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

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

Related drugs of malignant transformation related genes

Gene: PNP

Gene summary for PNP

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PNP

Gene ID

4860

Gene namepurine nucleoside phosphorylase
Gene AliasNP
Cytomap14q11.2
Gene Typeprotein-coding
GO ID

GO:0000255

UniProtAcc

P00491


Top

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
4860PNPLZE5THumanEsophagusESCC2.61e-04-2.12e-010.0514
4860PNPLZE7THumanEsophagusESCC1.30e-044.39e-020.0667
4860PNPLZE8THumanEsophagusESCC3.72e-02-1.81e-010.067
4860PNPLZE20THumanEsophagusESCC4.33e-05-6.62e-020.0662
4860PNPLZE22D1HumanEsophagusHGIN8.91e-05-3.66e-010.0595
4860PNPP2T-EHumanEsophagusESCC3.23e-053.00e-010.1177
4860PNPP4T-EHumanEsophagusESCC2.76e-149.17e-010.1323
4860PNPP5T-EHumanEsophagusESCC7.78e-136.22e-010.1327
4860PNPP8T-EHumanEsophagusESCC2.62e-05-7.14e-020.0889
4860PNPP10T-EHumanEsophagusESCC8.64e-04-2.14e-010.116
4860PNPP11T-EHumanEsophagusESCC2.32e-081.17e+000.1426
4860PNPP12T-EHumanEsophagusESCC1.55e-042.69e-010.1122
4860PNPP15T-EHumanEsophagusESCC7.28e-147.41e-010.1149
4860PNPP16T-EHumanEsophagusESCC3.18e-057.02e-020.1153
4860PNPP21T-EHumanEsophagusESCC3.63e-144.45e-010.1617
4860PNPP22T-EHumanEsophagusESCC7.28e-031.98e-010.1236
4860PNPP23T-EHumanEsophagusESCC5.50e-033.36e-010.108
4860PNPP24T-EHumanEsophagusESCC4.31e-032.39e-010.1287
4860PNPP26T-EHumanEsophagusESCC1.67e-074.57e-010.1276
4860PNPP27T-EHumanEsophagusESCC1.88e-115.75e-010.1055
Page: 1 2 3 4 5 

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
∗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.

Top

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).
Page: 1 2 3 4 5 6 7 8 9 

check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:190303910Oral cavityOSCCpositive regulation of leukocyte cell-cell adhesion115/7305239/187232.48e-031.09e-02115
GO:00442426Oral cavityOSCCcellular lipid catabolic process104/7305214/187232.61e-031.15e-02104
GO:00705847Oral cavityOSCCmitochondrion morphogenesis15/730521/187232.65e-031.16e-0215
GO:00192167Oral cavityOSCCregulation of lipid metabolic process154/7305331/187233.00e-031.30e-02154
GO:00009591Oral cavityOSCCmitochondrial RNA metabolic process29/730549/187233.33e-031.42e-0229
GO:00066928Oral cavityOSCCprostanoid metabolic process29/730549/187233.33e-031.42e-0229
GO:00066938Oral cavityOSCCprostaglandin metabolic process29/730549/187233.33e-031.42e-0229
GO:00974219Oral cavityOSCCliver regeneration22/730535/187233.65e-031.51e-0222
GO:005087010Oral cavityOSCCpositive regulation of T cell activation104/7305216/187233.76e-031.55e-02104
GO:00066445Oral cavityOSCCphospholipid metabolic process175/7305383/187234.21e-031.71e-02175
GO:0000963Oral cavityOSCCmitochondrial RNA processing14/730520/187234.95e-031.94e-0214
GO:190040718Oral cavityOSCCregulation of cellular response to oxidative stress47/730589/187235.62e-032.17e-0247
GO:00354566Oral cavityOSCCresponse to interferon-beta20/730532/187236.05e-032.28e-0220
GO:00067203Oral cavityOSCCisoprenoid metabolic process59/7305116/187236.18e-032.33e-0259
GO:00108835Oral cavityOSCCregulation of lipid storage32/730557/187236.45e-032.40e-0232
GO:19021075Oral cavityOSCCpositive regulation of leukocyte differentiation77/7305157/187236.55e-032.43e-0277
GO:19037085Oral cavityOSCCpositive regulation of hemopoiesis77/7305157/187236.55e-032.43e-0277
GO:0009151Oral cavityOSCCpurine deoxyribonucleotide metabolic process12/730517/187238.40e-033.05e-0212
GO:00903983Oral cavityOSCCcellular senescence48/730593/187239.03e-033.26e-0248
GO:00706618Oral cavityOSCCleukocyte proliferation145/7305318/187239.31e-033.33e-02145
Page: 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa012325EsophagusESCCNucleotide metabolism59/420585/84651.67e-046.58e-043.37e-0459
hsa0123212EsophagusESCCNucleotide metabolism59/420585/84651.67e-046.58e-043.37e-0459
hsa01232LiverCirrhoticNucleotide metabolism39/253085/84651.27e-036.73e-034.15e-0339
hsa012321LiverCirrhoticNucleotide metabolism39/253085/84651.27e-036.73e-034.15e-0339
hsa012322LiverHCCNucleotide metabolism59/402085/84653.30e-051.88e-041.04e-0459
hsa012323LiverHCCNucleotide metabolism59/402085/84653.30e-051.88e-041.04e-0459
hsa012324Oral cavityOSCCNucleotide metabolism54/370485/84651.78e-045.95e-043.03e-0454
hsa0123211Oral cavityOSCCNucleotide metabolism54/370485/84651.78e-045.95e-043.03e-0454
Page: 1 

Top

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
Page: 1 

Top

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.
Page: 1 

Top

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
PNPSNVMissense_Mutationnovelc.416N>Tp.Pro139Leup.P139LP00491protein_codingtolerated(0.53)benign(0.298)TCGA-BH-A0HQ-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
PNPinsertionNonsense_Mutationnovelc.801_802insCCCCTTGTTCAGTAGCCTCTTCTTTAAGAAp.Ala267_Ala268insProLeuValGlnTerProLeuLeuTerGlup.A267_A268insPLVQ*PLL*EP00491protein_codingTCGA-AN-A03X-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PNPdeletionFrame_Shift_Delnovelc.134delNp.Gln46ArgfsTer28p.Q46Rfs*28P00491protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
PNPSNVMissense_Mutationnovelc.611C>Tp.Ala204Valp.A204VP00491protein_codingdeleterious(0)benign(0.158)TCGA-AA-3845-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
PNPSNVMissense_Mutationrs150531909c.482N>Tp.Ala161Valp.A161VP00491protein_codingtolerated(0.07)benign(0.183)TCGA-AD-A5EJ-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
PNPSNVMissense_Mutationc.839N>Tp.Ala280Valp.A280VP00491protein_codingtolerated(0.16)benign(0.012)TCGA-NH-A5IV-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
PNPSNVMissense_Mutationrs755640590c.646N>Ap.Ala216Thrp.A216TP00491protein_codingdeleterious(0.05)probably_damaging(0.914)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
PNPSNVMissense_Mutationnovelc.71N>Ap.Arg24Glnp.R24QP00491protein_codingtolerated(0.06)benign(0.021)TCGA-AP-A1DV-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
PNPSNVMissense_Mutationrs769652649c.472N>Tp.Arg158Cysp.R158CP00491protein_codingdeleterious(0)possibly_damaging(0.792)TCGA-AP-A1DV-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
PNPSNVMissense_Mutationnovelc.819N>Tp.Gln273Hisp.Q273HP00491protein_codingdeleterious(0.03)benign(0.003)TCGA-AX-A06F-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinSD
Page: 1 2 3 

Top

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
4860PNPENZYME, DRUGGABLE GENOMEinhibitorCHEMBL550755FORODESINE HYDROCHLORIDE
4860PNPENZYME, DRUGGABLE GENOMEGuanosineGUANOSINE
4860PNPENZYME, DRUGGABLE GENOMEULODESINEULODESINE
4860PNPENZYME, DRUGGABLE GENOMEFORODESINEFORODESINE
4860PNPENZYME, DRUGGABLE GENOMEBCX-3408ULODESINE
4860PNPENZYME, DRUGGABLE GENOME2'3'-Dideoxyinosine
4860PNPENZYME, DRUGGABLE GENOMEFORODESINE HYDROCHLORIDEFORODESINE HYDROCHLORIDE19386496,19386498
4860PNPENZYME, DRUGGABLE GENOMEPeldesinePELDESINE
4860PNPENZYME, DRUGGABLE GENOMEinhibitor252166484FORODESINE
4860PNPENZYME, DRUGGABLE GENOMEForodesineFORODESINE
Page: 1