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: PRNP

Gene summary for PRNP

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PRNP

Gene ID

5621

Gene nameprion protein
Gene AliasASCR
Cytomap20p13
Gene Typeprotein-coding
GO ID

GO:0001775

UniProtAcc

P04156


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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
5621PRNPLZE3DHumanEsophagusHGIN6.78e-03-4.03e-010.0668
5621PRNPLZE4THumanEsophagusESCC6.47e-078.46e-010.0811
5621PRNPLZE5THumanEsophagusESCC9.88e-08-5.14e-010.0514
5621PRNPLZE7THumanEsophagusESCC5.84e-07-4.77e-010.0667
5621PRNPLZE8THumanEsophagusESCC8.06e-07-2.83e-010.067
5621PRNPLZE22D1HumanEsophagusHGIN1.67e-16-9.25e-010.0595
5621PRNPP2T-EHumanEsophagusESCC2.71e-401.43e+000.1177
5621PRNPP4T-EHumanEsophagusESCC1.35e-141.05e+000.1323
5621PRNPP5T-EHumanEsophagusESCC4.29e-12-2.40e-010.1327
5621PRNPP8T-EHumanEsophagusESCC3.42e-053.37e-010.0889
5621PRNPP10T-EHumanEsophagusESCC2.17e-104.30e-010.116
5621PRNPP11T-EHumanEsophagusESCC1.24e-232.50e+000.1426
5621PRNPP12T-EHumanEsophagusESCC1.74e-221.00e+000.1122
5621PRNPP15T-EHumanEsophagusESCC6.94e-067.08e-010.1149
5621PRNPP16T-EHumanEsophagusESCC1.03e-241.07e+000.1153
5621PRNPP17T-EHumanEsophagusESCC2.89e-081.32e+000.1278
5621PRNPP19T-EHumanEsophagusESCC3.74e-061.29e+000.1662
5621PRNPP20T-EHumanEsophagusESCC1.29e-066.10e-010.1124
5621PRNPP21T-EHumanEsophagusESCC7.41e-442.40e+000.1617
5621PRNPP22T-EHumanEsophagusESCC5.74e-048.48e-020.1236
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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
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:001046626SkincSCCnegative regulation of peptidase activity91/4864262/187239.73e-046.58e-0391
GO:00068782SkincSCCcellular copper ion homeostasis10/486415/187231.10e-037.24e-0310
GO:190437723SkincSCCpositive regulation of protein localization to cell periphery30/486469/187231.19e-037.75e-0330
GO:00164858SkincSCCprotein processing79/4864225/187231.43e-039.02e-0379
GO:190307823SkincSCCpositive regulation of protein localization to plasma membrane27/486462/187231.99e-031.19e-0227
GO:006109721SkincSCCregulation of protein tyrosine kinase activity36/486490/187232.48e-031.42e-0236
GO:003367425SkincSCCpositive regulation of kinase activity148/4864467/187233.00e-031.66e-02148
GO:004586025SkincSCCpositive regulation of protein kinase activity123/4864386/187235.23e-032.64e-02123
GO:000716224SkincSCCnegative regulation of cell adhesion98/4864303/187237.45e-033.50e-0298
GO:00109554SkincSCCnegative regulation of protein processing14/486429/187238.08e-033.74e-0214
GO:19033184SkincSCCnegative regulation of protein maturation14/486429/187238.08e-033.74e-0214
GO:004352319SkincSCCregulation of neuron apoptotic process71/4864212/187238.71e-034.01e-0271
GO:004298713SkincSCCamyloid precursor protein catabolic process27/486468/187239.07e-034.16e-0227
GO:005085221SkincSCCT cell receptor signaling pathway44/4864123/187231.02e-024.47e-0244
GO:000697930ThyroidHTresponse to oxidative stress81/1272446/187232.53e-161.17e-1381
GO:003164730ThyroidHTregulation of protein stability57/1272298/187238.04e-131.79e-1057
GO:005254729ThyroidHTregulation of peptidase activity71/1272461/187236.39e-119.11e-0971
GO:005254829ThyroidHTregulation of endopeptidase activity64/1272432/187232.80e-092.68e-0764
GO:004586129ThyroidHTnegative regulation of proteolysis54/1272351/187231.31e-081.08e-0654
GO:005086319ThyroidHTregulation of T cell activation51/1272329/187232.58e-081.97e-0651
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0502030EsophagusHGINPrion disease117/1383273/84654.15e-263.38e-242.69e-24117
hsa0502230EsophagusHGINPathways of neurodegeneration - multiple diseases153/1383476/84651.22e-184.41e-173.50e-17153
hsa0421628EsophagusHGINFerroptosis15/138341/84651.35e-031.26e-021.00e-0215
hsa05020113EsophagusHGINPrion disease117/1383273/84654.15e-263.38e-242.69e-24117
hsa05022113EsophagusHGINPathways of neurodegeneration - multiple diseases153/1383476/84651.22e-184.41e-173.50e-17153
hsa04216111EsophagusHGINFerroptosis15/138341/84651.35e-031.26e-021.00e-0215
hsa05022210EsophagusESCCPathways of neurodegeneration - multiple diseases318/4205476/84656.10e-152.04e-131.05e-13318
hsa05020210EsophagusESCCPrion disease193/4205273/84656.42e-131.34e-116.89e-12193
hsa0421629EsophagusESCCFerroptosis33/420541/84654.58e-051.99e-041.02e-0433
hsa0502238EsophagusESCCPathways of neurodegeneration - multiple diseases318/4205476/84656.10e-152.04e-131.05e-13318
hsa0502038EsophagusESCCPrion disease193/4205273/84656.42e-131.34e-116.89e-12193
hsa0421638EsophagusESCCFerroptosis33/420541/84654.58e-051.99e-041.02e-0433
hsa0502014LiverCirrhoticPrion disease152/2530273/84651.84e-198.78e-185.41e-18152
hsa0502214LiverCirrhoticPathways of neurodegeneration - multiple diseases217/2530476/84657.30e-142.03e-121.25e-12217
hsa0421621LiverCirrhoticFerroptosis23/253041/84654.09e-042.57e-031.58e-0323
hsa0502015LiverCirrhoticPrion disease152/2530273/84651.84e-198.78e-185.41e-18152
hsa0502215LiverCirrhoticPathways of neurodegeneration - multiple diseases217/2530476/84657.30e-142.03e-121.25e-12217
hsa0421631LiverCirrhoticFerroptosis23/253041/84654.09e-042.57e-031.58e-0323
hsa0502022LiverHCCPrion disease195/4020273/84653.26e-161.56e-148.67e-15195
hsa0502222LiverHCCPathways of neurodegeneration - multiple diseases298/4020476/84656.59e-121.30e-107.22e-11298
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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
PRNPMYOEPIBreastADJACTN1,ITGB1,MT2A, etc.6.07e-01The 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.
PRNPMYOEPIBreastPrecancerACTN1,ITGB1,MT2A, etc.5.92e-01The 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.
∗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
PRNPSNVMissense_Mutationrs74315410c.392N>Tp.Gly131Valp.G131VP04156protein_codingdeleterious(0)probably_damaging(0.999)TCGA-IR-A3LK-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinPD
PRNPSNVMissense_Mutationrs74315408c.538N>Ap.Val180Ilep.V180IP04156protein_codingtolerated(0.06)benign(0.101)TCGA-CK-5916-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
PRNPSNVMissense_Mutationc.77C>Tp.Pro26Leup.P26LP04156protein_codingdeleterious(0)probably_damaging(0.979)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
PRNPSNVMissense_Mutationnovelc.52N>Ap.Asp18Asnp.D18NP04156protein_codingdeleterious(0)benign(0.084)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
PRNPSNVMissense_Mutationnovelc.31N>Ap.Leu11Ilep.L11IP04156protein_codingdeleterious(0)benign(0.2)TCGA-AJ-A3EL-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
PRNPSNVMissense_Mutationnovelc.653A>Gp.Tyr218Cysp.Y218CP04156protein_codingdeleterious(0)probably_damaging(1)TCGA-AP-A1DV-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
PRNPSNVMissense_Mutationc.612G>Tp.Lys204Asnp.K204NP04156protein_codingdeleterious(0)probably_damaging(0.947)TCGA-B5-A0JY-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapydoxorubicinSD
PRNPSNVMissense_Mutationnovelc.100N>Ap.Gly34Argp.G34RP04156protein_codingtolerated(0.08)probably_damaging(0.97)TCGA-BG-A222-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
PRNPSNVMissense_Mutationc.499N>Ap.Asp167Asnp.D167NP04156protein_codingtolerated(0.16)benign(0.061)TCGA-D1-A17Q-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
PRNPSNVMissense_Mutationc.689C>Tp.Ser230Leup.S230LP04156protein_codingtolerated(0.15)benign(0.331)TCGA-DF-A2KU-01Endometriumuterine corpus endometrioid carcinomaFemaleUnknownI/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
5621PRNPCELL SURFACE, TRANSPORTER, DRUGGABLE GENOMEBREFELDIN ABREFELDIN A
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