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: ST3GAL2

Gene summary for ST3GAL2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ST3GAL2

Gene ID

6483

Gene nameST3 beta-galactoside alpha-2,3-sialyltransferase 2
Gene AliasGal-NAc6S
Cytomap16q22.1
Gene Typeprotein-coding
GO ID

GO:0001573

UniProtAcc

A0A024QZA4


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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
6483ST3GAL2HTA11_1938_2000001011HumanColorectumAD9.89e-042.98e-01-0.0811
6483ST3GAL2HTA11_347_2000001011HumanColorectumAD1.22e-021.22e-01-0.1954
6483ST3GAL2HTA11_1391_2000001011HumanColorectumAD3.63e-022.00e-01-0.059
6483ST3GAL2HTA11_866_3004761011HumanColorectumAD9.60e-051.91e-010.096
6483ST3GAL2HTA11_6818_2000001021HumanColorectumAD1.48e-135.57e-010.0588
6483ST3GAL2HTA11_99999971662_82457HumanColorectumMSS1.16e-114.83e-010.3859
6483ST3GAL2HTA11_99999974143_84620HumanColorectumMSS1.08e-042.86e-010.3005
6483ST3GAL2GSM6177620_NYU_UCEC1_lib1_lib1HumanEndometriumEEC6.19e-06-8.71e-02-0.1869
6483ST3GAL2GSM6177620_NYU_UCEC1_lib2_lib2HumanEndometriumEEC2.72e-03-1.09e-01-0.1875
6483ST3GAL2GSM6177620_NYU_UCEC1_lib3_lib3HumanEndometriumEEC1.48e-07-6.28e-02-0.1883
6483ST3GAL2GSM6177621_NYU_UCEC2_lib1_lib1HumanEndometriumEEC1.67e-02-6.58e-02-0.1934
6483ST3GAL2GSM6177622_NYU_UCEC3_lib1_lib1HumanEndometriumEEC7.85e-04-1.40e-01-0.1917
6483ST3GAL2GSM6177622_NYU_UCEC3_lib2_lib2HumanEndometriumEEC9.12e-08-1.40e-01-0.1916
6483ST3GAL2HCC1_MengHumanLiverHCC9.88e-16-7.29e-030.0246
6483ST3GAL2HCC1HumanLiverHCC2.46e-092.89e+000.5336
6483ST3GAL2HCC2HumanLiverHCC1.08e-132.51e+000.5341
6483ST3GAL2HCC5HumanLiverHCC2.19e-057.28e-010.4932
6483ST3GAL2S014HumanLiverHCC1.28e-083.27e-010.2254
6483ST3GAL2S015HumanLiverHCC2.24e-022.32e-010.2375
6483ST3GAL2S016HumanLiverHCC2.01e-062.49e-010.2243
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid 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:0016032ColorectumADviral process168/3918415/187234.67e-203.66e-17168
GO:0019080ColorectumADviral gene expression42/391894/187231.90e-078.02e-0642
GO:0019082ColorectumADviral protein processing17/391829/187231.04e-052.40e-0417
GO:0006790ColorectumADsulfur compound metabolic process101/3918339/187236.46e-051.07e-03101
GO:0030258ColorectumADlipid modification67/3918212/187231.66e-042.27e-0367
GO:0006486ColorectumADprotein glycosylation64/3918226/187234.86e-033.27e-0264
GO:0043413ColorectumADmacromolecule glycosylation64/3918226/187234.86e-033.27e-0264
GO:0070085ColorectumADglycosylation67/3918240/187235.78e-033.67e-0267
GO:00160322ColorectumMSSviral process157/3467415/187237.94e-216.19e-18157
GO:00190802ColorectumMSSviral gene expression41/346794/187231.74e-089.85e-0741
GO:00190821ColorectumMSSviral protein processing17/346729/187231.81e-065.70e-0517
GO:00067902ColorectumMSSsulfur compound metabolic process85/3467339/187231.52e-031.39e-0285
GO:00302582ColorectumMSSlipid modification57/3467212/187231.64e-031.49e-0257
GO:001603217EndometriumEECviral process112/2168415/187232.48e-181.35e-15112
GO:001908013EndometriumEECviral gene expression23/216894/187233.57e-043.91e-0323
GO:001603222LiverHCCviral process286/7958415/187234.41e-281.86e-25286
GO:001908021LiverHCCviral gene expression77/795894/187234.33e-153.12e-1377
GO:000679021LiverHCCsulfur compound metabolic process212/7958339/187235.60e-143.39e-12212
GO:00442722LiverHCCsulfur compound biosynthetic process95/7958148/187237.89e-081.58e-0695
GO:003025821LiverHCClipid modification123/7958212/187233.50e-064.58e-05123
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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
ST3GAL2SNVMissense_Mutationnovelc.732G>Cp.Lys244Asnp.K244NQ16842protein_codingprobably_damaging(1)TCGA-BH-A0E2-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinSD
ST3GAL2SNVMissense_Mutationrs758483209c.139N>Tp.Arg47Trpp.R47WQ16842protein_codingpossibly_damaging(0.857)TCGA-E9-A1ND-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyaromasinSD
ST3GAL2insertionNonsense_Mutationnovelc.733_734insGAGCCGGGCCTCGCCGCGACCCTTCCGGCCp.Ser245delinsTerp.S245delins*Q16842protein_codingTCGA-BH-A0E2-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinSD
ST3GAL2deletionFrame_Shift_Delnovelc.620delAp.Asn207ThrfsTer37p.N207Tfs*37Q16842protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
ST3GAL2SNVMissense_Mutationc.798C>Gp.His266Glnp.H266QQ16842protein_codingpossibly_damaging(0.879)TCGA-LP-A4AX-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
ST3GAL2deletionFrame_Shift_Delnovelc.439delCp.His147ThrfsTer31p.H147Tfs*31Q16842protein_codingTCGA-WS-AB45-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
ST3GAL2SNVMissense_Mutationnovelc.425N>Ap.Arg142Hisp.R142HQ16842protein_codingbenign(0.436)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
ST3GAL2SNVMissense_Mutationnovelc.500N>Ap.Gly167Glup.G167EQ16842protein_codingprobably_damaging(1)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
ST3GAL2SNVMissense_Mutationnovelc.799G>Ap.Asp267Asnp.D267NQ16842protein_codingprobably_damaging(0.977)TCGA-AJ-A3EL-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
ST3GAL2SNVMissense_Mutationc.682G>Ap.Ala228Thrp.A228TQ16842protein_codingbenign(0.013)TCGA-AP-A051-01Endometriumuterine corpus endometrioid carcinomaFemale>=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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