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: HS3ST4

Gene summary for HS3ST4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

HS3ST4

Gene ID

9951

Gene nameheparan sulfate-glucosamine 3-sulfotransferase 4
Gene Alias3-OST-4
Cytomap16p12.1
Gene Typeprotein-coding
GO ID

GO:0006029

UniProtAcc

Q9Y661


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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
9951HS3ST4CCI_2HumanCervixCC3.08e-117.71e-010.5249
9951HS3ST4HTA11_3410_2000001011HumanColorectumAD4.75e-112.70e-010.0155
9951HS3ST4HTA11_2487_2000001011HumanColorectumSER2.77e-165.74e-01-0.1808
9951HS3ST4HTA11_2951_2000001011HumanColorectumAD3.19e-075.01e-010.0216
9951HS3ST4HTA11_1938_2000001011HumanColorectumAD4.81e-229.11e-01-0.0811
9951HS3ST4HTA11_78_2000001011HumanColorectumAD9.37e-267.37e-01-0.1088
9951HS3ST4HTA11_347_2000001011HumanColorectumAD1.53e-378.18e-01-0.1954
9951HS3ST4HTA11_411_2000001011HumanColorectumSER1.39e-159.86e-01-0.2602
9951HS3ST4HTA11_2112_2000001011HumanColorectumSER1.05e-045.71e-01-0.2196
9951HS3ST4HTA11_3361_2000001011HumanColorectumAD3.70e-156.58e-01-0.1207
9951HS3ST4HTA11_83_2000001011HumanColorectumSER8.69e-135.61e-01-0.1526
9951HS3ST4HTA11_696_2000001011HumanColorectumAD1.17e-206.25e-01-0.1464
9951HS3ST4HTA11_866_2000001011HumanColorectumAD1.30e-113.98e-01-0.1001
9951HS3ST4HTA11_1391_2000001011HumanColorectumAD1.20e-288.43e-01-0.059
9951HS3ST4HTA11_2992_2000001011HumanColorectumSER4.23e-147.69e-01-0.1706
9951HS3ST4HTA11_5212_2000001011HumanColorectumAD6.10e-136.22e-01-0.2061
9951HS3ST4HTA11_5216_2000001011HumanColorectumSER4.17e-176.16e-01-0.1462
9951HS3ST4HTA11_546_2000001011HumanColorectumAD1.79e-177.44e-01-0.0842
9951HS3ST4HTA11_9341_2000001011HumanColorectumSER2.27e-033.54e-01-0.00410000000000005
9951HS3ST4HTA11_7862_2000001011HumanColorectumAD6.80e-259.10e-01-0.0179
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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
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
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:0009100LiverHCCglycoprotein metabolic process193/7958387/187231.89e-039.62e-03193
GO:00091003ThyroidPTCglycoprotein metabolic process147/5968387/187235.87e-032.64e-02147
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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
HS3ST4SNVMissense_Mutationc.1072N>Ap.Glu358Lysp.E358KQ9Y661protein_codingdeleterious(0.01)probably_damaging(0.998)TCGA-BH-A1F8-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownPD
HS3ST4SNVMissense_Mutationnovelc.7N>Tp.Arg3Trpp.R3WQ9Y661protein_codingdeleterious_low_confidence(0)benign(0.056)TCGA-C8-A135-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
HS3ST4SNVMissense_Mutationc.1069G>Cp.Gly357Argp.G357RQ9Y661protein_codingdeleterious(0.01)probably_damaging(1)TCGA-C8-A1HJ-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
HS3ST4SNVMissense_Mutationc.896C>Gp.Thr299Argp.T299RQ9Y661protein_codingdeleterious(0)probably_damaging(1)TCGA-D8-A1JU-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
HS3ST4SNVMissense_Mutationc.1133A>Cp.Lys378Thrp.K378TQ9Y661protein_codingdeleterious(0.01)benign(0.11)TCGA-E9-A1RE-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapytamoxiphenSD
HS3ST4SNVMissense_Mutationnovelc.515C>Tp.Ala172Valp.A172VQ9Y661protein_codingtolerated_low_confidence(0.12)benign(0.073)TCGA-EA-A410-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
HS3ST4SNVMissense_Mutationnovelc.514G>Ap.Ala172Thrp.A172TQ9Y661protein_codingtolerated_low_confidence(0.14)benign(0.011)TCGA-VS-A94Z-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
HS3ST4SNVMissense_Mutationc.1147N>Cp.Glu383Glnp.E383QQ9Y661protein_codingtolerated(0.09)benign(0.372)TCGA-VS-A958-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
HS3ST4SNVMissense_Mutationc.1338T>Gp.Asp446Glup.D446EQ9Y661protein_codingdeleterious(0)benign(0.324)TCGA-A6-3810-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
HS3ST4SNVMissense_Mutationrs753467285c.1244N>Ap.Arg415Glnp.R415QQ9Y661protein_codingdeleterious(0.04)probably_damaging(0.999)TCGA-AA-A01R-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapy5-fluorouracilPD
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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
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