Pan‐cancer analysis of GALNTs expression identifies a prognostic of GALNTs feature in low grade glioma

Polypeptide N‐acetylgalactosaminyltransferases (GalNAc‐Ts), a group of isoenzymes that initiate mucin‐type O‐glycosylation, have been shown to mediate tumor growth and metastasis in various cancer types. However, data on the clinical significance and features of GalNAc‐Ts remain scant. Here, we used...

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Veröffentlicht in:Journal of leukocyte biology 2022-10, Vol.112 (4), p.887-899
Hauptverfasser: Mao, Chengzhou, Zhuang, Shi‐Min, Xia, Zijin, Xiao, Zhi‐Wen, Huang, Chun‐Xia, Su, Qiang, Chen, Jun, Liao, Jing
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container_end_page 899
container_issue 4
container_start_page 887
container_title Journal of leukocyte biology
container_volume 112
creator Mao, Chengzhou
Zhuang, Shi‐Min
Xia, Zijin
Xiao, Zhi‐Wen
Huang, Chun‐Xia
Su, Qiang
Chen, Jun
Liao, Jing
description Polypeptide N‐acetylgalactosaminyltransferases (GalNAc‐Ts), a group of isoenzymes that initiate mucin‐type O‐glycosylation, have been shown to mediate tumor growth and metastasis in various cancer types. However, data on the clinical significance and features of GalNAc‐Ts remain scant. Here, we used Oncomine and The Cancer Genome Atlas (TCGA) databases to analyze the transcription and survival effect of GALNTs (N‐acetylgalactosaminyltransferase genes) in pan‐cancer. The data showed that the GALNTs were aberrantly expressed in various human cancers and significantly associated with patients’ clinical outcomes. The expression of 13 GALNTs were correlated with prognosis in brain low grade glioma (LGG) patients. In addition, based on the expression profiles of GALNT family genes in TCGA‐LGG dataset, we identified 2 molecular subtypes (cluster1/2) by consensus clustering and analyzed tumor heterogeneity. Our results demonstrated that cluster 2 group was associated with poor prognosis, CD8+ T cells, macrophages and DCs infiltration, up‐regulated expression of immune checkpoints, and higher tumor immune dysfunction and exclusion score, indicating that GalNAc‐Ts might contribute to tumor immune escape. Furthermore, we employed LASSO regression and time‐dependent ROC analysis to construct a GALNTs‐related prognostic signature with the TCGA‐LGG dataset, and then validated the signature using 2 external cohorts. Taken together, our study successfully developed a novel prognostic biomarker for LGG and provides a basis for personalized immunotherapy in brain cancer. Summary sentence This study successfully developed a novel prognostic biomarker for LGG and provides a basis for personalized immunotherapy in brain cancer. Graphical Development of a novel prognostic biomarker for LGG that may support evauation of immunotherapy strategies in brain cancer.
doi_str_mv 10.1002/JLB.5MA1221-468R
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However, data on the clinical significance and features of GalNAc‐Ts remain scant. Here, we used Oncomine and The Cancer Genome Atlas (TCGA) databases to analyze the transcription and survival effect of GALNTs (N‐acetylgalactosaminyltransferase genes) in pan‐cancer. The data showed that the GALNTs were aberrantly expressed in various human cancers and significantly associated with patients’ clinical outcomes. The expression of 13 GALNTs were correlated with prognosis in brain low grade glioma (LGG) patients. In addition, based on the expression profiles of GALNT family genes in TCGA‐LGG dataset, we identified 2 molecular subtypes (cluster1/2) by consensus clustering and analyzed tumor heterogeneity. Our results demonstrated that cluster 2 group was associated with poor prognosis, CD8+ T cells, macrophages and DCs infiltration, up‐regulated expression of immune checkpoints, and higher tumor immune dysfunction and exclusion score, indicating that GalNAc‐Ts might contribute to tumor immune escape. Furthermore, we employed LASSO regression and time‐dependent ROC analysis to construct a GALNTs‐related prognostic signature with the TCGA‐LGG dataset, and then validated the signature using 2 external cohorts. Taken together, our study successfully developed a novel prognostic biomarker for LGG and provides a basis for personalized immunotherapy in brain cancer. Summary sentence This study successfully developed a novel prognostic biomarker for LGG and provides a basis for personalized immunotherapy in brain cancer. 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Our results demonstrated that cluster 2 group was associated with poor prognosis, CD8+ T cells, macrophages and DCs infiltration, up‐regulated expression of immune checkpoints, and higher tumor immune dysfunction and exclusion score, indicating that GalNAc‐Ts might contribute to tumor immune escape. Furthermore, we employed LASSO regression and time‐dependent ROC analysis to construct a GALNTs‐related prognostic signature with the TCGA‐LGG dataset, and then validated the signature using 2 external cohorts. Taken together, our study successfully developed a novel prognostic biomarker for LGG and provides a basis for personalized immunotherapy in brain cancer. Summary sentence This study successfully developed a novel prognostic biomarker for LGG and provides a basis for personalized immunotherapy in brain cancer. 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Our results demonstrated that cluster 2 group was associated with poor prognosis, CD8+ T cells, macrophages and DCs infiltration, up‐regulated expression of immune checkpoints, and higher tumor immune dysfunction and exclusion score, indicating that GalNAc‐Ts might contribute to tumor immune escape. Furthermore, we employed LASSO regression and time‐dependent ROC analysis to construct a GALNTs‐related prognostic signature with the TCGA‐LGG dataset, and then validated the signature using 2 external cohorts. Taken together, our study successfully developed a novel prognostic biomarker for LGG and provides a basis for personalized immunotherapy in brain cancer. Summary sentence This study successfully developed a novel prognostic biomarker for LGG and provides a basis for personalized immunotherapy in brain cancer. 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source Oxford University Press Journals All Titles (1996-Current); Wiley Online Library Journals Frontfile Complete; Elektronische Zeitschriftenbibliothek - Frei zugängliche E-Journals; Alma/SFX Local Collection
subjects GALNTs
LGG
polypeptide N‐acetylgalactosaminyltransferases
prognosis
signature model
tumor immunology
title Pan‐cancer analysis of GALNTs expression identifies a prognostic of GALNTs feature in low grade glioma
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