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: HPGD

Gene summary for HPGD

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

HPGD

Gene ID

3248

Gene name15-hydroxyprostaglandin dehydrogenase
Gene Alias15-PGDH
Cytomap4q34.1
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

P15428


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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
3248HPGDCA_HPV_1HumanCervixCC2.65e-23-6.07e-010.0264
3248HPGDCA_HPV_3HumanCervixCC1.89e-08-1.27e-010.0414
3248HPGDHSIL_HPV_1HumanCervixHSIL_HPV6.88e-062.56e-010.0116
3248HPGDN_HPV_2HumanCervixN_HPV8.06e-04-3.95e-01-0.0131
3248HPGDCCI_2HumanCervixCC1.34e-02-8.04e-010.5249
3248HPGDCCI_3HumanCervixCC1.19e-02-7.33e-010.516
3248HPGDCCII_1HumanCervixCC3.92e-10-8.46e-010.3249
3248HPGDTumorHumanCervixCC5.62e-25-7.95e-010.1241
3248HPGDsample1HumanCervixCC5.77e-09-8.57e-010.0959
3248HPGDsample3HumanCervixCC1.75e-22-7.74e-010.1387
3248HPGDH2HumanCervixHSIL_HPV1.62e-09-5.62e-010.0632
3248HPGDT1HumanCervixCC1.45e-22-8.62e-010.0918
3248HPGDT2HumanCervixCC6.79e-06-8.69e-010.0709
3248HPGDT3HumanCervixCC4.92e-22-7.81e-010.1389
3248HPGDHTA11_2487_2000001011HumanColorectumSER5.43e-054.89e-01-0.1808
3248HPGDHTA11_347_2000001011HumanColorectumAD1.67e-124.94e-01-0.1954
3248HPGDHTA11_411_2000001011HumanColorectumSER2.69e-029.12e-01-0.2602
3248HPGDHTA11_2992_2000001011HumanColorectumSER1.90e-024.02e-01-0.1706
3248HPGDHTA11_99999974143_84620HumanColorectumMSS9.65e-03-2.08e-010.3005
3248HPGDA015-C-203HumanColorectumFAP4.51e-03-1.75e-01-0.1294
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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:0048660ColorectumMSSregulation of smooth muscle cell proliferation48/3467180/187234.32e-033.07e-0248
GO:0048661ColorectumMSSpositive regulation of smooth muscle cell proliferation30/3467104/187236.69e-034.38e-0230
GO:0001655ColorectumMSSurogenital system development81/3467338/187236.88e-034.43e-0281
GO:00715591ColorectumFAPresponse to transforming growth factor beta63/2622256/187233.82e-061.32e-0463
GO:00071782ColorectumFAPtransmembrane receptor protein serine/threonine kinase signaling pathway81/2622355/187234.28e-061.46e-0481
GO:00715601ColorectumFAPcellular response to transforming growth factor beta stimulus61/2622250/187237.22e-062.19e-0461
GO:00071791ColorectumFAPtransforming growth factor beta receptor signaling pathway50/2622198/187231.75e-054.44e-0450
GO:00066313ColorectumFAPfatty acid metabolic process81/2622390/187231.43e-042.24e-0381
GO:00016551ColorectumFAPurogenital system development70/2622338/187234.26e-045.11e-0370
GO:00973053ColorectumFAPresponse to alcohol55/2622253/187235.05e-045.78e-0355
GO:0072001ColorectumFAPrenal system development63/2622302/187236.59e-047.19e-0363
GO:0001822ColorectumFAPkidney development61/2622293/187238.38e-048.72e-0361
GO:00486601ColorectumFAPregulation of smooth muscle cell proliferation38/2622180/187235.73e-033.67e-0238
GO:00486591ColorectumFAPsmooth muscle cell proliferation38/2622184/187238.29e-034.85e-0238
GO:00071783ColorectumCRCtransmembrane receptor protein serine/threonine kinase signaling pathway66/2078355/187231.74e-055.28e-0466
GO:00715592ColorectumCRCresponse to transforming growth factor beta51/2078256/187232.33e-056.65e-0451
GO:00016552ColorectumCRCurogenital system development62/2078338/187234.67e-051.10e-0362
GO:00715602ColorectumCRCcellular response to transforming growth factor beta stimulus49/2078250/187235.17e-051.19e-0349
GO:00720011ColorectumCRCrenal system development56/2078302/187237.85e-051.63e-0356
GO:00018221ColorectumCRCkidney development54/2078293/187231.23e-042.40e-0354
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05202ColorectumFAPTranscriptional misregulation in cancer45/1404193/84659.19e-033.33e-022.03e-0245
hsa052021ColorectumFAPTranscriptional misregulation in cancer45/1404193/84659.19e-033.33e-022.03e-0245
hsa052028EsophagusESCCTranscriptional misregulation in cancer116/4205193/84652.08e-035.95e-033.05e-03116
hsa0520213EsophagusESCCTranscriptional misregulation in cancer116/4205193/84652.08e-035.95e-033.05e-03116
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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
HPGDSNVMissense_Mutationc.418N>Tp.Ala140Serp.A140SP15428protein_codingdeleterious(0.03)probably_damaging(0.957)TCGA-AR-A0TS-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
HPGDSNVMissense_Mutationc.291N>Tp.Glu97Aspp.E97DP15428protein_codingdeleterious(0)probably_damaging(0.916)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
HPGDSNVMissense_Mutationc.769N>Cp.Asp257Hisp.D257HP15428protein_codingtolerated(0.09)benign(0.121)TCGA-JX-A3Q0-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
HPGDSNVMissense_Mutationc.788N>Gp.Ala263Glyp.A263GP15428protein_codingtolerated_low_confidence(0.18)benign(0.003)TCGA-AZ-6605-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapyfolfoxSD
HPGDinsertionFrame_Shift_Insnovelc.111_112insCp.Asn38GlnfsTer3p.N38Qfs*3P15428protein_codingTCGA-AA-3821-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
HPGDinsertionFrame_Shift_Insnovelc.109dupTp.Trp37LeufsTer4p.W37Lfs*4P15428protein_codingTCGA-AA-3821-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
HPGDSNVMissense_Mutationnovelc.688N>Gp.Ile230Valp.I230VP15428protein_codingdeleterious(0.02)benign(0.05)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
HPGDSNVMissense_Mutationc.694N>Tp.Leu232Phep.L232FP15428protein_codingdeleterious(0.01)possibly_damaging(0.862)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
HPGDSNVMissense_Mutationnovelc.221N>Ap.Thr74Asnp.T74NP15428protein_codingdeleterious(0)possibly_damaging(0.711)TCGA-AX-A2HC-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelPD
HPGDSNVMissense_Mutationnovelc.457G>Ap.Ala153Thrp.A153TP15428protein_codingdeleterious(0)probably_damaging(0.973)TCGA-AX-A2HG-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
3248HPGDDRUGGABLE GENOME, ENZYME, SHORT CHAIN DEHYDROGENASE REDUCTASESJ000019194CHEMBL592106
3248HPGDDRUGGABLE GENOME, ENZYME, SHORT CHAIN DEHYDROGENASE REDUCTASE4-CHLOROMERCURIBENZOIC ACID4-CHLOROMERCURIBENZOIC ACID
3248HPGDDRUGGABLE GENOME, ENZYME, SHORT CHAIN DEHYDROGENASE REDUCTASESJ000147993CHEMBL601618
3248HPGDDRUGGABLE GENOME, ENZYME, SHORT CHAIN DEHYDROGENASE REDUCTASELY-255283LY-255283
3248HPGDDRUGGABLE GENOME, ENZYME, SHORT CHAIN DEHYDROGENASE REDUCTASENSC-209931CHEMBL472656
3248HPGDDRUGGABLE GENOME, ENZYME, SHORT CHAIN DEHYDROGENASE REDUCTASETYRPHOSTIN 47TYRPHOSTIN 47
3248HPGDDRUGGABLE GENOME, ENZYME, SHORT CHAIN DEHYDROGENASE REDUCTASEALLITRIDINALLITRIDIN
3248HPGDDRUGGABLE GENOME, ENZYME, SHORT CHAIN DEHYDROGENASE REDUCTASEHAEMATOXYLINHAEMATOXYLIN
3248HPGDDRUGGABLE GENOME, ENZYME, SHORT CHAIN DEHYDROGENASE REDUCTASELUTEOLINLUTEOLIN
3248HPGDDRUGGABLE GENOME, ENZYME, SHORT CHAIN DEHYDROGENASE REDUCTASEDICHLOROPHENDICHLOROPHEN
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