging(0.605)TCGA-EK-A3GK-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
CDHR5SNVMissense_Mutationrs373271397c.2476N>Ap.Glu826Lysp.E826KQ9HBB8protein_codingtolerated(0.41)benign(0.003)TCGA-IR-A3LH-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CDHR5SNVMissense_Mutationc.2470G>Cp.Glu824Glnp.E824QQ9HBB8protein_codingtolerated(0.12)benign(0.045)TCGA-Q1-A73P-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
CDHR5SNVMissense_Mutationc.224N>Ap.Gly75Glup.G75EQ9HBB8protein_codingtolerated(0.11)possibly_damaging(0.56)TCGA-5M-AAT4-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownPD
CDHR5SNVMissense_Mutationrs764791491c.842G>Ap.Arg281Hisp.R281HQ9HBB8protein_codingdeleterious(0.05)possibly_damaging(0.706)TCGA-A6-6781-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyoxaliplatinSD
CDHR5SNVMissense_Mutationrs760407741c.367N>Ap.Glu123Lysp.E123KQ9HBB8protein_codingtolerated(0.66)benign(0.024)TCGA-AA-3815-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
CDHR5SNVMissense_Mutationrs764162002c.410C>Tp.Thr137Metp.T137MQ9HBB8protein_codingdeleterious(0)probably_damaging(0.917)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
CDHR5SNVMissense_Mutationc.233N>Cp.Leu78Prop.L78PQ9HBB8protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AY-6197-01Colorectumcolon adenocarcinomaMale<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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