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: PGD

Gene summary for PGD

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PGD

Gene ID

5226

Gene namephosphogluconate dehydrogenase
Gene Alias6PGD
Cytomap1p36.22
Gene Typeprotein-coding
GO ID

GO:0005975

UniProtAcc

B4E2U0


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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
5226PGDHTA11_347_2000001011HumanColorectumAD9.16e-032.31e-01-0.1954
5226PGDHTA11_696_2000001011HumanColorectumAD6.10e-104.15e-01-0.1464
5226PGDHTA11_1391_2000001011HumanColorectumAD2.34e-126.96e-01-0.059
5226PGDHTA11_866_3004761011HumanColorectumAD2.32e-064.39e-010.096
5226PGDHTA11_8622_2000001021HumanColorectumSER3.11e-034.52e-010.0528
5226PGDHTA11_7696_3000711011HumanColorectumAD5.78e-083.88e-010.0674
5226PGDHTA11_99999970781_79442HumanColorectumMSS5.57e-104.43e-010.294
5226PGDHTA11_99999965062_69753HumanColorectumMSI-H1.28e-021.12e+000.3487
5226PGDHTA11_99999965104_69814HumanColorectumMSS4.70e-075.78e-010.281
5226PGDHTA11_99999971662_82457HumanColorectumMSS4.90e-278.09e-010.3859
5226PGDHTA11_99999973899_84307HumanColorectumMSS2.93e-076.18e-010.2585
5226PGDHTA11_99999974143_84620HumanColorectumMSS5.05e-042.23e-010.3005
5226PGDLZE2DHumanEsophagusHGIN4.04e-031.06e+000.0642
5226PGDLZE2THumanEsophagusESCC4.35e-142.58e+000.082
5226PGDLZE4THumanEsophagusESCC9.90e-462.85e+000.0811
5226PGDLZE7THumanEsophagusESCC1.16e-262.42e+000.0667
5226PGDLZE8THumanEsophagusESCC1.17e-054.94e-010.067
5226PGDLZE20THumanEsophagusESCC4.81e-111.04e+000.0662
5226PGDLZE22D1HumanEsophagusHGIN2.27e-101.16e+000.0595
5226PGDLZE22THumanEsophagusESCC5.71e-132.26e+000.068
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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
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:00022379CervixCCresponse to molecule of bacterial origin78/2311363/187235.55e-072.06e-0578
GO:00324969CervixCCresponse to lipopolysaccharide74/2311343/187239.15e-073.25e-0574
GO:00075654CervixCCfemale pregnancy43/2311193/187237.62e-051.04e-0343
GO:00323556CervixCCresponse to estradiol34/2311141/187238.19e-051.11e-0334
GO:00071786CervixCCtransmembrane receptor protein serine/threonine kinase signaling pathway67/2311355/187232.39e-042.67e-0367
GO:00447064CervixCCmulti-multicellular organism process45/2311220/187234.14e-044.21e-0345
GO:0033002CervixCCmuscle cell proliferation49/2311248/187235.43e-045.24e-0349
GO:00715595CervixCCresponse to transforming growth factor beta50/2311256/187236.31e-045.91e-0350
GO:00715605CervixCCcellular response to transforming growth factor beta stimulus49/2311250/187236.55e-046.05e-0349
GO:00457862CervixCCnegative regulation of cell cycle67/2311385/187232.21e-031.59e-0267
GO:00464564CervixCCicosanoid biosynthetic process15/231156/187232.60e-031.80e-0215
GO:00486593CervixCCsmooth muscle cell proliferation36/2311184/187233.27e-032.13e-0236
GO:00071795CervixCCtransforming growth factor beta receptor signaling pathway38/2311198/187233.62e-032.31e-0238
GO:00486603CervixCCregulation of smooth muscle cell proliferation35/2311180/187234.10e-032.54e-0235
GO:00973059CervixCCresponse to alcohol46/2311253/187234.40e-032.69e-0246
GO:00486612CervixCCpositive regulation of smooth muscle cell proliferation22/2311104/187237.59e-034.04e-0222
GO:00015165CervixCCprostaglandin biosynthetic process9/231131/187231.04e-024.97e-029
GO:00464575CervixCCprostanoid biosynthetic process9/231131/187231.04e-024.97e-029
GO:000756512CervixHSIL_HPVfemale pregnancy26/737193/187234.32e-083.41e-0626
GO:004470611CervixHSIL_HPVmulti-multicellular organism process27/737220/187231.69e-071.03e-0527
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa01200ColorectumADCarbon metabolism55/2092115/84655.53e-088.42e-075.37e-0755
hsa00480ColorectumADGlutathione metabolism23/209257/84656.52e-032.76e-021.76e-0223
hsa012001ColorectumADCarbon metabolism55/2092115/84655.53e-088.42e-075.37e-0755
hsa004801ColorectumADGlutathione metabolism23/209257/84656.52e-032.76e-021.76e-0223
hsa012002ColorectumSERCarbon metabolism40/1580115/84652.77e-053.41e-042.47e-0440
hsa012003ColorectumSERCarbon metabolism40/1580115/84652.77e-053.41e-042.47e-0440
hsa012004ColorectumMSSCarbon metabolism43/1875115/84651.37e-041.17e-037.19e-0443
hsa004802ColorectumMSSGlutathione metabolism22/187557/84653.58e-031.64e-021.01e-0222
hsa012005ColorectumMSSCarbon metabolism43/1875115/84651.37e-041.17e-037.19e-0443
hsa004803ColorectumMSSGlutathione metabolism22/187557/84653.58e-031.64e-021.01e-0222
hsa0120016EsophagusHGINCarbon metabolism31/1383115/84652.51e-032.10e-021.67e-0231
hsa0120017EsophagusHGINCarbon metabolism31/1383115/84652.51e-032.10e-021.67e-0231
hsa0048018EsophagusESCCGlutathione metabolism44/420557/84651.81e-059.03e-054.63e-0544
hsa0120023EsophagusESCCCarbon metabolism79/4205115/84652.50e-051.21e-046.22e-0579
hsa0048019EsophagusESCCGlutathione metabolism44/420557/84651.81e-059.03e-054.63e-0544
hsa0120033EsophagusESCCCarbon metabolism79/4205115/84652.50e-051.21e-046.22e-0579
hsa0120021LiverCirrhoticCarbon metabolism64/2530115/84656.37e-091.18e-077.26e-0864
hsa004809LiverCirrhoticGlutathione metabolism30/253057/84652.63e-041.72e-031.06e-0330
hsa0120031LiverCirrhoticCarbon metabolism64/2530115/84656.37e-091.18e-077.26e-0864
hsa0048012LiverCirrhoticGlutathione metabolism30/253057/84652.63e-041.72e-031.06e-0330
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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
PGDSNVMissense_Mutationc.868N>Gp.Leu290Valp.L290VP52209protein_codingtolerated(0.08)probably_damaging(0.924)TCGA-AN-A0G0-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
PGDSNVMissense_Mutationc.862N>Tp.Arg288Trpp.R288WP52209protein_codingdeleterious(0)probably_damaging(1)TCGA-BH-A1EV-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
PGDdeletionFrame_Shift_Delnovelc.14delAp.Asp5AlafsTer4p.D5Afs*4P52209protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
PGDSNVMissense_Mutationc.442N>Cp.Glu148Glnp.E148QP52209protein_codingtolerated(0.14)benign(0.013)TCGA-DR-A0ZM-01Cervixcervical & endocervical cancerFemale<65III/IVUnspecificCisplatinSD
PGDSNVMissense_Mutationc.863N>Ap.Arg288Glnp.R288QP52209protein_codingdeleterious(0.04)probably_damaging(0.911)TCGA-DS-A1OD-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
PGDSNVMissense_Mutationc.126C>Ap.Phe42Leup.F42LP52209protein_codingdeleterious(0.03)probably_damaging(1)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PGDSNVMissense_Mutationnovelc.256G>Cp.Glu86Glnp.E86QP52209protein_codingtolerated(0.12)benign(0.007)TCGA-VS-A958-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PGDSNVMissense_Mutationc.759N>Tp.Lys253Asnp.K253NP52209protein_codingdeleterious(0.04)possibly_damaging(0.495)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
PGDSNVMissense_Mutationc.1222C>Tp.Arg408Trpp.R408WP52209protein_codingdeleterious(0)possibly_damaging(0.884)TCGA-AD-6964-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyfolfoxPD
PGDSNVMissense_Mutationc.137A>Gp.Glu46Glyp.E46GP52209protein_codingdeleterious(0.03)benign(0.305)TCGA-AZ-6601-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
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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
5226PGDENZYME, DRUGGABLE GENOMEPENICILLAMINEPENICILLAMINE289317
5226PGDENZYME, DRUGGABLE GENOMEGHRP-2
5226PGDENZYME, DRUGGABLE GENOMEPHENOBARBITALPHENOBARBITAL7827108
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