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: PTAFR

Gene summary for PTAFR

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PTAFR

Gene ID

5724

Gene nameplatelet activating factor receptor
Gene AliasPAFR
Cytomap1p35.3
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

P25105


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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
5724PTAFRP1T-EHumanEsophagusESCC2.00e-021.51e-010.0875
5724PTAFRP8T-EHumanEsophagusESCC1.33e-101.22e-010.0889
5724PTAFRP9T-EHumanEsophagusESCC8.55e-03-7.21e-030.1131
5724PTAFRP21T-EHumanEsophagusESCC8.67e-103.35e-010.1617
5724PTAFRP24T-EHumanEsophagusESCC1.51e-03-2.98e-020.1287
5724PTAFRP26T-EHumanEsophagusESCC9.56e-114.52e-020.1276
5724PTAFRP27T-EHumanEsophagusESCC5.44e-045.52e-020.1055
5724PTAFRP28T-EHumanEsophagusESCC1.80e-02-3.66e-020.1149
5724PTAFRP31T-EHumanEsophagusESCC6.79e-03-3.24e-020.1251
5724PTAFRP36T-EHumanEsophagusESCC3.46e-02-1.09e-020.1187
5724PTAFRP37T-EHumanEsophagusESCC9.17e-061.34e-010.1371
5724PTAFRP40T-EHumanEsophagusESCC1.07e-035.40e-020.109
5724PTAFRP42T-EHumanEsophagusESCC1.29e-021.26e-010.1175
5724PTAFRP47T-EHumanEsophagusESCC1.24e-03-1.87e-020.1067
5724PTAFRP52T-EHumanEsophagusESCC4.09e-071.34e-010.1555
5724PTAFRP54T-EHumanEsophagusESCC5.40e-036.92e-020.0975
5724PTAFRP61T-EHumanEsophagusESCC6.64e-052.47e-020.099
5724PTAFRP62T-EHumanEsophagusESCC1.71e-021.34e-010.1302
5724PTAFRP65T-EHumanEsophagusESCC9.33e-031.42e-010.0978
5724PTAFRP74T-EHumanEsophagusESCC4.86e-033.10e-010.1479
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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
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
∗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:0006417111EsophagusESCCregulation of translation304/8552468/187231.53e-171.33e-15304
GO:0045727111EsophagusESCCpositive regulation of translation107/8552136/187232.79e-151.68e-13107
GO:0034250111EsophagusESCCpositive regulation of cellular amide metabolic process123/8552162/187233.32e-151.93e-13123
GO:007121419EsophagusESCCcellular response to abiotic stimulus206/8552331/187237.52e-101.88e-08206
GO:010400419EsophagusESCCcellular response to environmental stimulus206/8552331/187237.52e-101.88e-08206
GO:0048545111EsophagusESCCresponse to steroid hormone204/8552339/187234.47e-088.11e-07204
GO:004578527EsophagusESCCpositive regulation of cell adhesion255/8552437/187235.07e-089.11e-07255
GO:00060668EsophagusESCCalcohol metabolic process202/8552353/187237.32e-067.26e-05202
GO:1901654111EsophagusESCCresponse to ketone118/8552194/187231.45e-051.31e-04118
GO:003249619EsophagusESCCresponse to lipopolysaccharide191/8552343/187231.11e-047.73e-04191
GO:00442626EsophagusESCCcellular carbohydrate metabolic process160/8552283/187231.43e-049.66e-04160
GO:00160514EsophagusESCCcarbohydrate biosynthetic process117/8552202/187232.96e-041.79e-03117
GO:00620129EsophagusESCCregulation of small molecule metabolic process184/8552334/187233.11e-041.85e-03184
GO:002240720EsophagusESCCregulation of cell-cell adhesion239/8552448/187235.88e-043.19e-03239
GO:00461653EsophagusESCCalcohol biosynthetic process83/8552140/187238.04e-044.16e-0383
GO:00450568EsophagusESCCtranscytosis17/855221/187231.03e-035.19e-0317
GO:002240919EsophagusESCCpositive regulation of cell-cell adhesion155/8552284/187231.50e-037.06e-03155
GO:000223719EsophagusESCCresponse to molecule of bacterial origin194/8552363/187231.64e-037.61e-03194
GO:00061096EsophagusESCCregulation of carbohydrate metabolic process101/8552178/187231.89e-038.52e-03101
GO:003196020EsophagusESCCresponse to corticosteroid95/8552167/187232.27e-039.99e-0395
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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
PTAFRSNVMissense_Mutationnovelc.183G>Cp.Met61Ilep.M61IP25105protein_codingtolerated(0.69)benign(0.005)TCGA-AR-A2LR-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
PTAFRSNVMissense_Mutationrs773660486c.794N>Ap.Ser265Asnp.S265NP25105protein_codingtolerated(0.51)benign(0.003)TCGA-D8-A73X-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
PTAFRinsertionFrame_Shift_Insnovelc.367_368insGGTCCGGAGTp.Ile123ArgfsTer56p.I123Rfs*56P25105protein_codingTCGA-AN-A0AS-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
PTAFRSNVMissense_Mutationrs542211181c.391C>Tp.Arg131Cysp.R131CP25105protein_codingdeleterious(0)probably_damaging(0.983)TCGA-VS-A9V4-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
PTAFRSNVMissense_Mutationc.958N>Ap.Ala320Thrp.A320TP25105protein_codingtolerated(0.72)benign(0)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
PTAFRSNVMissense_Mutationc.114N>Tp.Trp38Cysp.W38CP25105protein_codingdeleterious(0)probably_damaging(0.969)TCGA-AZ-4313-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
PTAFRSNVMissense_Mutationrs769811699c.164N>Gp.Phe55Cysp.F55CP25105protein_codingdeleterious(0)probably_damaging(0.995)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
PTAFRSNVMissense_Mutationnovelc.56N>Tp.Pro19Leup.P19LP25105protein_codingdeleterious(0)probably_damaging(0.95)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
PTAFRSNVMissense_Mutationrs762152737c.934C>Tp.Arg312Cysp.R312CP25105protein_codingdeleterious(0.01)possibly_damaging(0.642)TCGA-AX-A1CE-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnspecificPaclitaxelSD
PTAFRSNVMissense_Mutationnovelc.632N>Ap.Arg211Hisp.R211HP25105protein_codingtolerated(0.11)benign(0.141)TCGA-B5-A3FA-01Endometriumuterine corpus endometrioid carcinomaFemale>=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
5724PTAFRG PROTEIN COUPLED RECEPTOR, KINASE, DRUGGABLE GENOMEantagonist178102699BEPAFANT
5724PTAFRG PROTEIN COUPLED RECEPTOR, KINASE, DRUGGABLE GENOMEantagonist178100430
5724PTAFRG PROTEIN COUPLED RECEPTOR, KINASE, DRUGGABLE GENOMERUPATADINERUPATADINE
5724PTAFRG PROTEIN COUPLED RECEPTOR, KINASE, DRUGGABLE GENOMEantagonist135649880
5724PTAFRG PROTEIN COUPLED RECEPTOR, KINASE, DRUGGABLE GENOMEantagonist135650010
5724PTAFRG PROTEIN COUPLED RECEPTOR, KINASE, DRUGGABLE GENOMECMI-392
5724PTAFRG PROTEIN COUPLED RECEPTOR, KINASE, DRUGGABLE GENOMEYM-264
5724PTAFRG PROTEIN COUPLED RECEPTOR, KINASE, DRUGGABLE GENOMEISRAPAFANTISRAPAFANT
5724PTAFRG PROTEIN COUPLED RECEPTOR, KINASE, DRUGGABLE GENOMEagonist135651398
5724PTAFRG PROTEIN COUPLED RECEPTOR, KINASE, DRUGGABLE GENOMEagonist135651567
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