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: ST6GALNAC6

Gene summary for ST6GALNAC6

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ST6GALNAC6

Gene ID

30815

Gene nameST6 N-acetylgalactosaminide alpha-2,6-sialyltransferase 6
Gene AliasSIAT7-F
Cytomap9q34.11
Gene Typeprotein-coding
GO ID

GO:0001573

UniProtAcc

Q969X2


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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
30815ST6GALNAC6HTA11_2487_2000001011HumanColorectumSER1.16e-134.47e-01-0.1808
30815ST6GALNAC6HTA11_78_2000001011HumanColorectumAD4.96e-021.22e-01-0.1088
30815ST6GALNAC6HTA11_347_2000001011HumanColorectumAD3.13e-336.81e-01-0.1954
30815ST6GALNAC6HTA11_411_2000001011HumanColorectumSER9.56e-241.15e+00-0.2602
30815ST6GALNAC6HTA11_2112_2000001011HumanColorectumSER3.65e-221.00e+00-0.2196
30815ST6GALNAC6HTA11_696_2000001011HumanColorectumAD3.28e-346.36e-01-0.1464
30815ST6GALNAC6HTA11_866_2000001011HumanColorectumAD8.62e-041.27e-01-0.1001
30815ST6GALNAC6HTA11_2992_2000001011HumanColorectumSER2.03e-158.80e-01-0.1706
30815ST6GALNAC6HTA11_5212_2000001011HumanColorectumAD1.08e-241.03e+00-0.2061
30815ST6GALNAC6HTA11_5216_2000001011HumanColorectumSER3.03e-064.66e-01-0.1462
30815ST6GALNAC6HTA11_546_2000001011HumanColorectumAD4.17e-021.52e-01-0.0842
30815ST6GALNAC6LZE20THumanEsophagusESCC1.06e-052.47e-010.0662
30815ST6GALNAC6LZE24THumanEsophagusESCC6.80e-062.02e-010.0596
30815ST6GALNAC6P2T-EHumanEsophagusESCC1.23e-284.45e-010.1177
30815ST6GALNAC6P4T-EHumanEsophagusESCC1.30e-111.72e-010.1323
30815ST6GALNAC6P5T-EHumanEsophagusESCC4.45e-041.22e-010.1327
30815ST6GALNAC6P8T-EHumanEsophagusESCC1.33e-579.53e-010.0889
30815ST6GALNAC6P9T-EHumanEsophagusESCC2.18e-021.25e-010.1131
30815ST6GALNAC6P10T-EHumanEsophagusESCC2.05e-122.29e-010.116
30815ST6GALNAC6P11T-EHumanEsophagusESCC8.80e-072.84e-010.1426
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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
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:00066433EsophagusESCCmembrane lipid metabolic process130/8552203/187239.29e-081.54e-06130
GO:00091002EsophagusESCCglycoprotein metabolic process226/8552387/187232.64e-073.94e-06226
GO:00700854EsophagusESCCglycosylation144/8552240/187235.12e-065.38e-05144
GO:00464673EsophagusESCCmembrane lipid biosynthetic process91/8552142/187237.19e-067.19e-0591
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:00066652EsophagusESCCsphingolipid metabolic process96/8552155/187233.21e-052.66e-0496
GO:00160514EsophagusESCCcarbohydrate biosynthetic process117/8552202/187232.96e-041.79e-03117
GO:00066642EsophagusESCCglycolipid metabolic process63/8552100/187233.55e-042.06e-0363
GO:19035092EsophagusESCCliposaccharide metabolic process63/8552101/187235.25e-042.90e-0363
GO:00301481EsophagusESCCsphingolipid biosynthetic process62/8552103/187232.10e-039.38e-0362
GO:00066721EsophagusESCCceramide metabolic process61/8552102/187232.82e-031.19e-0261
GO:0009247EsophagusESCCglycolipid biosynthetic process42/855268/187235.48e-032.05e-0242
GO:0046513EsophagusESCCceramide biosynthetic process40/855265/187237.25e-032.63e-0240
GO:00066432Oral cavityOSCCmembrane lipid metabolic process111/7305203/187234.02e-064.69e-05111
GO:00066651Oral cavityOSCCsphingolipid metabolic process84/7305155/187238.64e-056.61e-0484
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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
ST6GALNAC6SNVMissense_Mutationnovelc.1033G>Cp.Gly345Argp.G345RQ969X2protein_codingbenign(0.003)TCGA-AR-A251-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinSD
ST6GALNAC6SNVMissense_Mutationnovelc.371N>Tp.Pro124Leup.P124LQ969X2protein_codingbenign(0.03)TCGA-B6-A400-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
ST6GALNAC6SNVMissense_Mutationnovelc.1046N>Tp.Ser349Phep.S349FQ969X2protein_codingbenign(0)TCGA-BH-A2L8-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanCR
ST6GALNAC6SNVMissense_Mutationc.949C>Tp.Arg317Cysp.R317CQ969X2protein_codingbenign(0.34)TCGA-E2-A1BD-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
ST6GALNAC6insertionIn_Frame_Insnovelc.572_573insTTTTGGAGCp.Lys191delinsAsnPheGlyAlap.K191delinsNFGAQ969X2protein_codingTCGA-A8-A07P-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapy5-fluorouracilSD
ST6GALNAC6insertionNonsense_Mutationnovelc.570_571insTACATATTTTGTTAGATTTATACCTAAATATTTAAAAp.Lys191TyrfsTer5p.K191Yfs*5Q969X2protein_codingTCGA-A8-A07P-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapy5-fluorouracilSD
ST6GALNAC6SNVMissense_Mutationrs748307110c.919N>Ap.Ala307Thrp.A307TQ969X2protein_codingbenign(0.374)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ST6GALNAC6SNVMissense_Mutationrs759946472c.820N>Ap.Ala274Thrp.A274TQ969X2protein_codingbenign(0.195)TCGA-A6-6140-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinSD
ST6GALNAC6SNVMissense_Mutationrs779271369c.652N>Ap.Gly218Serp.G218SQ969X2protein_codingbenign(0.022)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
ST6GALNAC6SNVMissense_Mutationrs138204383c.463N>Ap.Val155Ilep.V155IQ969X2protein_codingbenign(0.062)TCGA-AA-3949-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
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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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