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: B4GALT4

Gene summary for B4GALT4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

B4GALT4

Gene ID

8702

Gene namebeta-1,4-galactosyltransferase 4
Gene AliasB4Gal-T4
Cytomap3q13.32
Gene Typeprotein-coding
GO ID

GO:0005975

UniProtAcc

B2RAZ5


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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
8702B4GALT4CCI_1HumanCervixCC4.01e-111.04e+000.528
8702B4GALT4CCI_3HumanCervixCC1.67e-033.36e-010.516
8702B4GALT4TumorHumanCervixCC1.04e-164.55e-010.1241
8702B4GALT4sample3HumanCervixCC1.41e-266.02e-010.1387
8702B4GALT4T3HumanCervixCC1.32e-326.08e-010.1389
8702B4GALT4LZE2THumanEsophagusESCC7.76e-056.50e-010.082
8702B4GALT4LZE4THumanEsophagusESCC1.76e-085.01e-010.0811
8702B4GALT4LZE5THumanEsophagusESCC4.17e-057.52e-010.0514
8702B4GALT4LZE7THumanEsophagusESCC4.82e-118.12e-010.0667
8702B4GALT4LZE8THumanEsophagusESCC1.52e-105.14e-010.067
8702B4GALT4LZE20THumanEsophagusESCC1.29e-104.54e-010.0662
8702B4GALT4LZE22D1HumanEsophagusHGIN3.01e-022.11e-010.0595
8702B4GALT4LZE22THumanEsophagusESCC1.20e-126.92e-010.068
8702B4GALT4LZE24THumanEsophagusESCC3.32e-411.25e+000.0596
8702B4GALT4LZE21THumanEsophagusESCC5.09e-043.84e-010.0655
8702B4GALT4P1T-EHumanEsophagusESCC4.10e-098.41e-010.0875
8702B4GALT4P2T-EHumanEsophagusESCC3.54e-202.96e-010.1177
8702B4GALT4P4T-EHumanEsophagusESCC8.10e-184.89e-010.1323
8702B4GALT4P5T-EHumanEsophagusESCC5.56e-122.51e-010.1327
8702B4GALT4P8T-EHumanEsophagusESCC8.47e-721.79e+000.0889
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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
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.

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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:00066433EsophagusESCCmembrane lipid metabolic process130/8552203/187239.29e-081.54e-06130
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:00066432Oral cavityOSCCmembrane lipid metabolic process111/7305203/187234.02e-064.69e-05111
GO:00091001Oral cavityOSCCglycoprotein metabolic process185/7305387/187232.37e-041.54e-03185
GO:00091011Oral cavityOSCCglycoprotein biosynthetic process151/7305317/187231.01e-035.26e-03151
GO:00064864Oral cavityOSCCprotein glycosylation111/7305226/187231.22e-036.10e-03111
GO:00434134Oral cavityOSCCmacromolecule glycosylation111/7305226/187231.22e-036.10e-03111
GO:00700853Oral cavityOSCCglycosylation117/7305240/187231.29e-036.42e-03117
GO:000664311Oral cavityLPmembrane lipid metabolic process69/4623203/187231.77e-031.34e-0269
GO:007008511Oral cavityLPglycosylation77/4623240/187235.60e-033.38e-0277
GO:000648611Oral cavityLPprotein glycosylation73/4623226/187235.72e-033.44e-0273
GO:004341311Oral cavityLPmacromolecule glycosylation73/4623226/187235.72e-033.44e-0273
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
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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
B4GALT4SNVMissense_Mutationc.634N>Tp.Pro212Serp.P212SO60513protein_codingdeleterious(0)probably_damaging(0.997)TCGA-A8-A09X-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
B4GALT4SNVMissense_Mutationnovelc.749N>Gp.Ser250Cysp.S250CO60513protein_codingdeleterious(0)probably_damaging(0.989)TCGA-BH-A0B6-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
B4GALT4SNVMissense_Mutationrs781600054c.895G>Ap.Ala299Thrp.A299TO60513protein_codingtolerated(0.06)benign(0)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
B4GALT4SNVMissense_Mutationc.943G>Ap.Asp315Asnp.D315NO60513protein_codingdeleterious(0)probably_damaging(0.998)TCGA-EK-A2IP-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
B4GALT4SNVMissense_Mutationnovelc.730N>Cp.Phe244Leup.F244LO60513protein_codingtolerated(1)benign(0.003)TCGA-5M-AAT4-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownPD
B4GALT4SNVMissense_Mutationnovelc.728N>Gp.Phe243Cysp.F243CO60513protein_codingdeleterious(0)probably_damaging(0.999)TCGA-5M-AAT4-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownPD
B4GALT4SNVMissense_Mutationc.401N>Gp.Glu134Glyp.E134GO60513protein_codingdeleterious(0)probably_damaging(0.993)TCGA-AA-3502-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
B4GALT4SNVMissense_Mutationc.464A>Gp.Tyr155Cysp.Y155CO60513protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-3815-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
B4GALT4SNVMissense_Mutationc.325N>Cp.Ser109Prop.S109PO60513protein_codingtolerated(0.3)benign(0.006)TCGA-AD-5900-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
B4GALT4SNVMissense_Mutationnovelc.310N>Ap.Glu104Lysp.E104KO60513protein_codingtolerated(0.54)benign(0.011)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
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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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