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: PRKCI

Gene summary for PRKCI

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PRKCI

Gene ID

5584

Gene nameprotein kinase C iota
Gene AliasDXS1179E
Cytomap3q26.2
Gene Typeprotein-coding
GO ID

GO:0001654

UniProtAcc

P41743


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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
5584PRKCICA_HPV_1HumanCervixCC2.35e-03-1.80e-010.0264
5584PRKCICA_HPV_2HumanCervixCC1.04e-053.26e-010.0391
5584PRKCICCI_1HumanCervixCC1.99e-051.07e+000.528
5584PRKCICCI_2HumanCervixCC1.00e-061.08e+000.5249
5584PRKCICCI_3HumanCervixCC3.39e-101.06e+000.516
5584PRKCITumorHumanCervixCC1.04e-062.55e-010.1241
5584PRKCIsample3HumanCervixCC5.34e-143.53e-010.1387
5584PRKCIT3HumanCervixCC3.78e-133.37e-010.1389
5584PRKCILZE2THumanEsophagusESCC2.33e-058.51e-010.082
5584PRKCILZE4THumanEsophagusESCC6.04e-268.23e-010.0811
5584PRKCILZE5THumanEsophagusESCC3.28e-022.06e-010.0514
5584PRKCILZE7THumanEsophagusESCC1.73e-021.35e-010.0667
5584PRKCILZE8THumanEsophagusESCC4.89e-059.25e-020.067
5584PRKCILZE20THumanEsophagusESCC2.98e-042.72e-010.0662
5584PRKCILZE22D1HumanEsophagusHGIN6.54e-041.08e-010.0595
5584PRKCILZE22THumanEsophagusESCC5.70e-073.79e-010.068
5584PRKCILZE24THumanEsophagusESCC5.84e-329.74e-010.0596
5584PRKCILZE21THumanEsophagusESCC1.00e-158.03e-010.0655
5584PRKCIP1T-EHumanEsophagusESCC7.76e-066.05e-010.0875
5584PRKCIP2T-EHumanEsophagusESCC1.38e-751.25e+000.1177
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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
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
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:19012158ProstateBPHnegative regulation of neuron death53/3107208/187236.87e-044.58e-0353
GO:19040353ProstateBPHregulation of epithelial cell apoptotic process28/310796/187231.46e-038.69e-0328
GO:00510924ProstateBPHpositive regulation of NF-kappaB transcription factor activity40/3107152/187231.54e-039.08e-0340
GO:00510916ProstateBPHpositive regulation of DNA-binding transcription factor activity62/3107260/187231.58e-039.23e-0362
GO:00350887ProstateBPHestablishment or maintenance of apical/basal cell polarity17/310749/187231.60e-039.32e-0317
GO:00612457ProstateBPHestablishment or maintenance of bipolar cell polarity17/310749/187231.60e-039.32e-0317
GO:00990726ProstateBPHregulation of postsynaptic membrane neurotransmitter receptor levels20/310762/187231.80e-031.03e-0220
GO:00481945ProstateBPHGolgi vesicle budding6/310710/187232.38e-031.29e-026
GO:00611624ProstateBPHestablishment of monopolar cell polarity10/310724/187233.21e-031.67e-0210
GO:00451977ProstateBPHestablishment or maintenance of epithelial cell apical/basal polarity15/310744/187233.59e-031.83e-0215
GO:00420634ProstateBPHgliogenesis68/3107301/187234.06e-032.02e-0268
GO:00613393ProstateBPHestablishment or maintenance of monopolar cell polarity10/310725/187234.57e-032.19e-0210
GO:00350892ProstateBPHestablishment of apical/basal cell polarity9/310722/187235.92e-032.73e-029
GO:00072195ProstateBPHNotch signaling pathway41/3107172/187238.95e-033.83e-0241
GO:00435244ProstateBPHnegative regulation of neuron apoptotic process35/3107145/187231.23e-024.94e-0235
GO:000701519ProstateTumoractin filament organization142/3246442/187231.40e-141.89e-12142
GO:004819314ProstateTumorGolgi vesicle transport105/3246296/187233.55e-144.33e-12105
GO:000660519ProstateTumorprotein targeting109/3246314/187236.11e-147.30e-12109
GO:190382919ProstateTumorpositive regulation of cellular protein localization97/3246276/187236.35e-136.58e-1197
GO:000716317ProstateTumorestablishment or maintenance of cell polarity74/3246218/187232.00e-098.86e-0874
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0453020CervixCCTight junction49/1267169/84651.87e-061.78e-051.05e-0549
hsa0401512CervixCCRap1 signaling pathway56/1267210/84656.23e-065.61e-053.32e-0556
hsa0414418CervixCCEndocytosis64/1267251/84656.97e-066.10e-053.61e-0564
hsa051657CervixCCHuman papillomavirus infection74/1267331/84651.70e-041.02e-036.03e-0474
hsa043908CervixCCHippo signaling pathway40/1267157/84653.64e-041.82e-031.07e-0340
hsa046115CervixCCPlatelet activation28/1267124/84651.50e-024.45e-022.63e-0228
hsa04530110CervixCCTight junction49/1267169/84651.87e-061.78e-051.05e-0549
hsa0401513CervixCCRap1 signaling pathway56/1267210/84656.23e-065.61e-053.32e-0556
hsa0414419CervixCCEndocytosis64/1267251/84656.97e-066.10e-053.61e-0564
hsa0516512CervixCCHuman papillomavirus infection74/1267331/84651.70e-041.02e-036.03e-0474
hsa0439013CervixCCHippo signaling pathway40/1267157/84653.64e-041.82e-031.07e-0340
hsa0461113CervixCCPlatelet activation28/1267124/84651.50e-024.45e-022.63e-0228
hsa0414429EsophagusHGINEndocytosis76/1383251/84651.74e-083.34e-072.65e-0776
hsa0453039EsophagusHGINTight junction40/1383169/84658.18e-034.71e-023.74e-0240
hsa04144113EsophagusHGINEndocytosis76/1383251/84651.74e-083.34e-072.65e-0776
hsa04530115EsophagusHGINTight junction40/1383169/84658.18e-034.71e-023.74e-0240
hsa04144210EsophagusESCCEndocytosis186/4205251/84659.74e-164.66e-142.39e-14186
hsa0516510EsophagusESCCHuman papillomavirus infection215/4205331/84657.86e-097.12e-083.65e-08215
hsa049109EsophagusESCCInsulin signaling pathway89/4205137/84651.97e-047.32e-043.75e-0489
hsa04530211EsophagusESCCTight junction105/4205169/84656.73e-042.23e-031.14e-03105
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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
PRKCISNVMissense_Mutationc.1540N>Cp.Ala514Prop.A514PP41743protein_codingtolerated(0.21)benign(0.437)TCGA-AR-A0TU-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificDoxorubicinSD
PRKCISNVMissense_Mutationc.1745N>Gp.Phe582Cysp.F582CP41743protein_codingdeleterious(0)probably_damaging(1)TCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
PRKCIdeletionFrame_Shift_Delnovelc.1551delNp.Gly518AspfsTer12p.G518Dfs*12P41743protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
PRKCISNVMissense_Mutationnovelc.238G>Ap.Val80Ilep.V80IP41743protein_codingtolerated(1)benign(0.024)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PRKCISNVMissense_Mutationnovelc.697G>Cp.Glu233Glnp.E233QP41743protein_codingtolerated(0.1)benign(0.003)TCGA-DS-A1OB-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
PRKCISNVMissense_Mutationc.862N>Cp.Glu288Glnp.E288QP41743protein_codingtolerated(0.06)possibly_damaging(0.837)TCGA-EK-A2RC-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
PRKCISNVMissense_Mutationc.318N>Gp.Phe106Leup.F106LP41743protein_codingtolerated(0.09)probably_damaging(0.999)TCGA-EK-A3GK-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
PRKCISNVMissense_Mutationc.157N>Cp.Glu53Glnp.E53QP41743protein_codingtolerated(0.11)possibly_damaging(0.751)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
PRKCISNVMissense_Mutationc.1376N>Tp.Ser459Phep.S459FP41743protein_codingtolerated(0.06)possibly_damaging(0.878)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
PRKCISNVMissense_Mutationc.880G>Ap.Glu294Lysp.E294KP41743protein_codingdeleterious(0)probably_damaging(0.999)TCGA-MY-A5BD-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
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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
5584PRKCIKINASE, CLINICALLY ACTIONABLE, SERINE THREONINE KINASE, DRUGGABLE GENOME, ENZYMEGSK-269962AGSK-269962A
5584PRKCIKINASE, CLINICALLY ACTIONABLE, SERINE THREONINE KINASE, DRUGGABLE GENOME, ENZYMEILORASERTIBILORASERTIB
5584PRKCIKINASE, CLINICALLY ACTIONABLE, SERINE THREONINE KINASE, DRUGGABLE GENOME, ENZYMEinhibitorCHEMBL608533MIDOSTAURIN
5584PRKCIKINASE, CLINICALLY ACTIONABLE, SERINE THREONINE KINASE, DRUGGABLE GENOME, ENZYMEinhibitorSOPHORETINQUERCETIN
5584PRKCIKINASE, CLINICALLY ACTIONABLE, SERINE THREONINE KINASE, DRUGGABLE GENOME, ENZYMEinhibitorCHEMBL3545332CEP-2563
5584PRKCIKINASE, CLINICALLY ACTIONABLE, SERINE THREONINE KINASE, DRUGGABLE GENOME, ENZYMEinhibitor135652717STAUROSPORINE
5584PRKCIKINASE, CLINICALLY ACTIONABLE, SERINE THREONINE KINASE, DRUGGABLE GENOME, ENZYMEinhibitorCHEMBL574737UCN-01
5584PRKCIKINASE, CLINICALLY ACTIONABLE, SERINE THREONINE KINASE, DRUGGABLE GENOME, ENZYMESOTRASTAURINSOTRASTAURIN
5584PRKCIKINASE, CLINICALLY ACTIONABLE, SERINE THREONINE KINASE, DRUGGABLE GENOME, ENZYMEinhibitorCHEMBL565612SOTRASTAURIN
5584PRKCIKINASE, CLINICALLY ACTIONABLE, SERINE THREONINE KINASE, DRUGGABLE GENOME, ENZYMEINGENOL MEBUTATE
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