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: PURA

Gene summary for PURA

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PURA

Gene ID

5813

Gene namepurine rich element binding protein A
Gene AliasMRD31
Cytomap5q31.3
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

Q00577


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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
5813PURALZE2THumanEsophagusESCC3.53e-043.65e-010.082
5813PURALZE4THumanEsophagusESCC6.45e-109.20e-020.0811
5813PURALZE8THumanEsophagusESCC5.91e-065.06e-020.067
5813PURALZE20THumanEsophagusESCC1.07e-056.90e-020.0662
5813PURALZE22D1HumanEsophagusHGIN3.46e-021.28e-020.0595
5813PURALZE22THumanEsophagusESCC2.11e-052.65e-010.068
5813PURALZE24THumanEsophagusESCC2.70e-213.12e-010.0596
5813PURALZE21THumanEsophagusESCC9.25e-031.04e-010.0655
5813PURAP1T-EHumanEsophagusESCC9.62e-082.98e-010.0875
5813PURAP2T-EHumanEsophagusESCC7.09e-193.95e-010.1177
5813PURAP4T-EHumanEsophagusESCC8.95e-233.63e-010.1323
5813PURAP5T-EHumanEsophagusESCC1.30e-131.61e-010.1327
5813PURAP8T-EHumanEsophagusESCC6.58e-143.04e-010.0889
5813PURAP9T-EHumanEsophagusESCC4.76e-142.29e-010.1131
5813PURAP10T-EHumanEsophagusESCC1.44e-193.59e-010.116
5813PURAP11T-EHumanEsophagusESCC3.50e-157.25e-010.1426
5813PURAP12T-EHumanEsophagusESCC1.13e-315.29e-010.1122
5813PURAP15T-EHumanEsophagusESCC8.28e-153.26e-010.1149
5813PURAP16T-EHumanEsophagusESCC1.06e-212.28e-010.1153
5813PURAP19T-EHumanEsophagusESCC2.40e-074.48e-010.1662
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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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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:000641727EsophagusHGINregulation of translation139/2587468/187231.46e-197.98e-17139
GO:00342496EsophagusHGINnegative regulation of cellular amide metabolic process66/2587273/187232.74e-069.60e-0566
GO:00171486EsophagusHGINnegative regulation of translation59/2587245/187231.03e-052.96e-0459
GO:00315035EsophagusHGINprotein-containing complex localization50/2587220/187232.18e-043.98e-0350
GO:003070517EsophagusHGINcytoskeleton-dependent intracellular transport45/2587195/187233.07e-045.15e-0345
GO:00323926EsophagusHGINDNA geometric change25/258790/187233.77e-045.85e-0325
GO:00325084EsophagusHGINDNA duplex unwinding22/258784/187231.91e-032.03e-0222
GO:00109707EsophagusHGINtransport along microtubule35/2587155/187232.01e-032.12e-0235
GO:0006417111EsophagusESCCregulation of translation304/8552468/187231.53e-171.33e-15304
GO:00062604EsophagusESCCDNA replication181/8552260/187233.55e-152.05e-13181
GO:003070518EsophagusESCCcytoskeleton-dependent intracellular transport133/8552195/187231.48e-104.27e-09133
GO:001097013EsophagusESCCtransport along microtubule107/8552155/187233.17e-096.80e-08107
GO:000808810EsophagusESCCaxo-dendritic transport58/855275/187232.09e-084.02e-0758
GO:003150314EsophagusESCCprotein-containing complex localization139/8552220/187231.14e-071.85e-06139
GO:00062612EsophagusESCCDNA-dependent DNA replication100/8552151/187232.61e-073.94e-06100
GO:00510908EsophagusESCCregulation of DNA-binding transcription factor activity252/8552440/187235.22e-076.97e-06252
GO:003239214EsophagusESCCDNA geometric change62/855290/187237.02e-067.04e-0562
GO:003250813EsophagusESCCDNA duplex unwinding58/855284/187231.23e-051.14e-0458
GO:00991114EsophagusESCCmicrotubule-based transport115/8552190/187232.54e-052.15e-04115
GO:00062701EsophagusESCCDNA replication initiation27/855234/187236.01e-054.62e-0427
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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
PURATREGColorectumADIKBKB,ABHD8,ACTN4, etc.8.46e-02The 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.
PURACD4TNColorectumHealthyIKBKB,ABHD8,ACTN4, etc.2.11e-02The 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.
PURAMAITColorectumMSI-HIKBKB,ABHD8,ACTN4, etc.4.38e-02The 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.
PURADCColorectumMSSIKBKB,ABHD8,ACTN4, etc.1.03e-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.
PURAILCColorectumSERIKBKB,ABHD8,ACTN4, etc.2.28e-02The 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.
PURAAT1LungADJDDX17,IGIP,PNISR, etc.2.02e-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.
PURAAT1LungAISDDX17,IGIP,PNISR, etc.8.25e-02The 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.
PURAAT1LungHealthyHIF1A,F3,TIAL1, etc.1.30e-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.
PURAAT1LungMIACDDX17,IGIP,PNISR, etc.5.54e-02The 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.
PURAMASTLungADJSLA2,NFRKB,SNX9, etc.2.14e-02The 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
PURASNVMissense_Mutationc.634N>Cp.Glu212Glnp.E212QQ00577protein_codingdeleterious(0.02)possibly_damaging(0.646)TCGA-LP-A4AV-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
PURASNVMissense_Mutationc.579G>Tp.Gln193Hisp.Q193HQ00577protein_codingdeleterious(0)probably_damaging(1)TCGA-CM-6675-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyfluorouracilPD
PURASNVMissense_Mutationnovelc.740G>Ap.Ser247Asnp.S247NQ00577protein_codingdeleterious(0)probably_damaging(0.95)TCGA-AX-A1C5-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnspecificCarboplatinSD
PURASNVMissense_Mutationnovelc.358N>Tp.His120Tyrp.H120YQ00577protein_codingtolerated(0.68)benign(0.401)TCGA-B5-A1MX-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIHormone TherapymegaceSD
PURASNVMissense_Mutationnovelc.368A>Tp.Gln123Leup.Q123LQ00577protein_codingdeleterious(0.03)possibly_damaging(0.739)TCGA-D1-A175-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapypaclitaxelSD
PURASNVMissense_Mutationnovelc.293N>Ap.Ser98Asnp.S98NQ00577protein_codingtolerated(0.06)possibly_damaging(0.506)TCGA-E6-A1LX-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
PURASNVMissense_Mutationnovelc.178N>Ap.Glu60Lysp.E60KQ00577protein_codingdeleterious(0.01)probably_damaging(0.98)TCGA-EY-A215-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
PURAdeletionFrame_Shift_Delnovelc.330delNp.Arg111AlafsTer114p.R111Afs*114Q00577protein_codingTCGA-EY-A1G8-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
PURASNVMissense_Mutationnovelc.662G>Ap.Gly221Aspp.G221DQ00577protein_codingdeleterious(0)probably_damaging(0.982)TCGA-2Y-A9H0-01Liverliver hepatocellular carcinomaMale<65III/IVUnknownUnknownSD
PURASNVMissense_Mutationc.744G>Tp.Glu248Aspp.E248DQ00577protein_codingdeleterious(0)probably_damaging(0.95)TCGA-50-6590-01Lunglung adenocarcinomaFemale>=65I/IIChemotherapypaclitaxelCR
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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
5813PURANAmethylphenidateMETHYLPHENIDATE29382897
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