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: ST3GAL6

Gene summary for ST3GAL6

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ST3GAL6

Gene ID

10402

Gene nameST3 beta-galactoside alpha-2,3-sialyltransferase 6
Gene AliasSIAT10
Cytomap3q12.1
Gene Typeprotein-coding
GO ID

GO:0005975

UniProtAcc

A0A087WXB8


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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
10402ST3GAL6NAFLD1HumanLiverNAFLD7.03e-141.31e+00-0.04
10402ST3GAL6HCC1_MengHumanLiverHCC4.93e-45-4.65e-020.0246
10402ST3GAL6HCC2_MengHumanLiverHCC5.64e-06-1.21e-010.0107
10402ST3GAL6cirrhotic1HumanLiverCirrhotic6.06e-03-1.75e-010.0202
10402ST3GAL6cirrhotic2HumanLiverCirrhotic1.33e-03-1.70e-010.0201
10402ST3GAL6cirrhotic3HumanLiverCirrhotic4.11e-02-1.88e-010.0215
10402ST3GAL6HCC1HumanLiverHCC3.69e-021.69e+000.5336
10402ST3GAL6HCC2HumanLiverHCC5.85e-041.93e+000.5341
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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:0016051LiverNAFLDcarbohydrate biosynthetic process43/1882202/187231.55e-066.96e-0543
GO:00067904LiverNAFLDsulfur compound metabolic process58/1882339/187233.79e-059.38e-0458
GO:0044272LiverNAFLDsulfur compound biosynthetic process28/1882148/187237.52e-049.52e-0328
GO:0070741LiverNAFLDresponse to interleukin-612/188249/187232.77e-032.53e-0212
GO:0071354LiverNAFLDcellular response to interleukin-611/188245/187234.16e-033.47e-0211
GO:000679011LiverCirrhoticsulfur compound metabolic process129/4634339/187233.06e-081.04e-06129
GO:00442721LiverCirrhoticsulfur compound biosynthetic process58/4634148/187236.93e-057.83e-0458
GO:00160511LiverCirrhoticcarbohydrate biosynthetic process73/4634202/187231.91e-041.77e-0373
GO:0006643LiverCirrhoticmembrane lipid metabolic process69/4634203/187231.89e-031.19e-0269
GO:000679021LiverHCCsulfur compound metabolic process212/7958339/187235.60e-143.39e-12212
GO:00442722LiverHCCsulfur compound biosynthetic process95/7958148/187237.89e-081.58e-0695
GO:00066431LiverHCCmembrane lipid metabolic process115/7958203/187233.17e-053.22e-04115
GO:00160512LiverHCCcarbohydrate biosynthetic process113/7958202/187237.64e-056.83e-04113
GO:00064862LiverHCCprotein glycosylation122/7958226/187233.11e-042.21e-03122
GO:00434132LiverHCCmacromolecule glycosylation122/7958226/187233.11e-042.21e-03122
GO:00700852LiverHCCglycosylation128/7958240/187234.35e-042.92e-03128
GO:0009100LiverHCCglycoprotein metabolic process193/7958387/187231.89e-039.62e-03193
GO:0006664LiverHCCglycolipid metabolic process57/7958100/187232.40e-031.17e-0257
GO:1903509LiverHCCliposaccharide metabolic process57/7958101/187233.25e-031.49e-0257
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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
ST3GAL6SNVMissense_Mutationnovelc.327N>Tp.Arg109Serp.R109Sprotein_codingtolerated(0.08)possibly_damaging(0.757)TCGA-A7-A6VX-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydocetaxelCR
ST3GAL6SNVMissense_Mutationnovelc.976N>Ap.Glu326Lysp.E326Kprotein_codingdeleterious(0.05)probably_damaging(0.999)TCGA-AC-A6IW-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ST3GAL6insertionNonsense_Mutationnovelc.580_581insGATAGCCTCAACAACTTTCCCTTCTGTGGTTTTGTTCCCp.Val194delinsGlyTerProGlnGlnLeuSerLeuLeuTrpPheCysSerLeup.V194delinsG*PQQLSLLWFCSLprotein_codingTCGA-B6-A0IC-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ST3GAL6SNVMissense_Mutationnovelc.1075T>Cp.Tyr359Hisp.Y359Hprotein_codingtolerated(0.08)probably_damaging(0.97)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ST3GAL6SNVMissense_Mutationnovelc.736N>Tp.Asp246Tyrp.D246Yprotein_codingdeleterious(0)probably_damaging(1)TCGA-C5-A3HD-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
ST3GAL6SNVMissense_Mutationc.851N>Ap.Pro284Hisp.P284Hprotein_codingdeleterious(0.01)probably_damaging(1)TCGA-AA-3715-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
ST3GAL6SNVMissense_Mutationnovelc.548N>Gp.Lys183Argp.K183Rprotein_codingdeleterious(0.03)probably_damaging(0.911)TCGA-AA-3947-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
ST3GAL6SNVMissense_Mutationc.550N>Gp.Thr184Alap.T184Aprotein_codingdeleterious(0)possibly_damaging(0.508)TCGA-AD-6895-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
ST3GAL6SNVMissense_Mutationnovelc.543N>Tp.Lys181Asnp.K181Nprotein_codingdeleterious(0.02)probably_damaging(1)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
ST3GAL6SNVMissense_Mutationc.785N>Cp.Asn262Thrp.N262Tprotein_codingtolerated(0.12)benign(0.287)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<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
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