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

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

Related drugs of malignant transformation related genes

Gene: HS6ST1

Gene summary for HS6ST1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

HS6ST1

Gene ID

9394

Gene nameheparan sulfate 6-O-sulfotransferase 1
Gene AliasHH15
Cytomap2q14.3
Gene Typeprotein-coding
GO ID

GO:0006022

UniProtAcc

O60243


Top

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
9394HS6ST1P23T-EHumanEsophagusESCC5.36e-192.74e-010.108
9394HS6ST1P24T-EHumanEsophagusESCC1.06e-041.44e-010.1287
9394HS6ST1P26T-EHumanEsophagusESCC7.01e-083.31e-020.1276
9394HS6ST1P27T-EHumanEsophagusESCC5.88e-099.11e-020.1055
9394HS6ST1P28T-EHumanEsophagusESCC7.42e-243.70e-010.1149
9394HS6ST1P30T-EHumanEsophagusESCC1.65e-289.96e-010.137
9394HS6ST1P31T-EHumanEsophagusESCC1.85e-213.50e-010.1251
9394HS6ST1P32T-EHumanEsophagusESCC2.27e-111.46e-010.1666
9394HS6ST1P36T-EHumanEsophagusESCC3.39e-143.55e-010.1187
9394HS6ST1P37T-EHumanEsophagusESCC1.07e-152.85e-010.1371
9394HS6ST1P39T-EHumanEsophagusESCC8.27e-061.21e-010.0894
9394HS6ST1P40T-EHumanEsophagusESCC3.24e-092.07e-010.109
9394HS6ST1P42T-EHumanEsophagusESCC9.14e-122.56e-010.1175
9394HS6ST1P44T-EHumanEsophagusESCC8.39e-068.86e-020.1096
9394HS6ST1P47T-EHumanEsophagusESCC5.98e-151.62e-010.1067
9394HS6ST1P48T-EHumanEsophagusESCC3.87e-184.12e-010.0959
9394HS6ST1P49T-EHumanEsophagusESCC9.82e-051.81e-010.1768
9394HS6ST1P52T-EHumanEsophagusESCC2.00e-213.60e-010.1555
9394HS6ST1P54T-EHumanEsophagusESCC1.78e-102.22e-010.0975
9394HS6ST1P56T-EHumanEsophagusESCC6.88e-089.76e-010.1613
Page: 1 2 3 4 5 

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
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.

Top

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).
Page: 1 2 3 4 5 6 7 8 9 

check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:00091002EsophagusESCCglycoprotein metabolic process226/8552387/187232.64e-073.94e-06226
GO:00091012EsophagusESCCglycoprotein biosynthetic process181/8552317/187232.54e-052.15e-04181
GO:0006029EsophagusESCCproteoglycan metabolic process48/855279/187234.93e-031.89e-0248
GO:0030166EsophagusESCCproteoglycan biosynthetic process35/855256/187238.30e-032.94e-0235
GO:0006024EsophagusESCCglycosaminoglycan biosynthetic process45/855275/187238.75e-033.08e-0245
GO:0006023EsophagusESCCaminoglycan biosynthetic process47/855279/187239.29e-033.23e-0247
GO:0030201EsophagusESCCheparan sulfate proteoglycan metabolic process21/855231/187231.10e-023.70e-0221
GO:0009100LiverHCCglycoprotein metabolic process193/7958387/187231.89e-039.62e-03193
GO:00091001Oral cavityOSCCglycoprotein metabolic process185/7305387/187232.37e-041.54e-03185
GO:00091011Oral cavityOSCCglycoprotein biosynthetic process151/7305317/187231.01e-035.26e-03151
GO:00091013ThyroidPTCglycoprotein biosynthetic process123/5968317/187235.05e-032.33e-02123
GO:00091003ThyroidPTCglycoprotein metabolic process147/5968387/187235.87e-032.64e-02147
GO:000910011ThyroidATCglycoprotein metabolic process153/6293387/187237.90e-033.06e-02153
Page: 1 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
Page: 1 

Top

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
Page: 1 

Top

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.
Page: 1 

Top

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
HS6ST1SNVMissense_Mutationrs879255383c.233N>Tp.Ser78Leup.S78LO60243protein_codingtolerated(0.29)benign(0.003)TCGA-D8-A1J8-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapynolvadexSD
HS6ST1SNVMissense_Mutationc.924N>Gp.Phe308Leup.F308LO60243protein_codingdeleterious(0.01)probably_damaging(0.982)TCGA-E2-A10C-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
HS6ST1SNVMissense_Mutationnovelc.956A>Gp.Tyr319Cysp.Y319CO60243protein_codingdeleterious(0.02)probably_damaging(0.998)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
HS6ST1SNVMissense_Mutationc.1145N>Tp.Arg382Leup.R382LO60243protein_codingtolerated(0.1)benign(0.141)TCGA-AA-3492-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
HS6ST1SNVMissense_Mutationnovelc.865N>Ap.Ala289Thrp.A289TO60243protein_codingdeleterious(0.04)probably_damaging(0.996)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
HS6ST1SNVMissense_Mutationrs773632691c.754N>Tp.Arg252Cysp.R252CO60243protein_codingdeleterious(0)probably_damaging(0.986)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
HS6ST1SNVMissense_Mutationc.589N>Tp.His197Tyrp.H197YO60243protein_codingdeleterious(0)probably_damaging(0.988)TCGA-AA-A01P-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
HS6ST1SNVMissense_Mutationc.1051G>Ap.Ala351Thrp.A351TO60243protein_codingdeleterious(0)probably_damaging(0.996)TCGA-AD-6964-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyfolfoxPD
HS6ST1SNVMissense_Mutationrs762113887c.893N>Ap.Arg298Hisp.R298HO60243protein_codingdeleterious(0)probably_damaging(0.997)TCGA-AZ-4313-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
HS6ST1SNVMissense_Mutationrs773632691c.754N>Tp.Arg252Cysp.R252CO60243protein_codingdeleterious(0)probably_damaging(0.986)TCGA-CM-4743-01Colorectumcolon adenocarcinomaMale>=65I/IIChemotherapycapecitabineSD
Page: 1 2 3 4 

Top

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
Page: 1