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: P2RX7

Gene summary for P2RX7

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

P2RX7

Gene ID

5027

Gene namepurinergic receptor P2X 7
Gene AliasP2X7
Cytomap12q24.31
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

Q99572


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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
5027P2RX7HCC1HumanLiverHCC1.04e-082.62e+000.5336
5027P2RX7HCC2HumanLiverHCC1.54e-163.74e+000.5341
5027P2RX7HCC5HumanLiverHCC5.13e-081.29e+000.4932
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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:000609122LiverHCCgeneration of precursor metabolites and energy340/7958490/187234.04e-342.85e-31340
GO:000989622LiverHCCpositive regulation of catabolic process335/7958492/187233.83e-311.87e-28335
GO:003133122LiverHCCpositive regulation of cellular catabolic process295/7958427/187233.20e-291.45e-26295
GO:004603422LiverHCCATP metabolic process198/7958277/187238.30e-231.55e-20198
GO:000911722LiverHCCnucleotide metabolic process300/7958489/187231.61e-171.71e-15300
GO:000675322LiverHCCnucleoside phosphate metabolic process304/7958497/187231.78e-171.85e-15304
GO:001969322LiverHCCribose phosphate metabolic process248/7958396/187233.15e-162.70e-14248
GO:000925922LiverHCCribonucleotide metabolic process240/7958385/187232.07e-151.51e-13240
GO:000915022LiverHCCpurine ribonucleotide metabolic process226/7958368/187231.36e-137.69e-12226
GO:007252122LiverHCCpurine-containing compound metabolic process250/7958416/187232.26e-131.24e-11250
GO:000616322LiverHCCpurine nucleotide metabolic process236/7958396/187233.59e-121.62e-10236
GO:009719122LiverHCCextrinsic apoptotic signaling pathway143/7958219/187236.99e-122.97e-10143
GO:004346722LiverHCCregulation of generation of precursor metabolites and energy89/7958130/187231.84e-095.35e-0889
GO:005149522LiverHCCpositive regulation of cytoskeleton organization138/7958226/187231.26e-083.12e-07138
GO:003253522LiverHCCregulation of cellular component size217/7958383/187231.28e-083.14e-07217
GO:000609022LiverHCCpyruvate metabolic process73/7958106/187233.52e-087.82e-0773
GO:001605222LiverHCCcarbohydrate catabolic process99/7958154/187233.79e-088.30e-0799
GO:006201222LiverHCCregulation of small molecule metabolic process190/7958334/187236.77e-081.40e-06190
GO:000918522LiverHCCribonucleoside diphosphate metabolic process72/7958106/187231.05e-072.03e-0672
GO:004603122LiverHCCADP metabolic process63/795890/187231.17e-072.25e-0663
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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
P2RX7SNVMissense_Mutationnovelc.892N>Cp.Tyr298Hisp.Y298HQ99572protein_codingdeleterious(0.04)probably_damaging(1)TCGA-A2-A04Q-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
P2RX7SNVMissense_Mutationrs28360451c.556N>Ap.Glu186Lysp.E186KQ99572protein_codingdeleterious(0.02)probably_damaging(0.969)TCGA-D8-A1JG-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
P2RX7insertionIn_Frame_Insnovelc.1023_1024insACCTTGTATGGAGAAATGATAGCCCTTCAGTGGGTCp.Leu341_Ser342insThrLeuTyrGlyGluMetIleAlaLeuGlnTrpValp.L341_S342insTLYGEMIALQWVQ99572protein_codingTCGA-B6-A0IM-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
P2RX7SNVMissense_Mutationrs200840067c.1744C>Tp.Pro582Serp.P582SQ99572protein_codingdeleterious(0.04)probably_damaging(1)TCGA-C5-A901-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
P2RX7SNVMissense_Mutationrs760498473c.361N>Ap.Glu121Lysp.E121KQ99572protein_codingdeleterious(0)possibly_damaging(0.793)TCGA-MA-AA41-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
P2RX7SNVMissense_Mutationc.652N>Gp.Phe218Valp.F218VQ99572protein_codingdeleterious(0.01)possibly_damaging(0.89)TCGA-AA-3966-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
P2RX7SNVMissense_Mutationrs200025457c.380N>Tp.Thr127Metp.T127MQ99572protein_codingdeleterious(0.01)probably_damaging(0.911)TCGA-CK-6747-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
P2RX7SNVMissense_Mutationc.526N>Ap.Ala176Thrp.A176TQ99572protein_codingtolerated(0.43)benign(0.077)TCGA-CM-6165-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
P2RX7SNVMissense_Mutationnovelc.202A>Gp.Ile68Valp.I68VQ99572protein_codingtolerated(1)benign(0.011)TCGA-D5-6539-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
P2RX7SNVMissense_Mutationrs149639375c.791N>Ap.Arg264Hisp.R264HQ99572protein_codingtolerated(0.1)possibly_damaging(0.489)TCGA-D5-6927-01Colorectumcolon adenocarcinomaMale<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
5027P2RX7NUCLEAR HORMONE RECEPTOR, ION CHANNEL, DRUGGABLE GENOME, EXTERNAL SIDE OF PLASMA MEMBRANEPyridazinone derivative 1
5027P2RX7NUCLEAR HORMONE RECEPTOR, ION CHANNEL, DRUGGABLE GENOME, EXTERNAL SIDE OF PLASMA MEMBRANECHEMBL3545206GSK1482160
5027P2RX7NUCLEAR HORMONE RECEPTOR, ION CHANNEL, DRUGGABLE GENOME, EXTERNAL SIDE OF PLASMA MEMBRANEantagonist387065584
5027P2RX7NUCLEAR HORMONE RECEPTOR, ION CHANNEL, DRUGGABLE GENOME, EXTERNAL SIDE OF PLASMA MEMBRANEThiazole-fused cycloalkyl carboxamide derivative 1
5027P2RX7NUCLEAR HORMONE RECEPTOR, ION CHANNEL, DRUGGABLE GENOME, EXTERNAL SIDE OF PLASMA MEMBRANEPiperazine derivative 6
5027P2RX7NUCLEAR HORMONE RECEPTOR, ION CHANNEL, DRUGGABLE GENOME, EXTERNAL SIDE OF PLASMA MEMBRANEQuinoline derivative 11
5027P2RX7NUCLEAR HORMONE RECEPTOR, ION CHANNEL, DRUGGABLE GENOME, EXTERNAL SIDE OF PLASMA MEMBRANEPMID27724045-Compound-15
5027P2RX7NUCLEAR HORMONE RECEPTOR, ION CHANNEL, DRUGGABLE GENOME, EXTERNAL SIDE OF PLASMA MEMBRANEallosteric modulator315661107
5027P2RX7NUCLEAR HORMONE RECEPTOR, ION CHANNEL, DRUGGABLE GENOME, EXTERNAL SIDE OF PLASMA MEMBRANEantagonistCHEMBL3545108AZD9056
5027P2RX7NUCLEAR HORMONE RECEPTOR, ION CHANNEL, DRUGGABLE GENOME, EXTERNAL SIDE OF PLASMA MEMBRANEQuinoline derivative 10
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