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: P2RX4

Gene summary for P2RX4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

P2RX4

Gene ID

5025

Gene namepurinergic receptor P2X 4
Gene AliasP2X4
Cytomap12q24.31
Gene Typeprotein-coding
GO ID

GO:0001508

UniProtAcc

Q99571


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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
5025P2RX4HTA11_347_2000001011HumanColorectumAD2.37e-054.13e-01-0.1954
5025P2RX4HTA11_696_2000001011HumanColorectumAD1.77e-033.64e-01-0.1464
5025P2RX4HTA11_866_2000001011HumanColorectumAD2.45e-054.15e-01-0.1001
5025P2RX4A015-C-203HumanColorectumFAP1.84e-02-3.08e-02-0.1294
5025P2RX4A002-C-205HumanColorectumFAP7.78e-03-2.84e-02-0.1236
5025P2RX4A015-C-006HumanColorectumFAP9.21e-03-1.82e-01-0.0994
5025P2RX4A002-C-114HumanColorectumFAP2.16e-03-1.61e-01-0.1561
5025P2RX4A015-C-104HumanColorectumFAP5.49e-04-6.73e-02-0.1899
5025P2RX4A002-C-016HumanColorectumFAP1.70e-05-1.83e-010.0521
5025P2RX4A002-C-116HumanColorectumFAP2.20e-05-1.66e-01-0.0452
5025P2RX4A018-E-020HumanColorectumFAP7.06e-03-1.26e-01-0.2034
5025P2RX4F034HumanColorectumFAP7.83e-04-1.72e-01-0.0665
5025P2RX4LZE4THumanEsophagusESCC9.03e-072.28e-010.0811
5025P2RX4LZE7THumanEsophagusESCC1.24e-021.98e-010.0667
5025P2RX4LZE24THumanEsophagusESCC1.76e-091.86e-010.0596
5025P2RX4LZE21THumanEsophagusESCC8.24e-041.97e-010.0655
5025P2RX4LZE6THumanEsophagusESCC7.11e-031.87e-010.0845
5025P2RX4P2T-EHumanEsophagusESCC9.13e-527.03e-010.1177
5025P2RX4P4T-EHumanEsophagusESCC2.33e-163.13e-010.1323
5025P2RX4P5T-EHumanEsophagusESCC1.78e-101.61e-010.1327
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
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
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:00454292ColorectumFAPpositive regulation of nitric oxide biosynthetic process13/262240/187232.31e-031.86e-0213
GO:00801642ColorectumFAPregulation of nitric oxide metabolic process18/262264/187232.37e-031.89e-0218
GO:20010281ColorectumFAPpositive regulation of endothelial cell chemotaxis7/262215/187232.40e-031.90e-027
GO:19044072ColorectumFAPpositive regulation of nitric oxide metabolic process13/262241/187232.96e-032.25e-0213
GO:20001911ColorectumFAPregulation of fatty acid transport11/262232/187233.01e-032.27e-0211
GO:0032306ColorectumFAPregulation of prostaglandin secretion6/262212/187233.24e-032.40e-026
GO:0042118ColorectumFAPendothelial cell activation6/262212/187233.24e-032.40e-026
GO:00069371ColorectumFAPregulation of muscle contraction37/2622169/187233.39e-032.47e-0237
GO:00454282ColorectumFAPregulation of nitric oxide biosynthetic process17/262262/187234.12e-032.84e-0217
GO:00435001ColorectumFAPmuscle adaptation28/2622121/187234.50e-033.06e-0228
GO:00435423ColorectumFAPendothelial cell migration55/2622279/187235.00e-033.33e-0255
GO:0055119ColorectumFAPrelaxation of cardiac muscle7/262217/187235.62e-033.61e-027
GO:0010611ColorectumFAPregulation of cardiac muscle hypertrophy18/262269/187235.70e-033.66e-0218
GO:00100384ColorectumFAPresponse to metal ion70/2622373/187235.95e-033.75e-0270
GO:0034405ColorectumFAPresponse to fluid shear stress11/262235/187236.53e-034.05e-0211
GO:0015908ColorectumFAPfatty acid transport21/262286/187236.79e-034.17e-0221
GO:0014896ColorectumFAPmuscle hypertrophy24/2622104/187238.41e-034.89e-0224
GO:00551172ColorectumFAPregulation of cardiac muscle contraction19/262277/187238.67e-034.98e-0219
GO:00420636EsophagusESCCgliogenesis172/8552301/187233.75e-053.04e-04172
GO:001003827EsophagusESCCresponse to metal ion208/8552373/187235.02e-053.90e-04208
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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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
P2RX4SNVMissense_Mutationrs372429881c.967N>Ap.Glu323Lysp.E323KQ99571protein_codingdeleterious(0.03)possibly_damaging(0.647)TCGA-A8-A09G-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
P2RX4SNVMissense_Mutationrs759963161c.186G>Tp.Trp62Cysp.W62CQ99571protein_codingdeleterious(0)probably_damaging(0.992)TCGA-D8-A1XQ-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
P2RX4insertionFrame_Shift_Insnovelc.308_309insCGTCTCTACTAAAAATACAAAATTAGCCAGGCGTGTTp.Asp104ValfsTer52p.D104Vfs*52Q99571protein_codingTCGA-B6-A0IK-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
P2RX4SNVMissense_Mutationrs772182699c.1151N>Ap.Arg384Glnp.R384QQ99571protein_codingdeleterious(0.04)benign(0.336)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
P2RX4SNVMissense_Mutationnovelc.1139N>Ap.Arg380Lysp.R380KQ99571protein_codingtolerated(0.25)benign(0)TCGA-VS-A9UR-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
P2RX4SNVMissense_Mutationnovelc.943N>Cp.Tyr315Hisp.Y315HQ99571protein_codingtolerated(0.1)benign(0.399)TCGA-AA-3815-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
P2RX4SNVMissense_Mutationrs368547621c.1183N>Ap.Glu395Lysp.E395KQ99571protein_codingtolerated(0.12)benign(0.314)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
P2RX4SNVMissense_Mutationc.715N>Gp.Thr239Alap.T239AQ99571protein_codingtolerated(0.1)probably_damaging(0.915)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
P2RX4SNVMissense_Mutationc.368T>Cp.Leu123Prop.L123PQ99571protein_codingdeleterious(0.03)possibly_damaging(0.723)TCGA-AM-5821-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
P2RX4SNVMissense_Mutationrs566926483c.977N>Tp.Thr326Metp.T326MQ99571protein_codingdeleterious(0.01)probably_damaging(0.992)TCGA-WS-AB45-01Colorectumcolon adenocarcinomaFemale<65I/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
5025P2RX4ION CHANNEL, DRUGGABLE GENOMEP2X4 inhibitora
5025P2RX4ION CHANNEL, DRUGGABLE GENOMEantagonist336446929
5025P2RX4ION CHANNEL, DRUGGABLE GENOMEantagonist336446927
5025P2RX4ION CHANNEL, DRUGGABLE GENOMEantagonist336446928
5025P2RX4ION CHANNEL, DRUGGABLE GENOMEantagonist178101492PAROXETINE
5025P2RX4ION CHANNEL, DRUGGABLE GENOMEagonist135651446ADENOSINE TRIPHOSPHATE
5025P2RX4ION CHANNEL, DRUGGABLE GENOMEagonist178100916
5025P2RX4ION CHANNEL, DRUGGABLE GENOMEantagonist135650843
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