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: HPSE

Gene summary for HPSE

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

HPSE

Gene ID

10855

Gene nameheparanase
Gene AliasHPA
Cytomap4q21.23
Gene Typeprotein-coding
GO ID

GO:0001525

UniProtAcc

Q9Y251


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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
10855HPSEP4T-EHumanEsophagusESCC6.23e-092.25e-010.1323
10855HPSEP8T-EHumanEsophagusESCC5.96e-041.75e-020.0889
10855HPSEP9T-EHumanEsophagusESCC1.34e-031.27e-010.1131
10855HPSEP10T-EHumanEsophagusESCC1.68e-121.77e-010.116
10855HPSEP12T-EHumanEsophagusESCC1.40e-152.48e-010.1122
10855HPSEP15T-EHumanEsophagusESCC2.57e-061.57e-010.1149
10855HPSEP21T-EHumanEsophagusESCC2.11e-061.69e-010.1617
10855HPSEP26T-EHumanEsophagusESCC4.42e-102.64e-010.1276
10855HPSEP27T-EHumanEsophagusESCC7.96e-033.53e-020.1055
10855HPSEP28T-EHumanEsophagusESCC1.57e-235.26e-010.1149
10855HPSEP30T-EHumanEsophagusESCC1.45e-104.37e-010.137
10855HPSEP31T-EHumanEsophagusESCC6.65e-062.05e-010.1251
10855HPSEP32T-EHumanEsophagusESCC2.96e-071.72e-010.1666
10855HPSEP37T-EHumanEsophagusESCC3.38e-071.73e-010.1371
10855HPSEP39T-EHumanEsophagusESCC7.43e-082.20e-010.0894
10855HPSEP42T-EHumanEsophagusESCC7.42e-041.99e-010.1175
10855HPSEP48T-EHumanEsophagusESCC9.81e-032.08e-020.0959
10855HPSEP49T-EHumanEsophagusESCC1.13e-071.10e+000.1768
10855HPSEP52T-EHumanEsophagusESCC1.89e-031.42e-010.1555
10855HPSEP54T-EHumanEsophagusESCC8.10e-055.26e-020.0975
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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
∗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:003158919EsophagusESCCcell-substrate adhesion221/8552363/187233.06e-096.62e-08221
GO:00435888EsophagusESCCskin development163/8552263/187236.48e-081.14e-06163
GO:00091002EsophagusESCCglycoprotein metabolic process226/8552387/187232.64e-073.94e-06226
GO:000854410EsophagusESCCepidermis development193/8552324/187232.87e-074.19e-06193
GO:004206027EsophagusESCCwound healing243/8552422/187234.62e-076.25e-06243
GO:000716018EsophagusESCCcell-matrix adhesion141/8552233/187233.33e-063.71e-05141
GO:00224043EsophagusESCCmolting cycle process53/855284/187239.62e-044.88e-0353
GO:00224053EsophagusESCChair cycle process53/855284/187239.62e-044.88e-0353
GO:19011362EsophagusESCCcarbohydrate derivative catabolic process99/8552172/187231.11e-035.54e-0399
GO:0001942EsophagusESCChair follicle development51/855281/187231.27e-036.14e-0351
GO:0098773EsophagusESCCskin epidermis development53/855285/187231.43e-036.77e-0353
GO:00423033EsophagusESCCmolting cycle64/8552107/187232.24e-039.85e-0364
GO:00426333EsophagusESCChair cycle64/8552107/187232.24e-039.85e-0364
GO:000181916EsophagusESCCpositive regulation of cytokine production244/8552467/187232.29e-031.01e-02244
GO:0006029EsophagusESCCproteoglycan metabolic process48/855279/187234.93e-031.89e-0248
GO:190303420EsophagusESCCregulation of response to wounding93/8552167/187235.77e-032.14e-0293
GO:0030201EsophagusESCCheparan sulfate proteoglycan metabolic process21/855231/187231.10e-023.70e-0221
GO:190303617EsophagusESCCpositive regulation of response to wounding43/855272/187231.14e-023.84e-0243
GO:009030310EsophagusESCCpositive regulation of wound healing36/855259/187231.27e-024.21e-0236
GO:0006516EsophagusESCCglycoprotein catabolic process19/855228/187231.49e-024.84e-0219
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0520529EsophagusESCCProteoglycans in cancer138/4205205/84651.79e-071.40e-067.15e-07138
hsa0520537EsophagusESCCProteoglycans in cancer138/4205205/84651.79e-071.40e-067.15e-07138
hsa0520521LiverHCCProteoglycans in cancer121/4020205/84655.22e-042.18e-031.21e-03121
hsa0520531LiverHCCProteoglycans in cancer121/4020205/84655.22e-042.18e-031.21e-03121
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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
HPSESNVMissense_Mutationnovelc.10N>Ap.Arg4Serp.R4SQ9Y251protein_codingdeleterious_low_confidence(0)benign(0.003)TCGA-A2-A0CM-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinPD
HPSESNVMissense_Mutationnovelc.124G>Ap.Asp42Asnp.D42NQ9Y251protein_codingtolerated(0.08)benign(0.003)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
HPSESNVMissense_Mutationc.1142N>Ap.Met381Lysp.M381KQ9Y251protein_codingdeleterious(0)possibly_damaging(0.626)TCGA-B6-A0I8-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
HPSESNVMissense_Mutationrs764330453c.558N>Ap.Phe186Leup.F186LQ9Y251protein_codingtolerated(0.07)probably_damaging(0.999)TCGA-E2-A14N-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
HPSEinsertionNonsense_Mutationnovelc.1299_1300insCTTGCGGTTACCCTATCCTTTTTCTAACAAGCAAGTp.Val433_Tyr434insLeuAlaValThrLeuSerPhePheTerGlnAlaSerp.V433_Y434insLAVTLSFF*QASQ9Y251protein_codingTCGA-B6-A0IN-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
HPSESNVMissense_Mutationnovelc.1492C>Gp.Leu498Valp.L498VQ9Y251protein_codingdeleterious(0.03)benign(0.041)TCGA-DG-A2KK-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinSD
HPSESNVMissense_Mutationc.275N>Cp.Leu92Prop.L92PQ9Y251protein_codingdeleterious(0.02)probably_damaging(0.999)TCGA-VS-A9UJ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
HPSESNVMissense_Mutationc.1055N>Tp.Ala352Valp.A352VQ9Y251protein_codingdeleterious(0.02)probably_damaging(0.993)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
HPSESNVMissense_Mutationc.748N>Ap.His250Asnp.H250NQ9Y251protein_codingdeleterious(0.01)possibly_damaging(0.609)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
HPSESNVMissense_Mutationc.992A>Gp.Glu331Glyp.E331GQ9Y251protein_codingtolerated(0.22)benign(0.022)TCGA-AD-6889-01Colorectumcolon adenocarcinomaMale>=65I/IIChemotherapyxelodaPD
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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
10855HPSEENZYME, DRUGGABLE GENOMETGF16320243
10855HPSEENZYME, DRUGGABLE GENOMEinhibitorCHEMBL1615835MUPARFOSTAT
10855HPSEENZYME, DRUGGABLE GENOMEANTIESTROGEN14695198
10855HPSEENZYME, DRUGGABLE GENOME2-O, 3-O DESULFATED HEPARIN
10855HPSEENZYME, DRUGGABLE GENOMEASTEMIZOLEASTEMIZOLE23415087
10855HPSEENZYME, DRUGGABLE GENOMELABETALOLLABETALOL23415087
10855HPSEENZYME, DRUGGABLE GENOMEREL-CISAPRIDEREL-CISAPRIDE23415087
10855HPSEENZYME, DRUGGABLE GENOMENARINGINNARINGIN23415087
10855HPSEENZYME, DRUGGABLE GENOMEinhibitor363894164
10855HPSEENZYME, DRUGGABLE GENOMEHESPERIDINHESPERIDIN23415087
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