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
5099PCDH7SYSMH3HumanOral cavityOSCC3.30e-491.33e+000.2442
5099PCDH7SYSMH4HumanOral cavityOSCC2.12e-039.40e-020.1226
5099PCDH7SYSMH5HumanOral cavityOSCC1.65e-176.85e-010.0647
5099PCDH7HTA12-23-1HumanPancreasPDAC2.25e-046.03e-010.3405
5099PCDH7HTA12-25-1HumanPancreasPDAC2.04e-111.01e+000.313
5099PCDH7HTA12-26-1HumanPancreasPDAC3.32e-055.05e-010.3728
5099PCDH7HTA12-29-1HumanPancreasPDAC7.31e-155.01e-010.3722
5099PCDH7HTA12-9-1HumanPancreasPDAC4.42e-054.53e-010.1532
5099PCDH7GSM5252137_BPH556PrGA2_FcolHumanProstateBPH2.47e-055.13e-01-0.23
5099PCDH7047563_1562-all-cellsHumanProstateBPH5.69e-153.64e-010.0791
5099PCDH7048752_1579-all-cellsHumanProstateBPH4.41e-238.88e-010.1008
5099PCDH7052095_1628-all-cellsHumanProstateBPH6.98e-421.14e+000.1032
5099PCDH7052097_1595-all-cellsHumanProstateBPH1.38e-331.00e+000.0972
5099PCDH7052099_1652-all-cellsHumanProstateBPH1.65e-299.72e-010.1038
5099PCDH7Dong_P1HumanProstateTumor8.94e-10-1.98e-010.035
5099PCDH7Dong_P3HumanProstateTumor3.04e-192.89e-010.0278
5099PCDH7Dong_P5HumanProstateTumor3.13e-09-2.89e-010.053
5099PCDH7GSM5353221_PA_PB2A_Pool_1_3_S25_L001HumanProstateTumor1.92e-056.04e-010.1633
5099PCDH7GSM5353222_PA_PB2B_Pool_1_3_S52_L002HumanProstateTumor5.63e-044.78e-010.1608
5099PCDH7GSM5353223_PA_PB2B_Pool_2_S26_L001HumanProstateTumor2.97e-056.34e-010.1604
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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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