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: GALNT3

Gene summary for GALNT3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

GALNT3

Gene ID

2591

Gene namepolypeptide N-acetylgalactosaminyltransferase 3
Gene AliasGalNAc-T3
Cytomap2q24.3
Gene Typeprotein-coding
GO ID

GO:0005975

UniProtAcc

Q14435


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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
2591GALNT3HTA11_78_2000001011HumanColorectumAD1.46e-095.51e-01-0.1088
2591GALNT3A015-C-203HumanColorectumFAP3.67e-08-1.15e-01-0.1294
2591GALNT3A001-C-108HumanColorectumFAP2.61e-03-5.63e-02-0.0272
2591GALNT3A002-C-205HumanColorectumFAP2.51e-03-1.56e-01-0.1236
2591GALNT3A015-C-006HumanColorectumFAP8.74e-03-2.43e-01-0.0994
2591GALNT3A015-C-106HumanColorectumFAP5.35e-05-1.48e-01-0.0511
2591GALNT3A015-C-104HumanColorectumFAP4.63e-11-1.94e-01-0.1899
2591GALNT3A001-C-014HumanColorectumFAP2.02e-04-1.50e-010.0135
2591GALNT3A002-C-016HumanColorectumFAP1.47e-04-1.27e-010.0521
2591GALNT3A002-C-116HumanColorectumFAP1.64e-10-1.71e-01-0.0452
2591GALNT3A018-E-020HumanColorectumFAP4.98e-03-1.40e-01-0.2034
2591GALNT3F034HumanColorectumFAP3.00e-04-1.29e-01-0.0665
2591GALNT3LZE2THumanEsophagusESCC3.24e-035.13e-010.082
2591GALNT3LZE4THumanEsophagusESCC1.26e-131.83e-010.0811
2591GALNT3LZE5THumanEsophagusESCC2.17e-054.29e-010.0514
2591GALNT3LZE7THumanEsophagusESCC4.43e-054.75e-010.0667
2591GALNT3LZE8THumanEsophagusESCC1.81e-074.16e-020.067
2591GALNT3LZE20THumanEsophagusESCC1.88e-051.57e-010.0662
2591GALNT3LZE24THumanEsophagusESCC3.35e-174.00e-010.0596
2591GALNT3LZE6THumanEsophagusESCC2.91e-031.18e-020.0845
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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
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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
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:0018210ColorectumADpeptidyl-threonine modification40/3918125/187232.44e-031.88e-0240
GO:0018209ColorectumADpeptidyl-serine modification92/3918338/187233.19e-032.36e-0292
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:00182092ColorectumFAPpeptidyl-serine modification73/2622338/187238.47e-051.51e-0373
GO:00182102ColorectumFAPpeptidyl-threonine modification31/2622125/187238.93e-049.08e-0331
GO:00064861ColorectumFAPprotein glycosylation48/2622226/187231.85e-031.57e-0248
GO:00434131ColorectumFAPmacromolecule glycosylation48/2622226/187231.85e-031.57e-0248
GO:00700851ColorectumFAPglycosylation50/2622240/187232.30e-031.85e-0250
GO:0009101ColorectumFAPglycoprotein biosynthetic process63/2622317/187232.31e-031.86e-0263
GO:00091002EsophagusESCCglycoprotein metabolic process226/8552387/187232.64e-073.94e-06226
GO:00182099EsophagusESCCpeptidyl-serine modification196/8552338/187233.07e-063.47e-05196
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:001821010EsophagusESCCpeptidyl-threonine modification70/8552125/187231.29e-024.25e-0270
GO:00182098Oral cavityOSCCpeptidyl-serine modification175/7305338/187231.09e-061.46e-05175
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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
GALNT3SNVMissense_Mutationnovelc.1082N>Ap.Thr361Asnp.T361NQ14435protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A7-A6VX-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydocetaxelCR
GALNT3SNVMissense_Mutationc.1432N>Tp.His478Tyrp.H478YQ14435protein_codingdeleterious(0)benign(0.065)TCGA-BH-A0BZ-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinCR
GALNT3insertionNonsense_Mutationnovelc.335_336insAAAATAAAATACCAp.Asp112GlufsTer3p.D112Efs*3Q14435protein_codingTCGA-A8-A06P-01Breastbreast invasive carcinomaFemale<65III/IVUnspecificSD
GALNT3insertionFrame_Shift_Insnovelc.601_602insCCCAAAGp.Leu201SerfsTer5p.L201Sfs*5Q14435protein_codingTCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
GALNT3SNVMissense_Mutationrs547467910c.533N>Gp.Phe178Cysp.F178CQ14435protein_codingdeleterious(0)probably_damaging(0.96)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
GALNT3SNVMissense_Mutationc.953A>Cp.Lys318Thrp.K318TQ14435protein_codingtolerated(0.23)benign(0.215)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
GALNT3SNVMissense_Mutationrs752243721c.802N>Ap.Ala268Thrp.A268TQ14435protein_codingdeleterious(0.04)probably_damaging(0.972)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
GALNT3SNVMissense_Mutationc.1699N>Tp.Gly567Cysp.G567CQ14435protein_codingdeleterious(0)possibly_damaging(0.823)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
GALNT3SNVMissense_Mutationc.1831N>Cp.Glu611Glnp.E611QQ14435protein_codingtolerated(0.43)benign(0.027)TCGA-CK-4952-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownSD
GALNT3SNVMissense_Mutationrs773423949c.1486G>Tp.Val496Leup.V496LQ14435protein_codingtolerated(1)benign(0)TCGA-D5-6541-01Colorectumcolon 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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