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: B4GALNT2

Gene summary for B4GALNT2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

B4GALNT2

Gene ID

124872

Gene namebeta-1,4-N-acetyl-galactosaminyltransferase 2
Gene AliasB4GALT
Cytomap17q21.32
Gene Typeprotein-coding
GO ID

GO:0005975

UniProtAcc

Q8NHY0


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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
124872B4GALNT2HTA11_2487_2000001011HumanColorectumSER3.19e-075.40e-01-0.1808
124872B4GALNT2HTA11_78_2000001011HumanColorectumAD1.24e-118.26e-01-0.1088
124872B4GALNT2HTA11_347_2000001011HumanColorectumAD3.20e-145.16e-01-0.1954
124872B4GALNT2HTA11_3361_2000001011HumanColorectumAD7.12e-125.68e-01-0.1207
124872B4GALNT2HTA11_83_2000001011HumanColorectumSER4.02e-159.21e-01-0.1526
124872B4GALNT2HTA11_696_2000001011HumanColorectumAD1.63e-075.20e-01-0.1464
124872B4GALNT2HTA11_866_2000001011HumanColorectumAD1.56e-106.57e-01-0.1001
124872B4GALNT2HTA11_546_2000001011HumanColorectumAD6.26e-109.12e-01-0.0842
124872B4GALNT2HTA11_99999970781_79442HumanColorectumMSS4.40e-09-2.42e-010.294
124872B4GALNT2HTA11_99999971662_82457HumanColorectumMSS8.87e-03-2.23e-010.3859
124872B4GALNT2HTA11_99999974143_84620HumanColorectumMSS2.22e-04-2.31e-010.3005
124872B4GALNT2A001-C-207HumanColorectumFAP1.14e-02-2.48e-010.1278
124872B4GALNT2A015-C-203HumanColorectumFAP2.71e-02-9.33e-02-0.1294
124872B4GALNT2A002-C-203HumanColorectumFAP2.81e-06-2.38e-010.2786
124872B4GALNT2A001-C-108HumanColorectumFAP6.26e-07-2.24e-01-0.0272
124872B4GALNT2A002-C-021HumanColorectumFAP7.14e-03-2.24e-010.1171
124872B4GALNT2A001-C-104HumanColorectumFAP7.35e-03-2.10e-010.0184
124872B4GALNT2A015-C-106HumanColorectumFAP7.07e-03-1.88e-01-0.0511
124872B4GALNT2A015-C-104HumanColorectumFAP9.97e-03-1.35e-01-0.1899
124872B4GALNT2A015-C-202HumanColorectumFAP3.72e-053.05e-01-0.0849
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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
∗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:0018279ColorectumADprotein N-linked glycosylation via asparagine15/391823/187235.47e-061.40e-0415
GO:0018196ColorectumADpeptidyl-asparagine modification15/391824/187231.18e-052.62e-0415
GO:0030258ColorectumADlipid modification67/3918212/187231.66e-042.27e-0367
GO:0006487ColorectumADprotein N-linked glycosylation25/391865/187239.12e-048.71e-0325
GO:0009225ColorectumADnucleotide-sugar metabolic process16/391836/187231.27e-031.12e-0216
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:0007162ColorectumSERnegative regulation of cell adhesion68/2897303/187238.02e-041.01e-0268
GO:00182791ColorectumSERprotein N-linked glycosylation via asparagine9/289723/187235.20e-033.95e-029
GO:00302581ColorectumSERlipid modification47/2897212/187236.01e-034.38e-0247
GO:0022408ColorectumSERnegative regulation of cell-cell adhesion44/2897196/187236.08e-034.42e-0244
GO:00092251ColorectumSERnucleotide-sugar metabolic process12/289736/187236.11e-034.42e-0212
GO:00181961ColorectumSERpeptidyl-asparagine modification9/289724/187237.19e-034.99e-029
GO:00182792ColorectumMSSprotein N-linked glycosylation via asparagine13/346723/187235.21e-059.31e-0413
GO:00181962ColorectumMSSpeptidyl-asparagine modification13/346724/187239.44e-051.49e-0313
GO:00064871ColorectumMSSprotein N-linked glycosylation23/346765/187239.47e-049.54e-0323
GO:00302582ColorectumMSSlipid modification57/3467212/187231.64e-031.49e-0257
GO:00092252ColorectumMSSnucleotide-sugar metabolic process14/346736/187233.40e-032.56e-0214
GO:00302583ColorectumFAPlipid modification52/2622212/187232.84e-056.49e-0452
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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
B4GALNT2SNVMissense_Mutationnovelc.1655N>Gp.Lys552Argp.K552RQ8NHY0protein_codingtolerated(0.08)possibly_damaging(0.82)TCGA-A2-A4S0-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
B4GALNT2SNVMissense_Mutationrs144833149c.488N>Tp.Ala163Valp.A163VQ8NHY0protein_codingdeleterious(0.03)possibly_damaging(0.806)TCGA-C8-A3M8-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenCR
B4GALNT2SNVMissense_Mutationnovelc.452N>Gp.Asn151Serp.N151SQ8NHY0protein_codingtolerated(0.09)benign(0.053)TCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
B4GALNT2insertionIn_Frame_Insnovelc.1342_1343insTAAGTGGTGTTGTGATCACAGTTAACTCTACTGCAAGTGGACAATp.Ala448delinsValSerGlyValValIleThrValAsnSerThrAlaSerGlyGlnSerp.A448delinsVSGVVITVNSTASGQSQ8NHY0protein_codingTCGA-AN-A04A-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
B4GALNT2insertionIn_Frame_Insnovelc.1383_1384insCCTTCAp.Asp461_Gly462insProSerp.D461_G462insPSQ8NHY0protein_codingTCGA-B6-A0RE-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
B4GALNT2insertionFrame_Shift_Insnovelc.1384_1385insCCAAAACTTTGTCACACAGTGAAACGTTp.Gly462AlafsTer37p.G462Afs*37Q8NHY0protein_codingTCGA-B6-A0RE-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
B4GALNT2SNVMissense_Mutationnovelc.227N>Cp.Val76Alap.V76AQ8NHY0protein_codingtolerated(0.06)benign(0.001)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
B4GALNT2SNVMissense_Mutationrs779668398c.785N>Ap.Arg262Glnp.R262QQ8NHY0protein_codingtolerated(0.08)benign(0.005)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
B4GALNT2SNVMissense_Mutationc.1273G>Ap.Val425Metp.V425MQ8NHY0protein_codingtolerated(0.13)benign(0.286)TCGA-DS-A1OC-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapygemcitabineSD
B4GALNT2SNVMissense_Mutationc.914C>Ap.Pro305Hisp.P305HQ8NHY0protein_codingdeleterious(0.02)probably_damaging(0.946)TCGA-5M-AAT6-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownPD
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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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