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: PGF

Gene summary for PGF

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PGF

Gene ID

5228

Gene nameplacental growth factor
Gene AliasD12S1900
Cytomap14q24.3
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

P49763


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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
5228PGFLZE4THumanEsophagusESCC2.82e-189.12e-010.0811
5228PGFLZE8THumanEsophagusESCC1.10e-091.65e-010.067
5228PGFLZE24THumanEsophagusESCC1.21e-031.72e-020.0596
5228PGFLZE6THumanEsophagusESCC3.20e-042.43e-010.0845
5228PGFP2T-EHumanEsophagusESCC6.93e-114.09e-010.1177
5228PGFP4T-EHumanEsophagusESCC6.04e-206.70e-010.1323
5228PGFP5T-EHumanEsophagusESCC1.51e-491.23e+000.1327
5228PGFP8T-EHumanEsophagusESCC6.79e-035.73e-020.0889
5228PGFP10T-EHumanEsophagusESCC1.47e-127.76e-010.116
5228PGFP11T-EHumanEsophagusESCC6.99e-057.54e-010.1426
5228PGFP15T-EHumanEsophagusESCC9.83e-231.13e+000.1149
5228PGFP16T-EHumanEsophagusESCC2.34e-114.53e-010.1153
5228PGFP17T-EHumanEsophagusESCC2.87e-034.24e-010.1278
5228PGFP19T-EHumanEsophagusESCC2.86e-021.09e+000.1662
5228PGFP20T-EHumanEsophagusESCC4.19e-049.87e-030.1124
5228PGFP21T-EHumanEsophagusESCC1.60e-092.77e-010.1617
5228PGFP22T-EHumanEsophagusESCC3.81e-111.84e-010.1236
5228PGFP23T-EHumanEsophagusESCC3.19e-075.99e-020.108
5228PGFP26T-EHumanEsophagusESCC9.94e-441.48e+000.1276
5228PGFP27T-EHumanEsophagusESCC7.04e-115.44e-010.1055
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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
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
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:0070482111EsophagusESCCresponse to oxygen levels218/8552347/187236.91e-112.17e-09218
GO:0036293111EsophagusESCCresponse to decreased oxygen levels201/8552322/187238.37e-102.04e-08201
GO:0001666111EsophagusESCCresponse to hypoxia192/8552307/187231.59e-093.69e-08192
GO:003109910EsophagusESCCregeneration122/8552198/187234.26e-064.57e-05122
GO:000941020EsophagusESCCresponse to xenobiotic stimulus253/8552462/187234.55e-053.58e-04253
GO:005067318EsophagusESCCepithelial cell proliferation238/8552437/187231.19e-048.20e-04238
GO:00311009EsophagusESCCanimal organ regeneration50/855276/187233.17e-041.88e-0350
GO:005067817EsophagusESCCregulation of epithelial cell proliferation206/8552381/187235.51e-043.02e-03206
GO:000268515EsophagusESCCregulation of leukocyte migration114/8552210/187237.26e-032.63e-02114
GO:00513025EsophagusESCCregulation of cell division97/8552177/187238.93e-033.12e-0297
GO:007048219Oral cavityOSCCresponse to oxygen levels200/7305347/187231.17e-125.13e-11200
GO:000166619Oral cavityOSCCresponse to hypoxia177/7305307/187232.21e-117.50e-10177
GO:003629319Oral cavityOSCCresponse to decreased oxygen levels182/7305322/187231.14e-103.41e-09182
GO:00310999Oral cavityOSCCregeneration114/7305198/187238.54e-081.50e-06114
GO:000268714Oral cavityOSCCpositive regulation of leukocyte migration78/7305135/187237.43e-068.08e-0578
GO:005067310Oral cavityOSCCepithelial cell proliferation212/7305437/187232.82e-052.61e-04212
GO:000941018Oral cavityOSCCresponse to xenobiotic stimulus222/7305462/187234.00e-053.48e-04222
GO:000268510Oral cavityOSCCregulation of leukocyte migration108/7305210/187231.63e-041.13e-03108
GO:00321037Oral cavityOSCCpositive regulation of response to external stimulus203/7305427/187231.79e-041.22e-03203
GO:00509216Oral cavityOSCCpositive regulation of chemotaxis76/7305141/187232.30e-041.49e-0376
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0451020EsophagusESCCFocal adhesion127/4205203/84651.25e-044.99e-042.56e-04127
hsa041517EsophagusESCCPI3K-Akt signaling pathway197/4205354/84651.24e-022.83e-021.45e-02197
hsa04510111EsophagusESCCFocal adhesion127/4205203/84651.25e-044.99e-042.56e-04127
hsa0415114EsophagusESCCPI3K-Akt signaling pathway197/4205354/84651.24e-022.83e-021.45e-02197
hsa0451019Oral cavityOSCCFocal adhesion128/3704203/84651.71e-081.63e-078.31e-08128
hsa0401014Oral cavityOSCCMAPK signaling pathway165/3704302/84657.11e-052.74e-041.40e-04165
hsa041516Oral cavityOSCCPI3K-Akt signaling pathway185/3704354/84656.26e-041.86e-039.49e-04185
hsa0401518Oral cavityOSCCRap1 signaling pathway107/3704210/84652.01e-024.34e-022.21e-02107
hsa04510110Oral cavityOSCCFocal adhesion128/3704203/84651.71e-081.63e-078.31e-08128
hsa0401015Oral cavityOSCCMAPK signaling pathway165/3704302/84657.11e-052.74e-041.40e-04165
hsa0415113Oral cavityOSCCPI3K-Akt signaling pathway185/3704354/84656.26e-041.86e-039.49e-04185
hsa0401519Oral cavityOSCCRap1 signaling pathway107/3704210/84652.01e-024.34e-022.21e-02107
hsa0451043Oral cavityNEOLPFocal adhesion71/1112203/84657.25e-167.68e-144.83e-1471
hsa0415141Oral cavityNEOLPPI3K-Akt signaling pathway79/1112354/84658.42e-079.92e-066.24e-0679
hsa0401041Oral cavityNEOLPMAPK signaling pathway59/1112302/84659.40e-044.67e-032.94e-0359
hsa0401524Oral cavityNEOLPRap1 signaling pathway40/1112210/84659.07e-033.17e-021.99e-0240
hsa0451053Oral cavityNEOLPFocal adhesion71/1112203/84657.25e-167.68e-144.83e-1471
hsa0415151Oral cavityNEOLPPI3K-Akt signaling pathway79/1112354/84658.42e-079.92e-066.24e-0679
hsa0401051Oral cavityNEOLPMAPK signaling pathway59/1112302/84659.40e-044.67e-032.94e-0359
hsa0401534Oral cavityNEOLPRap1 signaling pathway40/1112210/84659.07e-033.17e-021.99e-0240
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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
PGFFLT1PGF_VEGFR1VEGFBreastADJ
PGFFLT1PGF_VEGFR1VEGFBreastDCIS
PGFFLT1PGF_VEGFR1VEGFBreastHealthy
PGFFLT1PGF_VEGFR1VEGFBreastIDC
PGFFLT1PGF_VEGFR1VEGFBreastPrecancer
PGFFLT1PGF_VEGFR1VEGFCervixPrecancer
PGFFLT1PGF_VEGFR1VEGFEndometriumAEH
PGFFLT1PGF_VEGFR1VEGFEndometriumEEC
PGFFLT1PGF_VEGFR1VEGFEndometriumHealthy
PGFFLT1PGF_VEGFR1VEGFEsophagusESCC
PGFFLT1PGF_VEGFR1VEGFGCADJ
PGFFLT1PGF_VEGFR1VEGFGCGC
PGFFLT1PGF_VEGFR1VEGFHNSCCADJ
PGFFLT1PGF_VEGFR1VEGFHNSCCOSCC
PGFFLT1PGF_VEGFR1VEGFHNSCCPrecancer
PGFFLT1PGF_VEGFR1VEGFLiverHCC
PGFFLT1PGF_VEGFR1VEGFLiverHealthy
PGFFLT1PGF_VEGFR1VEGFLiverPrecancer
PGFFLT1PGF_VEGFR1VEGFLungIAC
PGFFLT1PGF_VEGFR1VEGFProstateHealthy
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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
PGFSNVMissense_Mutationnovelc.405N>Tp.Glu135Aspp.E135DP49763protein_codingtolerated(0.89)benign(0)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PGFSNVMissense_Mutationc.286N>Tp.Pro96Serp.P96SP49763protein_codingdeleterious(0.01)benign(0.419)TCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
PGFSNVMissense_Mutationrs748554696c.493N>Ap.Asp165Asnp.D165NP49763protein_codingtolerated_low_confidence(0.96)benign(0)TCGA-E9-A5UP-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
PGFSNVMissense_Mutationrs764795497c.380N>Ap.Arg127Hisp.R127HP49763protein_codingtolerated(0.12)benign(0.003)TCGA-A6-3808-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
PGFinsertionFrame_Shift_Insrs756979630c.73_74insCp.Gln25ProfsTer66p.Q25Pfs*66P49763protein_codingTCGA-G4-6588-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
PGFSNVMissense_Mutationrs748554696c.493G>Ap.Asp165Asnp.D165NP49763protein_codingtolerated_low_confidence(0.96)benign(0)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
PGFSNVMissense_Mutationrs200980724c.100N>Ap.Gly34Serp.G34SP49763protein_codingtolerated(0.75)benign(0)TCGA-AJ-A3EK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapycarboplatinCR
PGFSNVMissense_Mutationnovelc.397N>Ap.Leu133Metp.L133MP49763protein_codingtolerated(0.1)benign(0)TCGA-AX-A2HC-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelPD
PGFSNVMissense_Mutationrs762510592c.392G>Ap.Arg131Glnp.R131QP49763protein_codingdeleterious(0)benign(0.104)TCGA-BG-A222-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
PGFSNVMissense_Mutationrs751046183c.385N>Ap.Glu129Lysp.E129KP49763protein_codingdeleterious(0)possibly_damaging(0.692)TCGA-D1-A16Y-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
5228PGFGROWTH FACTOR, DRUGGABLE GENOMESFLT-01
5228PGFGROWTH FACTOR, DRUGGABLE GENOMEinhibitorCHEMBL1742982AFLIBERCEPT
5228PGFGROWTH FACTOR, DRUGGABLE GENOMETB-403TB-403
5228PGFGROWTH FACTOR, DRUGGABLE GENOMEAfliberceptAFLIBERCEPT
5228PGFGROWTH FACTOR, DRUGGABLE GENOMETB-403TB-403
5228PGFGROWTH FACTOR, DRUGGABLE GENOMERO-5323441TB-403
5228PGFGROWTH FACTOR, DRUGGABLE GENOMER7334
5228PGFGROWTH FACTOR, DRUGGABLE GENOMEinhibitorCHEMBL2108313CONBERCEPT
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