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: B4GALNT3

Gene summary for B4GALNT3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

B4GALNT3

Gene ID

283358

Gene namebeta-1,4-N-acetyl-galactosaminyltransferase 3
Gene AliasB4GALNT3
Cytomap12p13.33
Gene Typeprotein-coding
GO ID

GO:0005575

UniProtAcc

Q6L9W6


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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
283358B4GALNT3CCI_1HumanCervixCC9.15e-108.77e-010.528
283358B4GALNT3CCI_2HumanCervixCC2.36e-086.12e-010.5249
283358B4GALNT3CCI_3HumanCervixCC3.39e-045.73e-010.516
283358B4GALNT3HTA11_3410_2000001011HumanColorectumAD2.98e-17-6.81e-010.0155
283358B4GALNT3HTA11_2951_2000001011HumanColorectumAD4.05e-04-9.07e-010.0216
283358B4GALNT3HTA11_411_2000001011HumanColorectumSER3.33e-036.45e-01-0.2602
283358B4GALNT3HTA11_3361_2000001011HumanColorectumAD2.08e-05-4.57e-01-0.1207
283358B4GALNT3HTA11_866_3004761011HumanColorectumAD9.86e-12-5.88e-010.096
283358B4GALNT3HTA11_8622_2000001021HumanColorectumSER2.69e-02-5.85e-010.0528
283358B4GALNT3HTA11_7663_2000001011HumanColorectumSER1.09e-03-7.95e-010.0131
283358B4GALNT3HTA11_10711_2000001011HumanColorectumAD5.26e-07-6.45e-010.0338
283358B4GALNT3HTA11_7696_3000711011HumanColorectumAD3.96e-09-4.93e-010.0674
283358B4GALNT3HTA11_6818_2000001021HumanColorectumAD1.14e-02-4.99e-010.0588
283358B4GALNT3HTA11_99999970781_79442HumanColorectumMSS1.31e-27-7.12e-010.294
283358B4GALNT3HTA11_99999971662_82457HumanColorectumMSS4.96e-02-2.68e-010.3859
283358B4GALNT3HTA11_99999974143_84620HumanColorectumMSS7.14e-09-5.14e-010.3005
283358B4GALNT3F007HumanColorectumFAP2.34e-13-7.30e-010.1176
283358B4GALNT3A002-C-010HumanColorectumFAP1.24e-13-5.56e-010.242
283358B4GALNT3A001-C-207HumanColorectumFAP5.95e-04-3.80e-010.1278
283358B4GALNT3A015-C-203HumanColorectumFAP1.97e-35-5.95e-01-0.1294
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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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
∗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
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa00513ColorectumMSSVarious types of N-glycan biosynthesis16/187542/84651.39e-024.53e-022.77e-0216
hsa005131ColorectumMSSVarious types of N-glycan biosynthesis16/187542/84651.39e-024.53e-022.77e-0216
hsa005136EsophagusESCCVarious types of N-glycan biosynthesis31/420542/84651.23e-033.78e-031.93e-0331
hsa0051313EsophagusESCCVarious types of N-glycan biosynthesis31/420542/84651.23e-033.78e-031.93e-0331
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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
B4GALNT3SNVMissense_Mutationnovelc.2518A>Gp.Arg840Glyp.R840GQ6L9W6protein_codingdeleterious(0.05)benign(0.266)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
B4GALNT3SNVMissense_Mutationc.1205A>Tp.Asp402Valp.D402VQ6L9W6protein_codingdeleterious(0.01)possibly_damaging(0.543)TCGA-AN-A0AR-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
B4GALNT3SNVMissense_Mutationnovelc.2287C>Ap.Gln763Lysp.Q763KQ6L9W6protein_codingtolerated(0.44)benign(0.043)TCGA-AN-A0FK-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
B4GALNT3SNVMissense_Mutationrs142955460c.2078N>Ap.Arg693Hisp.R693HQ6L9W6protein_codingdeleterious(0.02)possibly_damaging(0.88)TCGA-C8-A12K-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
B4GALNT3deletionFrame_Shift_Delnovelc.2779delNp.Phe928SerfsTer17p.F928Sfs*17Q6L9W6protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
B4GALNT3SNVMissense_Mutationrs747342036c.775N>Ap.Val259Metp.V259MQ6L9W6protein_codingdeleterious(0.01)probably_damaging(1)TCGA-DS-A1OB-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
B4GALNT3SNVMissense_Mutationc.1627N>Gp.Gln543Glup.Q543EQ6L9W6protein_codingtolerated(1)benign(0.003)TCGA-IR-A3LA-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
B4GALNT3SNVMissense_Mutationnovelc.2285N>Cp.Arg762Thrp.R762TQ6L9W6protein_codingtolerated(0.12)benign(0.044)TCGA-VS-A9UR-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
B4GALNT3deletionFrame_Shift_Delnovelc.1278delNp.Glu427LysfsTer4p.E427Kfs*4Q6L9W6protein_codingTCGA-LP-A4AV-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
B4GALNT3SNVMissense_Mutationrs201901859c.452N>Ap.Arg151Hisp.R151HQ6L9W6protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-3510-01Colorectumcolon 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
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