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: PRCC

Gene summary for PRCC

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PRCC

Gene ID

5546

Gene nameproline rich mitotic checkpoint control factor
Gene AliasRCCP1
Cytomap1q23.1
Gene Typeprotein-coding
GO ID

GO:0007049

UniProtAcc

A0A0S2Z456


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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
5546PRCCLZE2THumanEsophagusESCC6.48e-073.46e-010.082
5546PRCCLZE4THumanEsophagusESCC4.37e-173.30e-010.0811
5546PRCCLZE7THumanEsophagusESCC5.22e-108.10e-010.0667
5546PRCCLZE8THumanEsophagusESCC5.52e-061.98e-010.067
5546PRCCLZE20THumanEsophagusESCC7.17e-092.21e-010.0662
5546PRCCLZE22D1HumanEsophagusHGIN1.34e-048.70e-020.0595
5546PRCCLZE22THumanEsophagusESCC6.55e-074.16e-010.068
5546PRCCLZE24THumanEsophagusESCC1.39e-235.54e-010.0596
5546PRCCLZE21THumanEsophagusESCC1.03e-054.16e-010.0655
5546PRCCLZE6THumanEsophagusESCC7.30e-096.15e-010.0845
5546PRCCP1T-EHumanEsophagusESCC1.87e-146.20e-010.0875
5546PRCCP2T-EHumanEsophagusESCC4.00e-437.89e-010.1177
5546PRCCP4T-EHumanEsophagusESCC2.34e-265.73e-010.1323
5546PRCCP5T-EHumanEsophagusESCC2.70e-285.54e-010.1327
5546PRCCP8T-EHumanEsophagusESCC2.66e-244.28e-010.0889
5546PRCCP9T-EHumanEsophagusESCC4.57e-276.22e-010.1131
5546PRCCP10T-EHumanEsophagusESCC1.49e-326.12e-010.116
5546PRCCP11T-EHumanEsophagusESCC7.48e-218.05e-010.1426
5546PRCCP12T-EHumanEsophagusESCC9.51e-234.95e-010.1122
5546PRCCP15T-EHumanEsophagusESCC4.20e-459.86e-010.1149
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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
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
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0521118EsophagusESCCRenal cell carcinoma51/420569/84653.29e-051.53e-047.83e-0551
hsa052028EsophagusESCCTranscriptional misregulation in cancer116/4205193/84652.08e-035.95e-033.05e-03116
hsa0521119EsophagusESCCRenal cell carcinoma51/420569/84653.29e-051.53e-047.83e-0551
hsa0520213EsophagusESCCTranscriptional misregulation in cancer116/4205193/84652.08e-035.95e-033.05e-03116
hsa052116LiverCirrhoticRenal cell carcinoma33/253069/84651.24e-036.64e-034.09e-0333
hsa0521111LiverCirrhoticRenal cell carcinoma33/253069/84651.24e-036.64e-034.09e-0333
hsa0521121LiverHCCRenal cell carcinoma51/402069/84656.76e-065.53e-053.07e-0551
hsa0521131LiverHCCRenal cell carcinoma51/402069/84656.76e-065.53e-053.07e-0551
hsa0521116Oral cavityOSCCRenal cell carcinoma51/370469/84653.30e-072.05e-061.04e-0651
hsa0521117Oral cavityOSCCRenal cell carcinoma51/370469/84653.30e-072.05e-061.04e-0651
hsa0521125Oral cavityLPRenal cell carcinoma30/241869/84655.60e-032.25e-021.45e-0230
hsa0521135Oral cavityLPRenal cell carcinoma30/241869/84655.60e-032.25e-021.45e-0230
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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
PRCCSNVMissense_Mutationnovelc.1054G>Ap.Asp352Asnp.D352NQ92733protein_codingtolerated(0.11)possibly_damaging(0.642)TCGA-A2-A0CR-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
PRCCSNVMissense_Mutationc.827T>Gp.Phe276Cysp.F276CQ92733protein_codingdeleterious(0)probably_damaging(0.921)TCGA-AO-A12F-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapypaclitaxelSD
PRCCSNVMissense_Mutationrs541774348c.616N>Tp.Arg206Cysp.R206CQ92733protein_codingdeleterious(0)probably_damaging(0.952)TCGA-BH-A6R8-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
PRCCSNVMissense_Mutationnovelc.347G>Tp.Arg116Leup.R116LQ92733protein_codingtolerated(0.1)benign(0)TCGA-E2-A15T-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
PRCCSNVMissense_Mutationc.166N>Gp.Gln56Glup.Q56EQ92733protein_codingtolerated_low_confidence(0.13)possibly_damaging(0.585)TCGA-E2-A1IN-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
PRCCSNVMissense_Mutationrs746351796c.41N>Tp.Pro14Leup.P14LQ92733protein_codingdeleterious_low_confidence(0)benign(0.103)TCGA-E9-A22G-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
PRCCSNVMissense_Mutationc.166C>Gp.Gln56Glup.Q56EQ92733protein_codingtolerated_low_confidence(0.13)possibly_damaging(0.585)TCGA-PE-A5DE-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
PRCCSNVMissense_Mutationc.506C>Ap.Thr169Asnp.T169NQ92733protein_codingtolerated(0.67)benign(0.005)TCGA-A6-5665-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
PRCCSNVMissense_Mutationnovelc.1282N>Cp.Lys428Glnp.K428QQ92733protein_codingtolerated(0.09)benign(0.203)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
PRCCSNVMissense_Mutationnovelc.1403N>Cp.Glu468Alap.E468AQ92733protein_codingdeleterious(0)probably_damaging(0.998)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
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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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