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: ST3GAL1

Gene summary for ST3GAL1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ST3GAL1

Gene ID

6482

Gene nameST3 beta-galactoside alpha-2,3-sialyltransferase 1
Gene AliasGal-NAc6S
Cytomap8q24.22
Gene Typeprotein-coding
GO ID

GO:0001573

UniProtAcc

A0A024R9L6


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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
6482ST3GAL1LZE4THumanEsophagusESCC9.12e-187.55e-010.0811
6482ST3GAL1LZE7THumanEsophagusESCC1.73e-041.28e-010.0667
6482ST3GAL1LZE8THumanEsophagusESCC5.93e-083.23e-010.067
6482ST3GAL1LZE20THumanEsophagusESCC2.76e-038.06e-020.0662
6482ST3GAL1LZE24THumanEsophagusESCC1.21e-031.14e-020.0596
6482ST3GAL1LZE21THumanEsophagusESCC9.70e-044.09e-010.0655
6482ST3GAL1P1T-EHumanEsophagusESCC1.67e-023.87e-010.0875
6482ST3GAL1P2T-EHumanEsophagusESCC5.62e-03-3.85e-020.1177
6482ST3GAL1P4T-EHumanEsophagusESCC4.38e-047.77e-020.1323
6482ST3GAL1P5T-EHumanEsophagusESCC9.54e-061.73e-010.1327
6482ST3GAL1P8T-EHumanEsophagusESCC8.50e-124.88e-010.0889
6482ST3GAL1P9T-EHumanEsophagusESCC2.23e-075.06e-020.1131
6482ST3GAL1P10T-EHumanEsophagusESCC7.35e-041.80e-020.116
6482ST3GAL1P12T-EHumanEsophagusESCC2.03e-491.31e+000.1122
6482ST3GAL1P15T-EHumanEsophagusESCC7.22e-348.68e-010.1149
6482ST3GAL1P16T-EHumanEsophagusESCC5.38e-112.56e-010.1153
6482ST3GAL1P21T-EHumanEsophagusESCC8.55e-062.97e-030.1617
6482ST3GAL1P23T-EHumanEsophagusESCC1.75e-235.95e-010.108
6482ST3GAL1P24T-EHumanEsophagusESCC7.03e-048.20e-020.1287
6482ST3GAL1P26T-EHumanEsophagusESCC5.96e-337.10e-010.1276
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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:0016032111EsophagusESCCviral process301/8552415/187233.34e-291.32e-26301
GO:001908017EsophagusESCCviral gene expression80/855294/187232.04e-151.28e-1380
GO:000648714EsophagusESCCprotein N-linked glycosylation51/855265/187236.41e-081.13e-0651
GO:00066433EsophagusESCCmembrane lipid metabolic process130/8552203/187239.29e-081.54e-06130
GO:00091002EsophagusESCCglycoprotein metabolic process226/8552387/187232.64e-073.94e-06226
GO:00067906EsophagusESCCsulfur compound metabolic process201/8552339/187232.64e-073.94e-06201
GO:00442725EsophagusESCCsulfur compound biosynthetic process96/8552148/187231.86e-062.16e-0596
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:00190826EsophagusESCCviral protein processing24/855229/187234.50e-053.55e-0424
GO:00066642EsophagusESCCglycolipid metabolic process63/8552100/187233.55e-042.06e-0363
GO:19035092EsophagusESCCliposaccharide metabolic process63/8552101/187235.25e-042.90e-0363
GO:00718871EsophagusESCCleukocyte apoptotic process65/8552106/187238.39e-044.32e-0365
GO:19031317EsophagusESCCmononuclear cell differentiation226/8552426/187231.20e-035.88e-03226
GO:00702271EsophagusESCClymphocyte apoptotic process46/855272/187231.39e-036.62e-0346
GO:00301481EsophagusESCCsphingolipid biosynthetic process62/8552103/187232.10e-039.38e-0362
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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
ST3GAL1SNVMissense_Mutationc.680C>Tp.Ser227Phep.S227FQ11201protein_codingbenign(0.094)TCGA-EW-A1IZ-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapytaxotereSD
ST3GAL1insertionFrame_Shift_Insnovelc.768_769insTp.Asp257Terp.D257*Q11201protein_codingTCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ST3GAL1deletionFrame_Shift_Delnovelc.326delAp.Lys109SerfsTer5p.K109Sfs*5Q11201protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
ST3GAL1SNVMissense_Mutationc.515N>Tp.Ala172Valp.A172VQ11201protein_codingpossibly_damaging(0.885)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ST3GAL1SNVMissense_Mutationc.1019N>Ap.Arg340Lysp.R340KQ11201protein_codingbenign(0.277)TCGA-IR-A3LA-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ST3GAL1SNVMissense_Mutationrs145826176c.430G>Ap.Val144Ilep.V144IQ11201protein_codingpossibly_damaging(0.851)TCGA-AA-3673-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
ST3GAL1SNVMissense_Mutationc.628N>Gp.Lys210Glup.K210EQ11201protein_codingprobably_damaging(0.999)TCGA-AA-3811-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
ST3GAL1SNVMissense_Mutationnovelc.755N>Gp.Ile252Serp.I252SQ11201protein_codingprobably_damaging(0.925)TCGA-AA-A02H-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
ST3GAL1SNVMissense_Mutationrs145826176c.430N>Ap.Val144Ilep.V144IQ11201protein_codingpossibly_damaging(0.851)TCGA-AD-A5EJ-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
ST3GAL1SNVMissense_Mutationc.572N>Gp.Tyr191Cysp.Y191CQ11201protein_codingprobably_damaging(1)TCGA-AU-6004-01Colorectumcolon adenocarcinomaFemale>=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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