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
5025P2RX4P36T-EHumanEsophagusESCC1.87e-042.23e-010.1187
5025P2RX4P37T-EHumanEsophagusESCC4.44e-162.79e-010.1371
5025P2RX4P38T-EHumanEsophagusESCC3.03e-021.12e-010.127
5025P2RX4P39T-EHumanEsophagusESCC3.87e-084.50e-020.0894
5025P2RX4P40T-EHumanEsophagusESCC2.05e-051.99e-010.109
5025P2RX4P42T-EHumanEsophagusESCC8.01e-133.02e-010.1175
5025P2RX4P44T-EHumanEsophagusESCC1.57e-051.74e-010.1096
5025P2RX4P47T-EHumanEsophagusESCC3.24e-142.08e-010.1067
5025P2RX4P48T-EHumanEsophagusESCC4.12e-152.46e-010.0959
5025P2RX4P49T-EHumanEsophagusESCC1.82e-055.12e-010.1768
5025P2RX4P52T-EHumanEsophagusESCC2.41e-142.48e-010.1555
5025P2RX4P54T-EHumanEsophagusESCC2.44e-081.11e-010.0975
5025P2RX4P57T-EHumanEsophagusESCC7.90e-203.34e-010.0926
5025P2RX4P61T-EHumanEsophagusESCC1.03e-255.14e-010.099
5025P2RX4P62T-EHumanEsophagusESCC4.41e-102.01e-010.1302
5025P2RX4P65T-EHumanEsophagusESCC5.31e-173.45e-010.0978
5025P2RX4P74T-EHumanEsophagusESCC2.45e-195.14e-010.1479
5025P2RX4P75T-EHumanEsophagusESCC7.36e-305.27e-010.1125
5025P2RX4P76T-EHumanEsophagusESCC1.16e-162.47e-010.1207
5025P2RX4P79T-EHumanEsophagusESCC5.21e-304.58e-010.1154
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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:0001667ColorectumADameboidal-type cell migration137/3918475/187232.17e-054.33e-04137
GO:0002028ColorectumADregulation of sodium ion transport36/391890/187232.89e-055.37e-0436
GO:0060249ColorectumADanatomical structure homeostasis94/3918314/187239.37e-051.42e-0394
GO:0090132ColorectumADepithelium migration105/3918360/187231.18e-041.73e-03105
GO:0010632ColorectumADregulation of epithelial cell migration88/3918292/187231.19e-041.75e-0388
GO:0010631ColorectumADepithelial cell migration104/3918357/187231.33e-041.90e-03104
GO:0006809ColorectumADnitric oxide biosynthetic process30/391876/187231.72e-042.33e-0330
GO:0001894ColorectumADtissue homeostasis81/3918268/187231.96e-042.62e-0381
GO:0090130ColorectumADtissue migration105/3918365/187232.10e-042.77e-03105
GO:0046209ColorectumADnitric oxide metabolic process31/391881/187232.61e-043.25e-0331
GO:0010038ColorectumADresponse to metal ion106/3918373/187233.22e-043.83e-03106
GO:2001057ColorectumADreactive nitrogen species metabolic process31/391882/187233.37e-043.94e-0331
GO:0051047ColorectumADpositive regulation of secretion90/3918310/187234.11e-044.66e-0390
GO:0010634ColorectumADpositive regulation of epithelial cell migration56/3918176/187234.51e-045.03e-0356
GO:0071248ColorectumADcellular response to metal ion61/3918197/187235.74e-046.09e-0361
GO:1903532ColorectumADpositive regulation of secretion by cell82/3918282/187236.85e-047.00e-0382
GO:0071241ColorectumADcellular response to inorganic substance68/3918226/187236.98e-047.10e-0368
GO:0015732ColorectumADprostaglandin transport10/391818/187231.31e-031.15e-0210
GO:0090257ColorectumADregulation of muscle system process73/3918252/187231.46e-031.24e-0273
GO:0010876ColorectumADlipid localization120/3918448/187231.59e-031.33e-02120
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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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