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: ST6GALNAC3

Gene summary for ST6GALNAC3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ST6GALNAC3

Gene ID

256435

Gene nameST6 N-acetylgalactosaminide alpha-2,6-sialyltransferase 3
Gene AliasPRO7177
Cytomap1p31.1
Gene Typeprotein-coding
GO ID

GO:0001573

UniProtAcc

Q8NDV1


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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
256435ST6GALNAC3HTA11_3410_2000001011HumanColorectumAD6.47e-13-5.98e-010.0155
256435ST6GALNAC3HTA11_2487_2000001011HumanColorectumSER3.04e-02-4.90e-01-0.1808
256435ST6GALNAC3HTA11_1938_2000001011HumanColorectumAD1.49e-06-6.15e-01-0.0811
256435ST6GALNAC3HTA11_3361_2000001011HumanColorectumAD2.27e-02-5.11e-01-0.1207
256435ST6GALNAC3HTA11_866_2000001011HumanColorectumAD9.10e-07-4.63e-01-0.1001
256435ST6GALNAC3HTA11_866_3004761011HumanColorectumAD2.26e-10-5.91e-010.096
256435ST6GALNAC3HTA11_10711_2000001011HumanColorectumAD1.26e-05-5.75e-010.0338
256435ST6GALNAC3HTA11_7696_3000711011HumanColorectumAD4.46e-08-4.77e-010.0674
256435ST6GALNAC3HTA11_6818_2000001021HumanColorectumAD1.93e-02-5.09e-010.0588
256435ST6GALNAC3HTA11_99999970781_79442HumanColorectumMSS3.30e-25-6.35e-010.294
256435ST6GALNAC3HTA11_99999965104_69814HumanColorectumMSS4.93e-06-6.29e-010.281
256435ST6GALNAC3HTA11_99999973899_84307HumanColorectumMSS1.17e-05-6.63e-010.2585
256435ST6GALNAC3HTA11_99999974143_84620HumanColorectumMSS4.31e-23-6.31e-010.3005
256435ST6GALNAC3F007HumanColorectumFAP2.59e-08-6.17e-010.1176
256435ST6GALNAC3A002-C-010HumanColorectumFAP3.40e-11-4.92e-010.242
256435ST6GALNAC3A001-C-207HumanColorectumFAP2.87e-11-5.95e-010.1278
256435ST6GALNAC3A015-C-203HumanColorectumFAP1.18e-21-5.41e-01-0.1294
256435ST6GALNAC3A015-C-204HumanColorectumFAP5.20e-13-6.02e-01-0.0228
256435ST6GALNAC3A014-C-040HumanColorectumFAP1.56e-02-5.27e-01-0.1184
256435ST6GALNAC3A002-C-201HumanColorectumFAP6.07e-19-6.11e-010.0324
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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
∗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: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:00160321ColorectumSERviral process118/2897415/187238.36e-121.65e-09118
GO:00190801ColorectumSERviral gene expression29/289794/187231.32e-042.66e-0329
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:00160324ColorectumFAPviral process114/2622415/187233.00e-132.63e-10114
GO:00190804ColorectumFAPviral gene expression29/262294/187232.07e-055.05e-0429
GO:00190822ColorectumFAPviral protein processing11/262229/187231.20e-031.14e-0211
GO:00064861ColorectumFAPprotein glycosylation48/2622226/187231.85e-031.57e-0248
GO:00434131ColorectumFAPmacromolecule glycosylation48/2622226/187231.85e-031.57e-0248
GO:00700851ColorectumFAPglycosylation50/2622240/187232.30e-031.85e-0250
GO:0009101ColorectumFAPglycoprotein biosynthetic process63/2622317/187232.31e-031.86e-0263
GO:00160325ColorectumCRCviral process95/2078415/187233.31e-123.30e-0995
GO:00190805ColorectumCRCviral gene expression26/207894/187237.43e-062.72e-0426
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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
ST6GALNAC3SNVMissense_Mutationnovelc.228C>Ap.Asp76Glup.D76EQ8NDV1protein_codingbenign(0.103)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ST6GALNAC3SNVMissense_Mutationrs376599589c.421N>Tp.Asp141Tyrp.D141YQ8NDV1protein_codingbenign(0.026)TCGA-AO-A03T-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
ST6GALNAC3SNVMissense_Mutationc.113A>Gp.Asn38Serp.N38SQ8NDV1protein_codingbenign(0)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ST6GALNAC3SNVMissense_Mutationc.272G>Ap.Gly91Aspp.G91DQ8NDV1protein_codingpossibly_damaging(0.612)TCGA-E9-A1R0-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
ST6GALNAC3insertionFrame_Shift_Insnovelc.622_623insCAACTCGAATCATp.Arg208ThrfsTer37p.R208Tfs*37Q8NDV1protein_codingTCGA-A1-A0SM-01Breastbreast invasive carcinomaMale>=65I/IIUnknownUnknownSD
ST6GALNAC3insertionIn_Frame_Insnovelc.414_415insGTCp.Lys138_Asn139insValp.K138_N139insVQ8NDV1protein_codingTCGA-A2-A04Y-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
ST6GALNAC3insertionFrame_Shift_Insnovelc.415_416insAGTTTTTTTCAAAAGTTTTATCTTTGp.Asn139LysfsTer32p.N139Kfs*32Q8NDV1protein_codingTCGA-A2-A04Y-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
ST6GALNAC3SNVMissense_Mutationrs764007928c.77N>Ap.Arg26Hisp.R26HQ8NDV1protein_codingbenign(0)TCGA-EX-A69M-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
ST6GALNAC3SNVMissense_Mutationrs373383533c.476G>Ap.Arg159Hisp.R159HQ8NDV1protein_codingprobably_damaging(0.97)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ST6GALNAC3SNVMissense_Mutationc.305N>Tp.Ser102Phep.S102FQ8NDV1protein_codingprobably_damaging(0.91)TCGA-IR-A3LA-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
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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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