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: B3GALNT2

Gene summary for B3GALNT2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

B3GALNT2

Gene ID

148789

Gene namebeta-1,3-N-acetylgalactosaminyltransferase 2
Gene AliasB3GalNAc-T2
Cytomap1q42.3
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

Q8NCR0


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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
148789B3GALNT2CCI_1HumanCervixCC1.52e-087.56e-010.528
148789B3GALNT2CCI_2HumanCervixCC2.00e-057.22e-010.5249
148789B3GALNT2CCI_3HumanCervixCC2.71e-078.09e-010.516
148789B3GALNT2T3HumanCervixCC4.09e-062.30e-010.1389
148789B3GALNT2LZE4THumanEsophagusESCC1.88e-041.68e-010.0811
148789B3GALNT2LZE7THumanEsophagusESCC3.54e-085.10e-010.0667
148789B3GALNT2LZE8THumanEsophagusESCC4.42e-021.42e-010.067
148789B3GALNT2LZE24THumanEsophagusESCC3.19e-114.02e-010.0596
148789B3GALNT2LZE21THumanEsophagusESCC6.31e-052.75e-010.0655
148789B3GALNT2P1T-EHumanEsophagusESCC1.07e-034.38e-010.0875
148789B3GALNT2P2T-EHumanEsophagusESCC1.33e-305.17e-010.1177
148789B3GALNT2P4T-EHumanEsophagusESCC7.66e-153.03e-010.1323
148789B3GALNT2P5T-EHumanEsophagusESCC1.30e-223.95e-010.1327
148789B3GALNT2P8T-EHumanEsophagusESCC1.07e-071.30e-010.0889
148789B3GALNT2P9T-EHumanEsophagusESCC4.70e-083.71e-010.1131
148789B3GALNT2P10T-EHumanEsophagusESCC7.27e-376.04e-010.116
148789B3GALNT2P11T-EHumanEsophagusESCC2.36e-114.65e-010.1426
148789B3GALNT2P12T-EHumanEsophagusESCC5.02e-153.25e-010.1122
148789B3GALNT2P15T-EHumanEsophagusESCC6.87e-093.06e-010.1149
148789B3GALNT2P16T-EHumanEsophagusESCC1.42e-194.03e-010.1153
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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
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
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: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:00064931EsophagusESCCprotein O-linked glycosylation51/855286/187237.54e-032.70e-0251
GO:0006493LungAISprotein O-linked glycosylation17/184986/187234.04e-033.65e-0217
GO:00064863LungAISprotein glycosylation35/1849226/187234.93e-034.27e-0235
GO:00434133LungAISmacromolecule glycosylation35/1849226/187234.93e-034.27e-0235
GO:00064866ThyroidPTCprotein glycosylation94/5968226/187231.25e-037.13e-0394
GO:00434136ThyroidPTCmacromolecule glycosylation94/5968226/187231.25e-037.13e-0394
GO:00700855ThyroidPTCglycosylation96/5968240/187234.57e-032.15e-0296
GO:00091013ThyroidPTCglycoprotein biosynthetic process123/5968317/187235.05e-032.33e-02123
GO:00091003ThyroidPTCglycoprotein metabolic process147/5968387/187235.87e-032.64e-02147
GO:000648612ThyroidATCprotein glycosylation94/6293226/187237.11e-032.82e-0294
GO:004341312ThyroidATCmacromolecule glycosylation94/6293226/187237.11e-032.82e-0294
GO:000910011ThyroidATCglycoprotein metabolic process153/6293387/187237.90e-033.06e-02153
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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
B3GALNT2SNVMissense_Mutationnovelc.179N>Tp.Ala60Valp.A60VQ8NCR0protein_codingdeleterious(0)probably_damaging(0.989)TCGA-LL-A73Z-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinPD
B3GALNT2insertionNonsense_Mutationnovelc.778_779insAGAGAAAGAAAGp.Leu260delinsTerp.L260delins*Q8NCR0protein_codingTCGA-AR-A0U2-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapytamoxiphenPD
B3GALNT2SNVMissense_Mutationrs747653180c.259C>Tp.Arg87Cysp.R87CQ8NCR0protein_codingdeleterious(0.01)probably_damaging(0.98)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
B3GALNT2SNVMissense_Mutationc.1479T>Gp.Asp493Glup.D493EQ8NCR0protein_codingdeleterious(0.01)benign(0.424)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
B3GALNT2SNVMissense_Mutationc.148C>Gp.His50Aspp.H50DQ8NCR0protein_codingdeleterious(0.04)benign(0.108)TCGA-Q1-A73O-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
B3GALNT2deletionFrame_Shift_Delc.1148delGp.Gly383GlufsTer5p.G383Efs*5Q8NCR0protein_codingTCGA-AA-3973-01Colorectumcolon adenocarcinomaMale>=65III/IVTargeted Molecular therapybevacizumabSD
B3GALNT2SNVMissense_Mutationnovelc.973N>Cp.Val325Leup.V325LQ8NCR0protein_codingtolerated(0.05)benign(0.015)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
B3GALNT2SNVMissense_Mutationrs377646173c.493N>Ap.Asp165Asnp.D165NQ8NCR0protein_codingtolerated(0.25)benign(0.003)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
B3GALNT2SNVMissense_Mutationnovelc.1076N>Ap.Cys359Tyrp.C359YQ8NCR0protein_codingdeleterious(0.04)possibly_damaging(0.586)TCGA-A5-A2K3-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIChemotherapycarboplatinSD
B3GALNT2SNVMissense_Mutationnovelc.256N>Ap.Gln86Lysp.Q86KQ8NCR0protein_codingtolerated(0.32)benign(0)TCGA-A5-A2K5-01Endometriumuterine corpus endometrioid carcinomaFemale>=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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