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: HYAL2

Gene summary for HYAL2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

HYAL2

Gene ID

8692

Gene namehyaluronidase 2
Gene AliasLUCA2
Cytomap3p21.31
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

Q12891


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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
8692HYAL2LZE7THumanEsophagusESCC9.76e-031.32e-010.0667
8692HYAL2LZE24THumanEsophagusESCC1.33e-123.40e-010.0596
8692HYAL2LZE21THumanEsophagusESCC3.39e-022.32e-010.0655
8692HYAL2P1T-EHumanEsophagusESCC4.21e-053.87e-010.0875
8692HYAL2P2T-EHumanEsophagusESCC1.58e-214.31e-010.1177
8692HYAL2P4T-EHumanEsophagusESCC5.73e-337.54e-010.1323
8692HYAL2P5T-EHumanEsophagusESCC6.13e-031.68e-010.1327
8692HYAL2P8T-EHumanEsophagusESCC2.28e-092.98e-010.0889
8692HYAL2P9T-EHumanEsophagusESCC1.06e-104.56e-010.1131
8692HYAL2P10T-EHumanEsophagusESCC1.38e-113.10e-010.116
8692HYAL2P11T-EHumanEsophagusESCC4.98e-166.29e-010.1426
8692HYAL2P12T-EHumanEsophagusESCC4.52e-244.75e-010.1122
8692HYAL2P15T-EHumanEsophagusESCC2.51e-123.61e-010.1149
8692HYAL2P16T-EHumanEsophagusESCC5.89e-225.12e-010.1153
8692HYAL2P17T-EHumanEsophagusESCC2.17e-085.89e-010.1278
8692HYAL2P19T-EHumanEsophagusESCC6.30e-071.01e+000.1662
8692HYAL2P20T-EHumanEsophagusESCC1.30e-042.86e-010.1124
8692HYAL2P21T-EHumanEsophagusESCC1.25e-418.44e-010.1617
8692HYAL2P22T-EHumanEsophagusESCC1.82e-163.52e-010.1236
8692HYAL2P23T-EHumanEsophagusESCC7.28e-298.39e-010.108
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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
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:0072594110EsophagusESCCestablishment of protein localization to organelle311/8552422/187233.02e-322.13e-29311
GO:0016032111EsophagusESCCviral process301/8552415/187233.34e-291.32e-26301
GO:0006913110EsophagusESCCnucleocytoplasmic transport230/8552301/187236.04e-282.02e-25230
GO:0051169110EsophagusESCCnuclear transport230/8552301/187236.04e-282.02e-25230
GO:2001233111EsophagusESCCregulation of apoptotic signaling pathway256/8552356/187234.11e-241.04e-21256
GO:003238618EsophagusESCCregulation of intracellular transport243/8552337/187233.20e-237.25e-21243
GO:0006979111EsophagusESCCresponse to oxidative stress303/8552446/187237.15e-221.30e-19303
GO:003450418EsophagusESCCprotein localization to nucleus211/8552290/187234.06e-216.60e-19211
GO:0019058111EsophagusESCCviral life cycle226/8552317/187231.17e-201.76e-18226
GO:1903829111EsophagusESCCpositive regulation of cellular protein localization199/8552276/187232.99e-193.45e-17199
GO:0033157110EsophagusESCCregulation of intracellular protein transport169/8552229/187233.31e-183.23e-16169
GO:0032388110EsophagusESCCpositive regulation of intracellular transport152/8552202/187237.89e-187.36e-16152
GO:0097191111EsophagusESCCextrinsic apoptotic signaling pathway159/8552219/187234.12e-162.94e-14159
GO:1904951111EsophagusESCCpositive regulation of establishment of protein localization216/8552319/187231.01e-156.86e-14216
GO:0046822110EsophagusESCCregulation of nucleocytoplasmic transport88/8552106/187231.88e-151.19e-1388
GO:009031617EsophagusESCCpositive regulation of intracellular protein transport122/8552160/187232.45e-151.49e-13122
GO:000941113EsophagusESCCresponse to UV115/8552149/187233.29e-151.93e-13115
GO:001703818EsophagusESCCprotein import149/8552206/187235.90e-153.31e-13149
GO:0051222111EsophagusESCCpositive regulation of protein transport204/8552303/187231.56e-148.38e-13204
GO:000961518EsophagusESCCresponse to virus238/8552367/187236.65e-143.32e-12238
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0414222EsophagusESCCLysosome102/4205132/84655.11e-117.13e-103.65e-10102
hsa0414232EsophagusESCCLysosome102/4205132/84655.11e-117.13e-103.65e-10102
hsa041424LiverCirrhoticLysosome68/2530132/84651.34e-071.97e-061.21e-0668
hsa0414211LiverCirrhoticLysosome68/2530132/84651.34e-071.97e-061.21e-0668
hsa041422LiverHCCLysosome100/4020132/84652.32e-114.31e-102.40e-10100
hsa041423LiverHCCLysosome100/4020132/84652.32e-114.31e-102.40e-10100
hsa041425Oral cavityOSCCLysosome87/3704132/84651.97e-071.35e-066.86e-0787
hsa0414212Oral cavityOSCCLysosome87/3704132/84651.97e-071.35e-066.86e-0787
hsa0414221Oral cavityLPLysosome67/2418132/84655.13e-087.77e-075.01e-0767
hsa0414231Oral cavityLPLysosome67/2418132/84655.13e-087.77e-075.01e-0767
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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
HYAL2SNVMissense_Mutationc.851C>Gp.Ala284Glyp.A284GQ12891protein_codingtolerated(1)benign(0.007)TCGA-A2-A0YJ-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanPD
HYAL2SNVMissense_Mutationnovelc.406N>Tp.Asp136Tyrp.D136YQ12891protein_codingdeleterious(0)benign(0.285)TCGA-AC-A5XS-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyfemaraSD
HYAL2SNVMissense_Mutationrs781930973c.593N>Ap.Arg198Glnp.R198QQ12891protein_codingdeleterious(0)probably_damaging(1)TCGA-B6-A0RP-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
HYAL2SNVMissense_Mutationc.464N>Tp.Ser155Leup.S155LQ12891protein_codingdeleterious(0)probably_damaging(1)TCGA-PE-A5DE-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
HYAL2SNVMissense_Mutationc.730N>Ap.Glu244Lysp.E244KQ12891protein_codingdeleterious(0.02)benign(0.171)TCGA-EK-A3GK-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
HYAL2SNVMissense_Mutationrs781990680c.973N>Ap.Val325Ilep.V325IQ12891protein_codingtolerated(0.42)possibly_damaging(0.447)TCGA-A6-2682-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapy5PD
HYAL2SNVMissense_Mutationc.1394N>Tp.Ala465Valp.A465VQ12891protein_codingtolerated(0.76)benign(0)TCGA-AY-6197-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
HYAL2SNVMissense_Mutationc.874G>Ap.Val292Ilep.V292IQ12891protein_codingdeleterious(0.02)probably_damaging(0.987)TCGA-NH-A6GC-01Colorectumcolon adenocarcinomaFemale>=65I/IIChemotherapyfluorouracilSD
HYAL2SNVMissense_Mutationc.80N>Tp.Ala27Valp.A27VQ12891protein_codingtolerated(0.28)benign(0.015)TCGA-QG-A5Z2-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
HYAL2SNVMissense_Mutationnovelc.404N>Cp.Glu135Alap.E135AQ12891protein_codingdeleterious(0)probably_damaging(0.951)TCGA-AF-2691-01Colorectumrectum adenocarcinomaFemale<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
8692HYAL2DRUGGABLE GENOME, CELL SURFACEEPINEPHRINEEPINEPHRINE212383
8692HYAL2DRUGGABLE GENOME, CELL SURFACEHORMONES7215332
8692HYAL2DRUGGABLE GENOME, CELL SURFACEDEXAMETHASONEDEXAMETHASONE212383
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