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: ST6GAL2

Gene summary for ST6GAL2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ST6GAL2

Gene ID

84620

Gene nameST6 beta-galactoside alpha-2,6-sialyltransferase 2
Gene AliasSIAT2
Cytomap2q12.3
Gene Typeprotein-coding
GO ID

GO:0005975

UniProtAcc

Q96JF0


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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
84620ST6GAL2HCC1HumanLiverHCC8.27e-053.12e-010.5336
84620ST6GAL2HCC2HumanLiverHCC1.30e-156.74e-010.5341
84620ST6GAL2HCC5HumanLiverHCC3.66e-167.84e-010.4932
84620ST6GAL2male-WTAHumanThyroidPTC2.63e-223.52e-010.1037
84620ST6GAL2PTC01HumanThyroidPTC4.66e-122.67e-010.1899
84620ST6GAL2PTC04HumanThyroidPTC8.66e-031.78e-010.1927
84620ST6GAL2PTC05HumanThyroidPTC3.49e-067.10e-010.2065
84620ST6GAL2PTC06HumanThyroidPTC1.72e-208.58e-010.2057
84620ST6GAL2PTC07HumanThyroidPTC3.32e-277.16e-010.2044
84620ST6GAL2ATC13HumanThyroidATC6.42e-061.97e-010.34
84620ST6GAL2ATC4HumanThyroidATC1.35e-02-9.01e-020.34
84620ST6GAL2ATC5HumanThyroidATC2.08e-052.22e-010.34
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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
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: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:00064866ThyroidPTCprotein glycosylation94/5968226/187231.25e-037.13e-0394
GO:00434136ThyroidPTCmacromolecule glycosylation94/5968226/187231.25e-037.13e-0394
GO:00700855ThyroidPTCglycosylation96/5968240/187234.57e-032.15e-0296
GO:00091013ThyroidPTCglycoprotein biosynthetic process123/5968317/187235.05e-032.33e-02123
GO:00091003ThyroidPTCglycoprotein metabolic process147/5968387/187235.87e-032.64e-02147
GO:000648612ThyroidATCprotein glycosylation94/6293226/187237.11e-032.82e-0294
GO:004341312ThyroidATCmacromolecule glycosylation94/6293226/187237.11e-032.82e-0294
GO:000910011ThyroidATCglycoprotein metabolic process153/6293387/187237.90e-033.06e-02153
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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
ST6GAL2SNVMissense_Mutationrs376167669c.703G>Ap.Gly235Argp.G235RQ96JF0protein_codingbenign(0.02)TCGA-3C-AALI-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPoly EComplete Response
ST6GAL2SNVMissense_Mutationc.157N>Tp.Pro53Serp.P53SQ96JF0protein_codingpossibly_damaging(0.514)TCGA-D8-A1Y1-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapytamoxiphenPD
ST6GAL2insertionFrame_Shift_Insnovelc.244_245insCp.Arg82ProfsTer26p.R82Pfs*26Q96JF0protein_codingTCGA-LL-A8F5-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
ST6GAL2SNVMissense_Mutationnovelc.1199G>Tp.Arg400Ilep.R400IQ96JF0protein_codingbenign(0.309)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ST6GAL2SNVMissense_Mutationc.328N>Cp.Glu110Glnp.E110QQ96JF0protein_codingpossibly_damaging(0.879)TCGA-C5-A1BI-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinSD
ST6GAL2SNVMissense_Mutationc.44N>Ap.Gly15Glup.G15EQ96JF0protein_codingprobably_damaging(0.967)TCGA-C5-A1BI-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinSD
ST6GAL2SNVMissense_Mutationc.382N>Ap.Asp128Asnp.D128NQ96JF0protein_codingbenign(0.001)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
ST6GAL2SNVMissense_Mutationc.947N>Ap.Ser316Tyrp.S316YQ96JF0protein_codingprobably_damaging(0.967)TCGA-VS-A9U5-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ST6GAL2SNVMissense_Mutationrs533150647c.1024N>Tp.Arg342Cysp.R342CQ96JF0protein_codingprobably_damaging(1)TCGA-A6-5661-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
ST6GAL2SNVMissense_Mutationc.388G>Tp.Asp130Tyrp.D130YQ96JF0protein_codingpossibly_damaging(0.706)TCGA-AA-3510-01Colorectumcolon 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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