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: PRKCDBP

Gene summary for PRKCDBP

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PRKCDBP

Gene ID

112464

Gene namecaveolae associated protein 3
Gene AliasHSRBC
Cytomap11p15.4
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

Q969G5


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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
112464PRKCDBPP1T-EHumanEsophagusESCC1.47e-022.69e-010.0875
112464PRKCDBPP2T-EHumanEsophagusESCC4.56e-154.15e-010.1177
112464PRKCDBPP4T-EHumanEsophagusESCC5.03e-108.51e-010.1323
112464PRKCDBPP5T-EHumanEsophagusESCC2.55e-228.00e-010.1327
112464PRKCDBPP9T-EHumanEsophagusESCC1.76e-159.71e-010.1131
112464PRKCDBPP10T-EHumanEsophagusESCC4.61e-421.15e+000.116
112464PRKCDBPP11T-EHumanEsophagusESCC2.11e-521.97e+000.1426
112464PRKCDBPP12T-EHumanEsophagusESCC1.32e-216.36e-010.1122
112464PRKCDBPP15T-EHumanEsophagusESCC8.66e-074.83e-010.1149
112464PRKCDBPP16T-EHumanEsophagusESCC8.57e-124.42e-020.1153
112464PRKCDBPP17T-EHumanEsophagusESCC9.84e-291.97e+000.1278
112464PRKCDBPP19T-EHumanEsophagusESCC6.72e-272.72e+000.1662
112464PRKCDBPP20T-EHumanEsophagusESCC6.37e-125.97e-010.1124
112464PRKCDBPP21T-EHumanEsophagusESCC5.51e-299.59e-010.1617
112464PRKCDBPP23T-EHumanEsophagusESCC1.95e-107.23e-010.108
112464PRKCDBPP24T-EHumanEsophagusESCC8.62e-441.54e+000.1287
112464PRKCDBPP26T-EHumanEsophagusESCC1.79e-024.32e-010.1276
112464PRKCDBPP28T-EHumanEsophagusESCC4.96e-106.61e-010.1149
112464PRKCDBPP31T-EHumanEsophagusESCC1.80e-155.51e-010.1251
112464PRKCDBPP32T-EHumanEsophagusESCC2.07e-622.07e+000.1666
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
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
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
∗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
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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
PRKCDBPinsertionFrame_Shift_Insnovelc.526_527insTTATTCTGATGp.Gln176LeufsTer89p.Q176Lfs*89Q969G5protein_codingTCGA-A2-A0CU-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
PRKCDBPinsertionFrame_Shift_Insnovelc.390_391insCACTCACp.Gly131HisfsTer4p.G131Hfs*4Q969G5protein_codingTCGA-A8-A07G-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapy5-fluorouracilCR
PRKCDBPinsertionFrame_Shift_Insnovelc.388_389insTp.Glu130ValfsTer3p.E130Vfs*3Q969G5protein_codingTCGA-A8-A07G-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapy5-fluorouracilCR
PRKCDBPinsertionNonsense_Mutationnovelc.642_643insCACCATCAATAAAAGTAATTTCp.Gly215HisfsTer4p.G215Hfs*4Q969G5protein_codingTCGA-BH-A0H7-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapydoxorubicinSD
PRKCDBPSNVMissense_Mutationc.381N>Gp.Phe127Leup.F127LQ969G5protein_codingtolerated(0.06)benign(0.187)TCGA-DG-A2KH-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
PRKCDBPSNVMissense_Mutationrs762970407c.373N>Gp.Leu125Valp.L125VQ969G5protein_codingtolerated(0.44)benign(0.003)TCGA-EK-A3GK-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
PRKCDBPSNVMissense_Mutationc.631N>Gp.Arg211Glyp.R211GQ969G5protein_codingdeleterious(0)probably_damaging(0.997)TCGA-IR-A3LK-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinPD
PRKCDBPSNVMissense_Mutationc.647N>Ap.Arg216Glnp.R216QQ969G5protein_codingtolerated_low_confidence(0.1)benign(0.018)TCGA-A6-6654-01Colorectumcolon adenocarcinomaFemale>=65III/IVChemotherapyoxaliplatinSD
PRKCDBPSNVMissense_Mutationc.565N>Ap.Leu189Ilep.L189IQ969G5protein_codingtolerated(0.3)possibly_damaging(0.475)TCGA-AA-3672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
PRKCDBPSNVMissense_Mutationc.409G>Ap.Ala137Thrp.A137TQ969G5protein_codingtolerated(0.1)probably_damaging(0.998)TCGA-AA-3977-01Colorectumcolon 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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