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: ST6GALNAC1

Gene summary for ST6GALNAC1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ST6GALNAC1

Gene ID

55808

Gene nameST6 N-acetylgalactosaminide alpha-2,6-sialyltransferase 1
Gene AliasHSY11339
Cytomap17q25.1
Gene Typeprotein-coding
GO ID

GO:0005975

UniProtAcc

Q9NSC7


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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
55808ST6GALNAC1CA_HPV_1HumanCervixCC3.63e-03-1.39e-010.0264
55808ST6GALNAC1H2HumanCervixHSIL_HPV1.60e-296.38e-010.0632
55808ST6GALNAC1T2HumanCervixCC2.87e-075.26e-010.0709
55808ST6GALNAC1HTA11_2487_2000001011HumanColorectumSER1.98e-056.56e-01-0.1808
55808ST6GALNAC1HTA11_78_2000001011HumanColorectumAD2.13e-161.16e+00-0.1088
55808ST6GALNAC1HTA11_347_2000001011HumanColorectumAD2.92e-211.12e+00-0.1954
55808ST6GALNAC1HTA11_411_2000001011HumanColorectumSER4.14e-051.50e+00-0.2602
55808ST6GALNAC1HTA11_2112_2000001011HumanColorectumSER7.29e-039.62e-01-0.2196
55808ST6GALNAC1HTA11_696_2000001011HumanColorectumAD2.80e-251.41e+00-0.1464
55808ST6GALNAC1HTA11_866_2000001011HumanColorectumAD1.32e-128.18e-01-0.1001
55808ST6GALNAC1HTA11_5216_2000001011HumanColorectumSER3.88e-027.39e-01-0.1462
55808ST6GALNAC1HTA11_7862_2000001011HumanColorectumAD2.64e-035.68e-01-0.0179
55808ST6GALNAC1HTA11_6801_2000001011HumanColorectumSER1.81e-026.92e-010.0171
55808ST6GALNAC1HTA11_7696_3000711011HumanColorectumAD6.07e-051.36e-010.0674
55808ST6GALNAC1HTA11_99999965104_69814HumanColorectumMSS1.75e-024.94e-010.281
55808ST6GALNAC1HTA11_99999974143_84620HumanColorectumMSS6.14e-08-3.22e-010.3005
55808ST6GALNAC1A015-C-203HumanColorectumFAP4.16e-03-1.05e-01-0.1294
55808ST6GALNAC1A002-C-201HumanColorectumFAP3.16e-02-6.52e-020.0324
55808ST6GALNAC1A002-C-205HumanColorectumFAP1.76e-041.39e-02-0.1236
55808ST6GALNAC1A015-C-006HumanColorectumFAP1.61e-02-2.26e-02-0.0994
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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
EsophagusThe 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.ESCC: Esophageal squamous cell carcinoma
HGIN: High-grade intraepithelial neoplasias
LGIN: Low-grade intraepithelial neoplasias
Oral CavityThe 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.EOLP: Erosive Oral lichen planus
LP: leukoplakia
NEOLP: Non-erosive oral lichen planus
OSCC: Oral squamous cell carcinoma
∗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: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: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:00091002EsophagusESCCglycoprotein metabolic process226/8552387/187232.64e-073.94e-06226
GO:00700854EsophagusESCCglycosylation144/8552240/187235.12e-065.38e-05144
GO:00064865EsophagusESCCprotein glycosylation135/8552226/187231.36e-051.24e-04135
GO:00434135EsophagusESCCmacromolecule glycosylation135/8552226/187231.36e-051.24e-04135
GO:00091012EsophagusESCCglycoprotein biosynthetic process181/8552317/187232.54e-052.15e-04181
GO:00160514EsophagusESCCcarbohydrate biosynthetic process117/8552202/187232.96e-041.79e-03117
GO:00091001Oral cavityOSCCglycoprotein metabolic process185/7305387/187232.37e-041.54e-03185
GO:00091011Oral cavityOSCCglycoprotein biosynthetic process151/7305317/187231.01e-035.26e-03151
GO:00064864Oral cavityOSCCprotein glycosylation111/7305226/187231.22e-036.10e-03111
GO:00434134Oral cavityOSCCmacromolecule glycosylation111/7305226/187231.22e-036.10e-03111
GO:00700853Oral cavityOSCCglycosylation117/7305240/187231.29e-036.42e-03117
GO:00160513Oral cavityOSCCcarbohydrate biosynthetic process97/7305202/187235.50e-032.13e-0297
GO:007008511Oral cavityLPglycosylation77/4623240/187235.60e-033.38e-0277
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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
ST6GALNAC1SNVMissense_Mutationc.955G>Cp.Glu319Glnp.E319QQ9NSC7protein_codingpossibly_damaging(0.868)TCGA-A2-A0CT-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycytoxanSD
ST6GALNAC1SNVMissense_Mutationc.1661N>Gp.Tyr554Cysp.Y554CQ9NSC7protein_codingprobably_damaging(0.91)TCGA-A8-A06O-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyletrozoleSD
ST6GALNAC1SNVMissense_Mutationnovelc.1001N>Cp.Leu334Serp.L334SQ9NSC7protein_codingbenign(0.164)TCGA-AR-A0TY-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPaclitaxelPD
ST6GALNAC1SNVMissense_Mutationc.936N>Cp.Gln312Hisp.Q312HQ9NSC7protein_codingpossibly_damaging(0.748)TCGA-BH-A18P-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
ST6GALNAC1SNVMissense_Mutationc.1072N>Ap.Gly358Argp.G358RQ9NSC7protein_codingbenign(0.125)TCGA-E9-A244-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
ST6GALNAC1insertionNonsense_Mutationnovelc.1204_1205insTGAGCCTCACCGAGTGTTACTCGAGTCCAAAGTAGp.Gln402LeufsTer12p.Q402Lfs*12Q9NSC7protein_codingTCGA-B6-A0IM-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ST6GALNAC1SNVMissense_Mutationrs376555341c.1438N>Tp.Arg480Trpp.R480WQ9NSC7protein_codingbenign(0.025)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ST6GALNAC1SNVMissense_Mutationrs151127625c.1490N>Ap.Arg497Glnp.R497QQ9NSC7protein_codingprobably_damaging(0.999)TCGA-EK-A2PG-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
ST6GALNAC1SNVMissense_Mutationc.161G>Tp.Arg54Metp.R54MQ9NSC7protein_codingpossibly_damaging(0.778)TCGA-AD-A5EJ-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
ST6GALNAC1SNVMissense_Mutationnovelc.1377G>Tp.Met459Ilep.M459IQ9NSC7protein_codingbenign(0.113)TCGA-CA-6718-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownPD
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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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