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

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

Related drugs of malignant transformation related genes

Gene: ST3GAL4

Gene summary for ST3GAL4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ST3GAL4

Gene ID

6484

Gene nameST3 beta-galactoside alpha-2,3-sialyltransferase 4
Gene AliasCGS23
Cytomap11q24.2
Gene Typeprotein-coding
GO ID

GO:0002376

UniProtAcc

Q11206


Top

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
6484ST3GAL4LZE4THumanEsophagusESCC2.50e-051.58e-010.0811
6484ST3GAL4LZE5THumanEsophagusESCC6.94e-032.86e-010.0514
6484ST3GAL4LZE24THumanEsophagusESCC2.78e-047.44e-020.0596
6484ST3GAL4P2T-EHumanEsophagusESCC2.86e-791.40e+000.1177
6484ST3GAL4P4T-EHumanEsophagusESCC1.07e-102.77e-010.1323
6484ST3GAL4P5T-EHumanEsophagusESCC9.67e-056.86e-020.1327
6484ST3GAL4P8T-EHumanEsophagusESCC1.91e-235.28e-010.0889
6484ST3GAL4P9T-EHumanEsophagusESCC4.59e-072.76e-010.1131
6484ST3GAL4P10T-EHumanEsophagusESCC2.85e-132.39e-010.116
6484ST3GAL4P11T-EHumanEsophagusESCC1.91e-319.88e-010.1426
6484ST3GAL4P12T-EHumanEsophagusESCC8.65e-123.96e-010.1122
6484ST3GAL4P15T-EHumanEsophagusESCC1.05e-143.26e-010.1149
6484ST3GAL4P16T-EHumanEsophagusESCC3.26e-471.17e+000.1153
6484ST3GAL4P17T-EHumanEsophagusESCC5.84e-043.79e-010.1278
6484ST3GAL4P19T-EHumanEsophagusESCC1.38e-098.57e-010.1662
6484ST3GAL4P21T-EHumanEsophagusESCC3.00e-369.39e-010.1617
6484ST3GAL4P22T-EHumanEsophagusESCC5.95e-081.57e-010.1236
6484ST3GAL4P24T-EHumanEsophagusESCC9.75e-184.32e-010.1287
6484ST3GAL4P26T-EHumanEsophagusESCC9.48e-152.04e-010.1276
6484ST3GAL4P27T-EHumanEsophagusESCC5.30e-144.61e-010.1055
Page: 1 2 3 4 

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
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
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.

Top

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).
Page: 1 2 3 4 5 6 7 8 9 

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:004578527EsophagusESCCpositive regulation of cell adhesion255/8552437/187235.07e-089.11e-07255
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:004206027EsophagusESCCwound healing243/8552422/187234.62e-076.25e-06243
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:00190826EsophagusESCCviral protein processing24/855229/187234.50e-053.55e-0424
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:002240720EsophagusESCCregulation of cell-cell adhesion239/8552448/187235.88e-043.19e-03239
GO:002240919EsophagusESCCpositive regulation of cell-cell adhesion155/8552284/187231.50e-037.06e-03155
GO:00302586EsophagusESCClipid modification116/8552212/187234.90e-031.89e-02116
Page: 1 2 3 4 5 6 7 8 9 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
Page: 1 

Top

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
Page: 1 

Top

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.
Page: 1 

Top

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
ST3GAL4SNVMissense_Mutationc.972N>Ap.Met324Ilep.M324IQ11206protein_codingtolerated(0.21)benign(0)TCGA-D8-A13Z-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicineSD
ST3GAL4SNVMissense_Mutationc.601N>Cp.Glu201Glnp.E201QQ11206protein_codingtolerated(0.26)possibly_damaging(0.636)TCGA-D8-A27M-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapymethotrexate+5SD
ST3GAL4insertionIn_Frame_Insnovelc.872_873insAGTAGCTGGp.Gln291_Thr292insValAlaGlyp.Q291_T292insVAGQ11206protein_codingTCGA-AO-A0J5-01Breastbreast invasive carcinomaFemale<65III/IVOther, specify in notesBisphosphonatezoledronicPD
ST3GAL4insertionFrame_Shift_Insnovelc.874_875insTTACAGGCATGTACCACCACACCTGGp.Thr292IlefsTer100p.T292Ifs*100Q11206protein_codingTCGA-AO-A0J5-01Breastbreast invasive carcinomaFemale<65III/IVOther, specify in notesBisphosphonatezoledronicPD
ST3GAL4deletionFrame_Shift_Delc.496delNp.Arg166ValfsTer14p.R166Vfs*14Q11206protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
ST3GAL4deletionFrame_Shift_Delc.851delCp.Pro284GlnfsTer99p.P284Qfs*99Q11206protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
ST3GAL4SNVMissense_Mutationnovelc.839N>Ap.Gly280Aspp.G280DQ11206protein_codingdeleterious(0)probably_damaging(1)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ST3GAL4SNVMissense_Mutationrs767229905c.958N>Tp.Arg320Trpp.R320WQ11206protein_codingdeleterious(0)probably_damaging(0.986)TCGA-A6-6142-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfluorouracilPD
ST3GAL4SNVMissense_Mutationrs371057579c.191N>Ap.Arg64Glnp.R64QQ11206protein_codingtolerated(0.12)benign(0.104)TCGA-A5-A7WJ-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
ST3GAL4SNVMissense_Mutationnovelc.779N>Gp.Thr260Serp.T260SQ11206protein_codingdeleterious(0.01)probably_damaging(0.963)TCGA-AJ-A23O-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
Page: 1 2 3 4 

Top

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
Page: 1