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: GALNT1

Gene summary for GALNT1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

GALNT1

Gene ID

2589

Gene namepolypeptide N-acetylgalactosaminyltransferase 1
Gene AliasGALNAC-T1
Cytomap18q12.2
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

A0A024RC48


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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
2589GALNT1HTA11_3410_2000001011HumanColorectumAD1.09e-13-5.10e-010.0155
2589GALNT1HTA11_347_2000001011HumanColorectumAD2.18e-044.36e-01-0.1954
2589GALNT1HTA11_866_2000001011HumanColorectumAD1.89e-03-2.38e-01-0.1001
2589GALNT1HTA11_866_3004761011HumanColorectumAD4.31e-05-4.23e-010.096
2589GALNT1HTA11_10711_2000001011HumanColorectumAD3.37e-03-4.08e-010.0338
2589GALNT1HTA11_99999971662_82457HumanColorectumMSS2.59e-02-3.28e-010.3859
2589GALNT1HTA11_99999973899_84307HumanColorectumMSS1.82e-04-5.58e-010.2585
2589GALNT1HTA11_99999974143_84620HumanColorectumMSS5.75e-13-5.14e-010.3005
2589GALNT1A015-C-203HumanColorectumFAP2.05e-18-3.38e-01-0.1294
2589GALNT1A014-C-040HumanColorectumFAP2.89e-02-1.89e-01-0.1184
2589GALNT1A002-C-201HumanColorectumFAP3.76e-11-2.82e-010.0324
2589GALNT1A002-C-203HumanColorectumFAP4.10e-03-1.57e-010.2786
2589GALNT1A001-C-108HumanColorectumFAP3.25e-12-9.16e-02-0.0272
2589GALNT1A002-C-205HumanColorectumFAP1.91e-15-3.47e-01-0.1236
2589GALNT1A015-C-005HumanColorectumFAP8.35e-03-2.11e-01-0.0336
2589GALNT1A015-C-006HumanColorectumFAP7.61e-11-2.16e-01-0.0994
2589GALNT1A015-C-106HumanColorectumFAP6.27e-08-1.78e-01-0.0511
2589GALNT1A002-C-114HumanColorectumFAP2.54e-14-2.92e-01-0.1561
2589GALNT1A015-C-104HumanColorectumFAP5.35e-24-3.86e-01-0.1899
2589GALNT1A001-C-014HumanColorectumFAP1.60e-06-1.19e-010.0135
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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
LiverThe 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.HCC: Hepatocellular carcinoma
NAFLD: Non-alcoholic fatty liver disease
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:001821017ThyroidPTCpeptidyl-threonine modification66/5968125/187239.50e-071.43e-0566
GO:00190827ThyroidPTCviral protein processing18/596829/187237.83e-044.86e-0318
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:00072199ThyroidPTCNotch signaling pathway70/5968172/187238.82e-033.67e-0270
GO:001603234ThyroidATCviral process241/6293415/187235.50e-252.04e-22241
GO:001908023ThyroidATCviral gene expression64/629394/187238.44e-123.16e-1064
GO:001820917ThyroidATCpeptidyl-serine modification161/6293338/187235.23e-089.44e-07161
GO:001821018ThyroidATCpeptidyl-threonine modification66/6293125/187237.36e-067.56e-0566
GO:000721915ThyroidATCNotch signaling pathway79/6293172/187235.08e-042.96e-0379
GO:001908213ThyroidATCviral protein processing18/629329/187231.58e-037.98e-0318
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
GO:00085937ThyroidATCregulation of Notch signaling pathway43/629395/187231.19e-024.22e-0243
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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
GALNT1SNVMissense_Mutationc.1566N>Tp.Gln522Hisp.Q522HQ10472protein_codingtolerated(0.13)benign(0.031)TCGA-A2-A04T-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
GALNT1SNVMissense_Mutationnovelc.96N>Ap.Asn32Lysp.N32KQ10472protein_codingtolerated(0.07)benign(0.003)TCGA-AC-A3QQ-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
GALNT1SNVMissense_Mutationnovelc.320N>Gp.Lys107Argp.K107RQ10472protein_codingtolerated(0.65)benign(0.003)TCGA-AQ-A54O-01Breastbreast invasive carcinomaMale<65I/IIChemotherapyadriamycinCR
GALNT1SNVMissense_Mutationc.163C>Tp.His55Tyrp.H55YQ10472protein_codingtolerated(0.57)benign(0)TCGA-D8-A27G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
GALNT1insertionNonsense_Mutationnovelc.1017_1018insAACAGCTTTTAAAAACAAAAACTGATTGATTGTAAATTTTAAATp.Ser340AsnfsTer4p.S340Nfs*4Q10472protein_codingTCGA-A8-A09A-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
GALNT1insertionIn_Frame_Insnovelc.94_95insAAATTTp.Asn32delinsLysIleTyrp.N32delinsKIYQ10472protein_codingTCGA-AC-A3QQ-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
GALNT1SNVMissense_Mutationnovelc.424N>Tp.Arg142Cysp.R142CQ10472protein_codingdeleterious(0)probably_damaging(0.999)TCGA-C5-A2M1-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
GALNT1SNVMissense_Mutationc.966N>Cp.Glu322Aspp.E322DQ10472protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
GALNT1SNVMissense_Mutationnovelc.1154C>Ap.Ser385Tyrp.S385YQ10472protein_codingtolerated(0.33)benign(0.052)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
GALNT1deletionFrame_Shift_Delc.113delAp.Lys38ArgfsTer11p.K38Rfs*11Q10472protein_codingTCGA-AA-3492-01Colorectumcolon adenocarcinomaFemale>=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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