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: ST6GAL1

Gene summary for ST6GAL1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ST6GAL1

Gene ID

6480

Gene nameST6 beta-galactoside alpha-2,6-sialyltransferase 1
Gene AliasSIAT1
Cytomap3q27.3
Gene Typeprotein-coding
GO ID

GO:0002376

UniProtAcc

P15907


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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
6480ST6GAL1CA_HPV_1HumanCervixCC4.04e-03-2.59e-010.0264
6480ST6GAL1N_HPV_1HumanCervixN_HPV1.61e-03-2.34e-010.0079
6480ST6GAL1CCI_3HumanCervixCC1.92e-089.90e-010.516
6480ST6GAL1L1HumanCervixCC9.62e-05-3.17e-010.0802
6480ST6GAL1HTA11_866_3004761011HumanColorectumAD5.46e-034.61e-010.096
6480ST6GAL1HTA11_6818_2000001021HumanColorectumAD4.21e-035.33e-010.0588
6480ST6GAL1HTA11_99999970781_79442HumanColorectumMSS9.68e-095.76e-010.294
6480ST6GAL1HTA11_99999971662_82457HumanColorectumMSS4.85e-097.25e-010.3859
6480ST6GAL1A015-C-203HumanColorectumFAP1.07e-16-1.77e-01-0.1294
6480ST6GAL1A015-C-204HumanColorectumFAP7.47e-03-1.83e-01-0.0228
6480ST6GAL1A002-C-201HumanColorectumFAP3.69e-07-2.12e-010.0324
6480ST6GAL1A001-C-108HumanColorectumFAP4.30e-065.23e-02-0.0272
6480ST6GAL1A002-C-021HumanColorectumFAP4.85e-063.69e-010.1171
6480ST6GAL1A002-C-205HumanColorectumFAP5.99e-11-2.15e-01-0.1236
6480ST6GAL1A015-C-006HumanColorectumFAP7.98e-11-3.97e-01-0.0994
6480ST6GAL1A015-C-106HumanColorectumFAP2.82e-03-7.45e-02-0.0511
6480ST6GAL1A002-C-114HumanColorectumFAP1.76e-12-4.15e-01-0.1561
6480ST6GAL1A015-C-104HumanColorectumFAP5.10e-15-2.71e-01-0.1899
6480ST6GAL1A001-C-014HumanColorectumFAP1.62e-046.37e-020.0135
6480ST6GAL1A002-C-016HumanColorectumFAP4.96e-10-2.18e-010.0521
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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
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
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
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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
∗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:001603210CervixCCviral process109/2311415/187235.40e-156.46e-12109
GO:00190807CervixCCviral gene expression21/231194/187234.68e-032.82e-0221
GO:00069597CervixCChumoral immune response54/2311317/187238.57e-034.42e-0254
GO:000695921CervixN_HPVhumoral immune response31/534317/187232.53e-097.88e-0731
GO:001603225CervixN_HPVviral process33/534415/187231.23e-071.15e-0533
GO:001908012CervixN_HPVviral gene expression9/53494/187231.45e-031.54e-029
GO:0016032ColorectumADviral process168/3918415/187234.67e-203.66e-17168
GO:0019080ColorectumADviral gene expression42/391894/187231.90e-078.02e-0642
GO:0018279ColorectumADprotein N-linked glycosylation via asparagine15/391823/187235.47e-061.40e-0415
GO:0019082ColorectumADviral protein processing17/391829/187231.04e-052.40e-0417
GO:0018196ColorectumADpeptidyl-asparagine modification15/391824/187231.18e-052.62e-0415
GO:0006487ColorectumADprotein N-linked glycosylation25/391865/187239.12e-048.71e-0325
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:00182792ColorectumMSSprotein N-linked glycosylation via asparagine13/346723/187235.21e-059.31e-0413
GO:00181962ColorectumMSSpeptidyl-asparagine modification13/346724/187239.44e-051.49e-0313
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa005102ColorectumMSSN-Glycan biosynthesis20/187553/84657.17e-032.83e-021.73e-0220
hsa005103ColorectumMSSN-Glycan biosynthesis20/187553/84657.17e-032.83e-021.73e-0220
hsa0051023EsophagusESCCN-Glycan biosynthesis39/420553/84653.26e-041.15e-035.89e-0439
hsa0051033EsophagusESCCN-Glycan biosynthesis39/420553/84653.26e-041.15e-035.89e-0439
hsa005104LiverCirrhoticN-Glycan biosynthesis32/253053/84653.82e-064.10e-052.53e-0532
hsa0051011LiverCirrhoticN-Glycan biosynthesis32/253053/84653.82e-064.10e-052.53e-0532
hsa0051021LiverHCCN-Glycan biosynthesis40/402053/84652.95e-051.87e-041.04e-0440
hsa0051031LiverHCCN-Glycan biosynthesis40/402053/84652.95e-051.87e-041.04e-0440
hsa0051022Oral cavityLPN-Glycan biosynthesis31/241853/84654.86e-064.14e-052.67e-0531
hsa0051032Oral cavityLPN-Glycan biosynthesis31/241853/84654.86e-064.14e-052.67e-0531
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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
ST6GAL1SNVMissense_Mutationc.1123N>Ap.Glu375Lysp.E375KP15907protein_codingprobably_damaging(1)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
ST6GAL1SNVMissense_Mutationc.499N>Tp.Gly167Cysp.G167CP15907protein_codingprobably_damaging(0.932)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ST6GAL1insertionFrame_Shift_Insnovelc.485_486insACTGCTGTCCACGTTCAAAGCCCAAATTGAGTp.Ser163LeufsTer42p.S163Lfs*42P15907protein_codingTCGA-A8-A07P-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapy5-fluorouracilSD
ST6GAL1insertionFrame_Shift_Insnovelc.944_945insTCAGAAAATGAGGGCCp.Glu315AspfsTer27p.E315Dfs*27P15907protein_codingTCGA-BH-A0HK-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
ST6GAL1SNVMissense_Mutationc.52C>Tp.Leu18Phep.L18FP15907protein_codingbenign(0.01)TCGA-EK-A2IP-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
ST6GAL1SNVMissense_Mutationc.1004N>Ap.Cys335Tyrp.C335YP15907protein_codingprobably_damaging(1)TCGA-IR-A3LH-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ST6GAL1SNVMissense_Mutationnovelc.90G>Cp.Lys30Asnp.K30NP15907protein_codingpossibly_damaging(0.654)TCGA-VS-A94X-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
ST6GAL1SNVMissense_Mutationnovelc.164N>Tp.Ala55Valp.A55VP15907protein_codingbenign(0.036)TCGA-VS-A94Z-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ST6GAL1SNVMissense_Mutationrs138824619c.421N>Tp.Arg141Cysp.R141CP15907protein_codingpossibly_damaging(0.601)TCGA-VS-A9U6-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
ST6GAL1SNVMissense_Mutationnovelc.188N>Cp.Val63Alap.V63AP15907protein_codingbenign(0)TCGA-AA-3663-01Colorectumcolon 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
6480ST6GAL1DRUGGABLE GENOMEflucloxacillinFLOXACILLIN19483685
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