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: PRKCZ

Gene summary for PRKCZ

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PRKCZ

Gene ID

5590

Gene nameprotein kinase C zeta
Gene AliasPKC-ZETA
Cytomap1p36.33
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

Q05513


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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
5590PRKCZLZE22D1HumanEsophagusHGIN3.38e-042.05e-010.0595
5590PRKCZLZE22THumanEsophagusESCC8.96e-043.56e-010.068
5590PRKCZLZE24THumanEsophagusESCC1.84e-235.55e-010.0596
5590PRKCZLZE21THumanEsophagusESCC4.23e-021.49e-010.0655
5590PRKCZP1T-EHumanEsophagusESCC3.29e-072.62e-010.0875
5590PRKCZP2T-EHumanEsophagusESCC4.38e-243.88e-010.1177
5590PRKCZP4T-EHumanEsophagusESCC5.81e-295.62e-010.1323
5590PRKCZP5T-EHumanEsophagusESCC1.58e-039.70e-020.1327
5590PRKCZP8T-EHumanEsophagusESCC3.53e-284.75e-010.0889
5590PRKCZP9T-EHumanEsophagusESCC3.39e-049.56e-020.1131
5590PRKCZP10T-EHumanEsophagusESCC2.11e-284.62e-010.116
5590PRKCZP11T-EHumanEsophagusESCC3.50e-072.89e-010.1426
5590PRKCZP12T-EHumanEsophagusESCC1.06e-467.88e-010.1122
5590PRKCZP15T-EHumanEsophagusESCC1.08e-244.71e-010.1149
5590PRKCZP16T-EHumanEsophagusESCC1.03e-213.53e-010.1153
5590PRKCZP17T-EHumanEsophagusESCC2.48e-093.54e-010.1278
5590PRKCZP19T-EHumanEsophagusESCC3.03e-054.30e-010.1662
5590PRKCZP20T-EHumanEsophagusESCC1.02e-193.94e-010.1124
5590PRKCZP21T-EHumanEsophagusESCC2.58e-245.31e-010.1617
5590PRKCZP22T-EHumanEsophagusESCC3.90e-071.20e-010.1236
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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
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
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:005165616EsophagusHGINestablishment of organelle localization90/2587390/187234.27e-071.94e-0590
GO:004325427EsophagusHGINregulation of protein-containing complex assembly94/2587428/187232.39e-068.55e-0594
GO:190495120EsophagusHGINpositive regulation of establishment of protein localization73/2587319/187236.99e-062.14e-0473
GO:007265920EsophagusHGINprotein localization to plasma membrane66/2587284/187231.11e-053.18e-0466
GO:005122220EsophagusHGINpositive regulation of protein transport67/2587303/187235.13e-051.22e-0367
GO:190547518EsophagusHGINregulation of protein localization to membrane43/2587175/187239.45e-052.03e-0343
GO:199077818EsophagusHGINprotein localization to cell periphery71/2587333/187231.05e-042.24e-0371
GO:004593626EsophagusHGINnegative regulation of phosphate metabolic process89/2587441/187231.24e-042.54e-0389
GO:001056326EsophagusHGINnegative regulation of phosphorus metabolic process89/2587442/187231.34e-042.71e-0389
GO:00315035EsophagusHGINprotein-containing complex localization50/2587220/187232.18e-043.98e-0350
GO:004232620EsophagusHGINnegative regulation of phosphorylation78/2587385/187232.77e-044.77e-0378
GO:003070517EsophagusHGINcytoskeleton-dependent intracellular transport45/2587195/187233.07e-045.15e-0345
GO:190437518EsophagusHGINregulation of protein localization to cell periphery32/2587125/187233.23e-045.39e-0332
GO:001604919EsophagusHGINcell growth93/2587482/187234.49e-046.62e-0393
GO:000193320EsophagusHGINnegative regulation of protein phosphorylation69/2587342/187236.81e-049.26e-0369
GO:004343420EsophagusHGINresponse to peptide hormone79/2587414/187231.60e-031.79e-0279
GO:00109707EsophagusHGINtransport along microtubule35/2587155/187232.01e-032.12e-0235
GO:003133320EsophagusHGINnegative regulation of protein-containing complex assembly32/2587141/187232.80e-032.74e-0232
GO:005134620EsophagusHGINnegative regulation of hydrolase activity72/2587379/187232.81e-032.75e-0272
GO:190165318EsophagusHGINcellular response to peptide68/2587359/187233.88e-033.54e-0268
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0541530EsophagusHGINDiabetic cardiomyopathy80/1383203/84651.35e-153.38e-142.69e-1480
hsa0414429EsophagusHGINEndocytosis76/1383251/84651.74e-083.34e-072.65e-0776
hsa0541839EsophagusHGINFluid shear stress and atherosclerosis42/1383139/84652.92e-053.81e-043.02e-0442
hsa0453039EsophagusHGINTight junction40/1383169/84658.18e-034.71e-023.74e-0240
hsa05415114EsophagusHGINDiabetic cardiomyopathy80/1383203/84651.35e-153.38e-142.69e-1480
hsa04144113EsophagusHGINEndocytosis76/1383251/84651.74e-083.34e-072.65e-0776
hsa05418115EsophagusHGINFluid shear stress and atherosclerosis42/1383139/84652.92e-053.81e-043.02e-0442
hsa04530115EsophagusHGINTight junction40/1383169/84658.18e-034.71e-023.74e-0240
hsa04144210EsophagusESCCEndocytosis186/4205251/84659.74e-164.66e-142.39e-14186
hsa05418211EsophagusESCCFluid shear stress and atherosclerosis109/4205139/84652.00e-123.72e-111.90e-11109
hsa05415211EsophagusESCCDiabetic cardiomyopathy146/4205203/84655.81e-117.78e-103.99e-10146
hsa0516510EsophagusESCCHuman papillomavirus infection215/4205331/84657.86e-097.12e-083.65e-08215
hsa0407116EsophagusESCCSphingolipid signaling pathway85/4205121/84653.04e-061.73e-058.84e-0685
hsa0493310EsophagusESCCAGE-RAGE signaling pathway in diabetic complications72/4205100/84654.15e-062.28e-051.17e-0572
hsa049109EsophagusESCCInsulin signaling pathway89/4205137/84651.97e-047.32e-043.75e-0489
hsa04530211EsophagusESCCTight junction105/4205169/84656.73e-042.23e-031.14e-03105
hsa049268EsophagusESCCRelaxin signaling pathway81/4205129/84651.72e-035.09e-032.61e-0381
hsa049318EsophagusESCCInsulin resistance69/4205108/84651.92e-035.54e-032.84e-0369
hsa0436016EsophagusESCCAxon guidance108/4205182/84655.13e-031.30e-026.67e-03108
hsa0439018EsophagusESCCHippo signaling pathway92/4205157/84651.46e-023.31e-021.69e-0292
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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
PRKCZSNVMissense_Mutationrs75260030c.376N>Gp.Tyr126Aspp.Y126DQ05513protein_codingdeleterious(0)probably_damaging(0.917)TCGA-A2-A0YJ-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanPD
PRKCZSNVMissense_Mutationnovelc.1201N>Cp.Gly401Argp.G401RQ05513protein_codingdeleterious(0)possibly_damaging(0.837)TCGA-A2-A3Y0-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
PRKCZSNVMissense_Mutationrs75260030c.376T>Gp.Tyr126Aspp.Y126DQ05513protein_codingdeleterious(0)probably_damaging(0.917)TCGA-AO-A12H-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
PRKCZSNVMissense_Mutationrs75260030c.376N>Gp.Tyr126Aspp.Y126DQ05513protein_codingdeleterious(0)probably_damaging(0.917)TCGA-B6-A0WS-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
PRKCZSNVMissense_Mutationrs75260030c.376N>Gp.Tyr126Aspp.Y126DQ05513protein_codingdeleterious(0)probably_damaging(0.917)TCGA-BH-A0B7-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
PRKCZSNVMissense_Mutationrs75260030c.376N>Gp.Tyr126Aspp.Y126DQ05513protein_codingdeleterious(0)probably_damaging(0.917)TCGA-BH-A0BF-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
PRKCZSNVMissense_Mutationrs75260030c.376N>Gp.Tyr126Aspp.Y126DQ05513protein_codingdeleterious(0)probably_damaging(0.917)TCGA-BH-A0C7-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
PRKCZSNVMissense_Mutationrs75260030c.376N>Gp.Tyr126Aspp.Y126DQ05513protein_codingdeleterious(0)probably_damaging(0.917)TCGA-BH-A0DE-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
PRKCZSNVMissense_Mutationrs75260030c.376N>Gp.Tyr126Aspp.Y126DQ05513protein_codingdeleterious(0)probably_damaging(0.917)TCGA-C8-A12M-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PRKCZSNVMissense_Mutationrs75260030c.376N>Gp.Tyr126Aspp.Y126DQ05513protein_codingdeleterious(0)probably_damaging(0.917)TCGA-E2-A10A-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyzoladexSD
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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
5590PRKCZDRUGGABLE GENOME, KINASE, TRANSPORTER, ENZYME, SERINE THREONINE KINASECENISERTIBCENISERTIB
5590PRKCZDRUGGABLE GENOME, KINASE, TRANSPORTER, ENZYME, SERINE THREONINE KINASEinhibitorCHEMBL608533MIDOSTAURIN
5590PRKCZDRUGGABLE GENOME, KINASE, TRANSPORTER, ENZYME, SERINE THREONINE KINASEinhibitorCHEMBL574737UCN-01
5590PRKCZDRUGGABLE GENOME, KINASE, TRANSPORTER, ENZYME, SERINE THREONINE KINASEinhibitor178101880
5590PRKCZDRUGGABLE GENOME, KINASE, TRANSPORTER, ENZYME, SERINE THREONINE KINASEinhibitorSOPHORETINQUERCETIN
5590PRKCZDRUGGABLE GENOME, KINASE, TRANSPORTER, ENZYME, SERINE THREONINE KINASESOTRASTAURINSOTRASTAURIN
5590PRKCZDRUGGABLE GENOME, KINASE, TRANSPORTER, ENZYME, SERINE THREONINE KINASEINGENOL MEBUTATE
5590PRKCZDRUGGABLE GENOME, KINASE, TRANSPORTER, ENZYME, SERINE THREONINE KINASEPHA-767491CHEMBL225519
5590PRKCZDRUGGABLE GENOME, KINASE, TRANSPORTER, ENZYME, SERINE THREONINE KINASEUS8889672, 252-036-001
5590PRKCZDRUGGABLE GENOME, KINASE, TRANSPORTER, ENZYME, SERINE THREONINE KINASEinhibitorCHEMBL3545332CEP-2563
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