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: HAS3

Gene summary for HAS3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

HAS3

Gene ID

3038

Gene namehyaluronan synthase 3
Gene AliasHAS3
Cytomap16q22.1
Gene Typeprotein-coding
GO ID

GO:0000271

UniProtAcc

O00219


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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
3038HAS3TumorHumanCervixCC1.26e-042.35e-010.1241
3038HAS3sample3HumanCervixCC1.44e-265.55e-010.1387
3038HAS3T3HumanCervixCC9.65e-265.45e-010.1389
3038HAS3LZE4THumanEsophagusESCC3.81e-07-2.14e-010.0811
3038HAS3LZE7THumanEsophagusESCC4.33e-052.97e-010.0667
3038HAS3LZE22D1HumanEsophagusHGIN1.93e-03-6.29e-010.0595
3038HAS3LZE22THumanEsophagusESCC9.38e-04-1.57e-010.068
3038HAS3LZE24THumanEsophagusESCC7.69e-13-6.32e-010.0596
3038HAS3LZE6THumanEsophagusESCC5.15e-05-6.17e-010.0845
3038HAS3P2T-EHumanEsophagusESCC3.00e-09-6.07e-010.1177
3038HAS3P5T-EHumanEsophagusESCC1.78e-12-2.17e-010.1327
3038HAS3P8T-EHumanEsophagusESCC1.29e-09-5.31e-010.0889
3038HAS3P10T-EHumanEsophagusESCC2.03e-14-1.26e-010.116
3038HAS3P12T-EHumanEsophagusESCC3.70e-12-5.22e-010.1122
3038HAS3P16T-EHumanEsophagusESCC9.80e-18-6.49e-010.1153
3038HAS3P17T-EHumanEsophagusESCC3.13e-07-3.72e-010.1278
3038HAS3P20T-EHumanEsophagusESCC6.20e-09-4.63e-010.1124
3038HAS3P22T-EHumanEsophagusESCC4.79e-15-3.32e-010.1236
3038HAS3P24T-EHumanEsophagusESCC4.10e-16-5.45e-010.1287
3038HAS3P27T-EHumanEsophagusESCC1.49e-17-4.98e-010.1055
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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
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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
∗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:0030198CervixCCextracellular matrix organization52/2311301/187237.43e-033.98e-0252
GO:0043062CervixCCextracellular structure organization52/2311302/187237.92e-034.17e-0252
GO:0045229CervixCCexternal encapsulating structure organization52/2311304/187239.00e-034.57e-0252
GO:00301984EsophagusESCCextracellular matrix organization171/8552301/187236.08e-054.67e-04171
GO:00430624EsophagusESCCextracellular structure organization171/8552302/187237.73e-055.76e-04171
GO:00452294EsophagusESCCexternal encapsulating structure organization172/8552304/187237.80e-055.80e-04172
GO:00442626EsophagusESCCcellular carbohydrate metabolic process160/8552283/187231.43e-049.66e-04160
GO:00160514EsophagusESCCcarbohydrate biosynthetic process117/8552202/187232.96e-041.79e-03117
GO:00850292EsophagusESCCextracellular matrix assembly29/855245/187238.63e-033.04e-0229
GO:0006024EsophagusESCCglycosaminoglycan biosynthetic process45/855275/187238.75e-033.08e-0245
GO:0006023EsophagusESCCaminoglycan biosynthetic process47/855279/187239.29e-033.23e-0247
GO:00346372EsophagusESCCcellular carbohydrate biosynthetic process46/855278/187231.24e-024.13e-0246
GO:00301983Oral cavityOSCCextracellular matrix organization146/7305301/187234.67e-042.77e-03146
GO:0085029Oral cavityOSCCextracellular matrix assembly29/730545/187234.85e-042.86e-0329
GO:00452293Oral cavityOSCCexternal encapsulating structure organization147/7305304/187235.30e-043.08e-03147
GO:00430623Oral cavityOSCCextracellular structure organization146/7305302/187235.59e-043.23e-03146
GO:00160513Oral cavityOSCCcarbohydrate biosynthetic process97/7305202/187235.50e-032.13e-0297
GO:00442625Oral cavityOSCCcellular carbohydrate metabolic process130/7305283/187239.98e-033.49e-02130
GO:00442624ProstateBPHcellular carbohydrate metabolic process66/3107283/187232.06e-031.16e-0266
GO:00430621ProstateBPHextracellular structure organization67/3107302/187236.67e-033.00e-0267
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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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
HAS3SNVMissense_Mutationc.386A>Gp.Asp129Glyp.D129GO00219protein_codingdeleterious(0.02)probably_damaging(1)TCGA-BH-A0HX-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadrimycinSD
HAS3SNVMissense_Mutationc.664C>Gp.Pro222Alap.P222AO00219protein_codingdeleterious(0.03)benign(0.225)TCGA-DR-A0ZM-01Cervixcervical & endocervical cancerFemale<65III/IVUnspecificCisplatinSD
HAS3SNVMissense_Mutationrs774289115c.1214N>Ap.Arg405Hisp.R405HO00219protein_codingtolerated(0.05)possibly_damaging(0.748)TCGA-AA-3833-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
HAS3SNVMissense_Mutationrs773346129c.989N>Ap.Arg330Glnp.R330QO00219protein_codingtolerated(0.28)benign(0.001)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
HAS3SNVMissense_Mutationc.148G>Ap.Ala50Thrp.A50TO00219protein_codingtolerated(0.08)possibly_damaging(0.651)TCGA-AZ-6598-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
HAS3SNVMissense_Mutationnovelc.1081T>Cp.Tyr361Hisp.Y361HO00219protein_codingdeleterious(0)probably_damaging(0.999)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
HAS3SNVMissense_Mutationc.148N>Ap.Ala50Thrp.A50TO00219protein_codingtolerated(0.08)possibly_damaging(0.651)TCGA-G4-6304-01Colorectumcolon adenocarcinomaFemale>=65I/IIChemotherapyfluorouracilPD
HAS3SNVMissense_Mutationc.631N>Gp.Ile211Valp.I211VO00219protein_codingtolerated(1)benign(0.007)TCGA-DY-A1DG-01Colorectumrectum adenocarcinomaMale>=65I/IIUnknownUnknownPD
HAS3SNVMissense_Mutationnovelc.616N>Ap.Asp206Asnp.D206NO00219protein_codingtolerated(0.14)benign(0.026)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
HAS3SNVMissense_Mutationnovelc.1003N>Ap.Ala335Thrp.A335TO00219protein_codingtolerated(0.18)probably_damaging(0.991)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
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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
3038HAS3CLINICALLY ACTIONABLE, DRUGGABLE GENOMEHYDROCORTISONEHYDROCORTISONE13130151
3038HAS3CLINICALLY ACTIONABLE, DRUGGABLE GENOMEanthracyclines and related substances
3038HAS3CLINICALLY ACTIONABLE, DRUGGABLE GENOMERETINOIC ACID10772242
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