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Ma Z, Yang F, Fan J, Li X, Liu Y, Chen W, Sun H, Ma T, Wang Q, Maihaiti Y, Ren X. Identification and immune characteristics of molecular subtypes related to protein glycosylation in Alzheimer's disease. Front Aging Neurosci 2022; 14:968190. [PMID: 36408104 PMCID: PMC9667030 DOI: 10.3389/fnagi.2022.968190] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/13/2022] [Accepted: 10/17/2022] [Indexed: 01/24/2023] Open
Abstract
BACKGROUND Protein glycosylation has been confirmed to be involved in the pathological mechanisms of Alzheimer's disease (AD); however, there is still a lack of systematic analysis of the immune processes mediated by protein glycosylation-related genes (PGRGs) in AD. MATERIALS AND METHODS Transcriptomic data of AD patients were obtained from the Gene Expression Omnibus database and divided into training and verification datasets. The core PGRGs of the training set were identified by weighted gene co-expression network analysis, and protein glycosylation-related subtypes in AD were identified based on k-means unsupervised clustering. Protein glycosylation scores and neuroinflammatory levels of different subtypes were compared, and functional enrichment analysis and drug prediction were performed based on the differentially expressed genes (DEGs) between the subtypes. A random forest model was used to select important DEGs as diagnostic markers between subtypes, and a line chart model was constructed and verified in other datasets. We evaluated the differences in immune cell infiltration between the subtypes through the single-sample gene set enrichment analysis, analyzed the correlation between core diagnostic markers and immune cells, and explored the expression regulation network of the core diagnostic markers. RESULTS Eight core PGRGs were differentially expressed between the training set and control samples. AD was divided into two subtypes with significantly different biological processes, such as vesicle-mediated transport in synapses and neuroactive ligand-receptor interactions. The high protein glycosylation subtype had a higher level of neuroinflammation. Riluzole and sulfasalazine were found to have potential clinical value in this subtype. A reliable construction line chart model was constructed based on nine diagnostic markers, and SERPINA3 was identified as the core diagnostic marker. There were significant differences in immune cell infiltration between the two subtypes. SERPINA3 was found to be closely related to immune cells, and the expression of SERPINA3 in AD was found to be regulated by a competing endogenous RNA network that involves eight long non-coding RNAs and seven microRNAs. CONCLUSION Protein glycosylation and its corresponding immune process play an important role in the occurrence and development of AD. Understanding the role of PGRGs in AD may provide a new potential therapeutic target for AD.
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Affiliation(s)
- Zhaotian Ma
- School of Traditional Chinese Medicine, Beijing University of Chinese Medicine, Beijing, China,Institute of Ethnic Medicine, Beijing University of Chinese Medicine, Beijing, China
| | - Fan Yang
- School of Traditional Chinese Medicine, Beijing University of Chinese Medicine, Beijing, China,National Institute of Traditional Chinese Medicine (TCM) Constitution and Preventive Medicine, Beijing University of Chinese Medicine, Beijing, China
| | - Jiajia Fan
- School of Traditional Chinese Medicine, Beijing University of Chinese Medicine, Beijing, China,Institute of Ethnic Medicine, Beijing University of Chinese Medicine, Beijing, China
| | - Xin Li
- School of Traditional Chinese Medicine, Beijing University of Chinese Medicine, Beijing, China,Institute of Ethnic Medicine, Beijing University of Chinese Medicine, Beijing, China
| | - Yuanyuan Liu
- School of Traditional Chinese Medicine, Beijing University of Chinese Medicine, Beijing, China,Institute of Ethnic Medicine, Beijing University of Chinese Medicine, Beijing, China
| | - Wei Chen
- School of Traditional Chinese Medicine, Beijing University of Chinese Medicine, Beijing, China,Institute of Ethnic Medicine, Beijing University of Chinese Medicine, Beijing, China
| | - Honghao Sun
- School of Traditional Chinese Medicine, Beijing University of Chinese Medicine, Beijing, China,Institute of Ethnic Medicine, Beijing University of Chinese Medicine, Beijing, China
| | - Tengfei Ma
- School of Traditional Chinese Medicine, Beijing University of Chinese Medicine, Beijing, China,Institute of Ethnic Medicine, Beijing University of Chinese Medicine, Beijing, China
| | - Qiongying Wang
- School of Traditional Chinese Medicine, Beijing University of Chinese Medicine, Beijing, China,Institute of Ethnic Medicine, Beijing University of Chinese Medicine, Beijing, China
| | - Yueriguli Maihaiti
- School of Traditional Chinese Medicine, Beijing University of Chinese Medicine, Beijing, China,Institute of Ethnic Medicine, Beijing University of Chinese Medicine, Beijing, China
| | - Xiaoqiao Ren
- School of Traditional Chinese Medicine, Beijing University of Chinese Medicine, Beijing, China,Institute of Ethnic Medicine, Beijing University of Chinese Medicine, Beijing, China,*Correspondence: Xiaoqiao Ren,
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Xin Y, Hertle E, van der Kallen CJH, Schalkwijk CG, Stehouwer CDA, van Greevenbroek MMJ. Associations of dicarbonyl stress with complement activation: the CODAM study. Diabetologia 2020; 63:1032-1042. [PMID: 31993713 PMCID: PMC7145776 DOI: 10.1007/s00125-020-05098-4] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/17/2019] [Accepted: 12/20/2019] [Indexed: 02/02/2023]
Abstract
AIMS/HYPOTHESIS Reactive α-dicarbonyl compounds are major precursors of AGEs and may lead to glycation of circulating and/or cell-associated complement regulators. Glycation of complement regulatory proteins can influence their capacity to inhibit complement activation. We investigated, in a human cohort, whether greater dicarbonyl stress was associated with more complement activation. METHODS Circulating concentrations of dicarbonyl stress markers, i.e. α-dicarbonyls (methylglyoxal [MGO], glyoxal [GO] and 3-deoxyglucosone [3-DG]), and free AGEs (Nε-(carboxymethyl)lysine [CML], Nε-(carboxyethyl)lysine [CEL] and Nδ-(5-hydro-5-methyl-4-imidazolon-2-yl)-ornithine [MG-H1]), and protein-bound AGEs (CML, CEL, pentosidine), as well as the complement activation products C3a and soluble C5b-9 (sC5b-9), were measured in 530 participants (59.5 ± 7.0 years [mean ± SD], 61% men) of the Cohort on Diabetes and Atherosclerosis Maastricht (CODAM) study. Multiple linear regression analyses were used to investigate the associations between dicarbonyl stress (standardised) and complement activation (standardised) with adjustment of potential confounders, including age, sex, lifestyle, use of medication and markers of obesity. In addition, the associations of two potentially functional polymorphisms (rs1049346, rs2736654) in the gene encoding glyoxalase 1 (GLO1), the rate-limiting detoxifying enzyme for MGO, with C3a and sC5b-9 (all standardized) were evaluated. RESULTS After adjustment for potential confounders, plasma concentration of the dicarbonyl GO was inversely associated with sC5b-9 (β -0.12 [95% CI -0.21, -0.02]) and the protein-bound AGE CEL was inversely associated with C3a (-0.17 [-0.25, -0.08]). In contrast, the protein-bound AGE pentosidine was positively associated with sC5b-9 (0.15 [0.05, 0.24]). No associations were observed for other α-dicarbonyls and other free or protein-bound AGEs with C3a or sC5b-9. Individuals with the AG and AA genotype of rs1049346 had, on average, 0.32 and 0.40 SD lower plasma concentrations of sC5b-9 than those with the GG genotype, while concentrations of C3a did not differ significantly between rs1049346 genotypes. GLO1 rs2736654 was not associated with either C3a or sC5b-9. CONCLUSIONS/INTERPRETATION Plasma concentrations of dicarbonyl stress markers showed distinct associations with complement activation products: some of them were inversely associated with either C3a or sC5b-9, while protein-bound pentosidine was consistently and positively associated with sC5b-9. This suggests different biological relationships of individual dicarbonyl stress markers with complement activation.
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Affiliation(s)
- Ying Xin
- Department of Internal Medicine, Maastricht University Medical Centre, Universiteitssingel 50, PO Box 616, 6200 MD, Maastricht, the Netherlands
- CARIM School for Cardiovascular Diseases, Maastricht University, Maastricht, the Netherlands
- Division of Endocrinology, Department of Internal Medicine, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, China
| | - Elisabeth Hertle
- Department of Internal Medicine, Maastricht University Medical Centre, Universiteitssingel 50, PO Box 616, 6200 MD, Maastricht, the Netherlands
- CARIM School for Cardiovascular Diseases, Maastricht University, Maastricht, the Netherlands
| | - Carla J H van der Kallen
- Department of Internal Medicine, Maastricht University Medical Centre, Universiteitssingel 50, PO Box 616, 6200 MD, Maastricht, the Netherlands
- CARIM School for Cardiovascular Diseases, Maastricht University, Maastricht, the Netherlands
| | - Casper G Schalkwijk
- Department of Internal Medicine, Maastricht University Medical Centre, Universiteitssingel 50, PO Box 616, 6200 MD, Maastricht, the Netherlands
- CARIM School for Cardiovascular Diseases, Maastricht University, Maastricht, the Netherlands
| | - Coen D A Stehouwer
- Department of Internal Medicine, Maastricht University Medical Centre, Universiteitssingel 50, PO Box 616, 6200 MD, Maastricht, the Netherlands
- CARIM School for Cardiovascular Diseases, Maastricht University, Maastricht, the Netherlands
| | - Marleen M J van Greevenbroek
- Department of Internal Medicine, Maastricht University Medical Centre, Universiteitssingel 50, PO Box 616, 6200 MD, Maastricht, the Netherlands.
- CARIM School for Cardiovascular Diseases, Maastricht University, Maastricht, the Netherlands.
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