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: PCDH7

Gene summary for PCDH7

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PCDH7

Gene ID

5099

Gene nameprotocadherin 7
Gene AliasBH-Pcdh
Cytomap4p15.1
Gene Typeprotein-coding
GO ID

GO:0007155

UniProtAcc

O60245


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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
5099PCDH7CA_HPV_1HumanCervixCC3.22e-11-3.68e-010.0264
5099PCDH7CA_HPV_3HumanCervixCC2.37e-03-4.27e-020.0414
5099PCDH7HSIL_HPV_1HumanCervixHSIL_HPV9.69e-06-2.91e-010.0116
5099PCDH7N_HPV_1HumanCervixN_HPV1.91e-05-3.07e-010.0079
5099PCDH7CCI_1HumanCervixCC8.22e-071.26e+000.528
5099PCDH7CCI_2HumanCervixCC4.51e-03-3.85e-010.5249
5099PCDH7TumorHumanCervixCC1.81e-03-2.34e-010.1241
5099PCDH7sample3HumanCervixCC8.46e-03-1.65e-010.1387
5099PCDH7L1HumanCervixCC4.78e-09-3.85e-010.0802
5099PCDH7T3HumanCervixCC9.20e-03-1.81e-010.1389
5099PCDH7AEH-subject1HumanEndometriumAEH3.74e-135.13e-01-0.3059
5099PCDH7AEH-subject2HumanEndometriumAEH1.61e-257.34e-01-0.2525
5099PCDH7AEH-subject5HumanEndometriumAEH3.95e-043.86e-01-0.2953
5099PCDH7EEC-subject1HumanEndometriumEEC1.99e-104.59e-01-0.2682
5099PCDH7EEC-subject2HumanEndometriumEEC1.87e-247.11e-01-0.2607
5099PCDH7EEC-subject3HumanEndometriumEEC1.17e-163.56e-01-0.2525
5099PCDH7EEC-subject4HumanEndometriumEEC1.66e-022.21e-01-0.2571
5099PCDH7EEC-subject5HumanEndometriumEEC1.00e-022.55e-01-0.249
5099PCDH7GSM5276934HumanEndometriumEEC3.56e-08-3.12e-01-0.0913
5099PCDH7GSM5276935HumanEndometriumEEC2.87e-195.91e-01-0.123
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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
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid 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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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:0098742CervixN_HPVcell-cell adhesion via plasma-membrane adhesion molecules17/534273/187232.26e-032.11e-0217
GO:00987421SkinSCCIScell-cell adhesion via plasma-membrane adhesion molecules26/919273/187239.83e-041.23e-0226
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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
PCDH7SNVMissense_Mutationnovelc.2845N>Tp.Ser949Cysp.S949CO60245protein_codingtolerated(0.05)probably_damaging(0.997)TCGA-A8-A08G-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
PCDH7SNVMissense_Mutationc.1547C>Tp.Ser516Leup.S516LO60245protein_codingdeleterious(0.01)possibly_damaging(0.59)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PCDH7SNVMissense_Mutationnovelc.1753G>Ap.Asp585Asnp.D585NO60245protein_codingtolerated(0.08)benign(0.039)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PCDH7SNVMissense_Mutationnovelc.2752G>Tp.Asp918Tyrp.D918YO60245protein_codingdeleterious(0)possibly_damaging(0.891)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PCDH7SNVMissense_Mutationc.2317N>Ap.Asp773Asnp.D773NO60245protein_codingdeleterious(0.03)benign(0.001)TCGA-BH-A0BC-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinSD
PCDH7insertionIn_Frame_Insnovelc.2702_2703insTGCCTGTTGATGAACGAGGAAGCCAGGAAAp.Ala901_Ser902insCysLeuLeuMetAsnGluGluAlaArgLysp.A901_S902insCLLMNEEARKprotein_codingTCGA-A2-A0D1-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapytaxotereSD
PCDH7insertionNonsense_Mutationnovelc.2770_2771insCAGAAAATTGTCTATTTGGATTTAATAATTTTTCTTATGGp.Ser925ArgfsTer8p.S925Rfs*8protein_codingTCGA-A7-A0CJ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
PCDH7insertionNonsense_Mutationnovelc.2843_2844insAGp.Tyr948Terp.Y948*O60245protein_codingTCGA-A8-A08G-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
PCDH7deletionFrame_Shift_Delc.2051delNp.Ser686LeufsTer47p.S686Lfs*47O60245protein_codingTCGA-D8-A1J8-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapynolvadexSD
PCDH7deletionFrame_Shift_Delnovelc.1426delNp.Thr476ProfsTer46p.T476Pfs*46O60245protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
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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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