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Luo J, Hu F, Jia Z, Zhu X, Zhou Y, Hu C, Yu L, Chen Z. Research Progress of Traditional Chinese Medicine in Adjuvant Treatment of Type 1 Diabetes. Phytother Res 2025. [PMID: 40342242 DOI: 10.1002/ptr.8514] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/02/2024] [Revised: 01/15/2025] [Accepted: 03/31/2025] [Indexed: 05/11/2025]
Abstract
Type 1 diabetes (T1DM) is one of the most common chronic metabolic diseases in the world. Insulin replacement therapy and drug adjuvant therapy are the main means of modern medical treatment of T1DM; still, there are adverse reactions such as drug resistance, which seriously hinder the therapeutic effect. As a unique medical method in China, traditional Chinese medicine (TCM) has a significant effect on the treatment of T1DM. TCM therapy can reduce the symptoms of T1DM, prevent complications, improve insulin resistance, and promote insulin secretion. In recent years, the research field of TCM in the treatment of T1DM has made considerable progress. The research on the treatment of T1DM by Chinese herbal medicine, TCM prescription, acupuncture, and moxibustion shows good anti-T1DM effect and significantly improves the survival rate of patients. This article aims to summarize the methods of TCM in the treatment of T1DM, expounds on the mechanism of action in the treatment of T1DM, and discusses the limitations and opportunities of TCM in the treatment of T1DM.
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Affiliation(s)
- Jian Luo
- State Key Laboratory of Southwestern Chinese Medicine Resources, School of Pharmacy/School of Modern Chinese Medicine Industry, Chengdu University of Traditional Chinese Medicine, Chengdu, China
| | - Fuli Hu
- State Key Laboratory of Southwestern Chinese Medicine Resources, School of Pharmacy/School of Modern Chinese Medicine Industry, Chengdu University of Traditional Chinese Medicine, Chengdu, China
| | - Zhuolin Jia
- State Key Laboratory of Southwestern Chinese Medicine Resources, School of Pharmacy/School of Modern Chinese Medicine Industry, Chengdu University of Traditional Chinese Medicine, Chengdu, China
| | - Xiaoli Zhu
- State Key Laboratory of Southwestern Chinese Medicine Resources, School of Pharmacy/School of Modern Chinese Medicine Industry, Chengdu University of Traditional Chinese Medicine, Chengdu, China
| | - Ye Zhou
- State Key Laboratory of Southwestern Chinese Medicine Resources, School of Pharmacy/School of Modern Chinese Medicine Industry, Chengdu University of Traditional Chinese Medicine, Chengdu, China
| | - Changhe Hu
- Traditional Hospital of Dachuan County in Dazhou, Dazhou, China
| | - Lingying Yu
- State Key Laboratory of Southwestern Chinese Medicine Resources, School of Pharmacy/School of Modern Chinese Medicine Industry, Chengdu University of Traditional Chinese Medicine, Chengdu, China
| | - Zhimin Chen
- State Key Laboratory of Southwestern Chinese Medicine Resources, School of Pharmacy/School of Modern Chinese Medicine Industry, Chengdu University of Traditional Chinese Medicine, Chengdu, China
- Chengdu University of Traditional Chinese Medicine, Pengzhou, Sichuan, China
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2
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Mangione R, Cirnigliaro L, Saab MW, Pettinato F, Barbato A, Distefano A, Spina EL, Lazzarino G, Volti GL, Longhitano L, Tibullo D, Pittalà A, Giallongo C, Di Pietro V, Tabbi G, Longo SA, Graziani A, Tavazzi B, Amorini AM, Lazzarino G, Barone R. Targeted metabolomic evaluation of peripheral blood mononucleated cells from patients with PMM2-CDG. Sci Rep 2025; 15:15929. [PMID: 40335571 PMCID: PMC12059080 DOI: 10.1038/s41598-025-98846-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/28/2025] [Accepted: 04/15/2025] [Indexed: 05/09/2025] Open
Abstract
Phosphomannomutase-2 (PMM2) deficiency represents the most common congenital disorder of glycosylation (CDG). Currently, little is known about cell metabolic alterations occurring in these patients. Here, we quantified compounds connected to protein glycosylation (GDP-mannose, UDP-derivatives), energy metabolism (high-energy phosphates, nicotinic coenzymes, oxypurines), oxidative/nitrosative stress (GSH, nitrite, nitrate) and free amino acids in extracts of peripheral blood mononucleated cells (PBMCs), of seven PMM2-CDG patients and ten control healthy donors. Besides marked GDP-mannose decrease, PBMCs of PMM2-CDG patients had higher UDP-glucose (UDP-Glc), UDP-galactose (UDP-Gal) and UDP-Glucuronic levels, lower ATP, GTP and UTP levels, abnormal ATP/ADP, ATP/AMP and NAD+/NADH ratios, increased xanthine, uric acid and nitrite + nitrate levels, and decreased GSH and free amino acids concentrations. These results suggest a new, conceivable metabolic route leading to the increase of specific UDP-derivatives (UDP-Glc, UDP-Gal and UDP-Glucuronic), also potentially explaining the glycogen abnormalities recently found in PMM2-CDG patients. Altogether, this study highlighted various metabolic changes caused by PMM2 deficiency, illustrating the widespread effects of PMM2 mutations (beyond N-glycan biosynthesis) that may significantly vary depending on the cell line considered. Using PBMCs, as a cellular model of lower invasiveness than skin fibroblast, may advantage cell metabolism studies to investigate new therapies specifically targeted to PMM2 deficiency.
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Affiliation(s)
- Renata Mangione
- Departmental Faculty of Medicine, UniCamillus, Saint Camillus International University of Health and Medical Sciences, Via di S. Alessandro 8, 00131, Rome, Italy
| | - Lara Cirnigliaro
- Child Neuropsychiatry- Department of Clinical and Experimental Medicine, University of Catania, Via S. Sofia 89, 95123, Catania, Italy
| | - Miriam Wissam Saab
- Department of Biomedical and Biotechnological Sciences, Division of Medical Biochemistry, University of Catania, Via S. Sofia 89, 95123, Catania, Italy
| | - Fabio Pettinato
- Child Neuropsychiatry- Department of Clinical and Experimental Medicine, University of Catania, Via S. Sofia 89, 95123, Catania, Italy
| | - Alessandro Barbato
- Department of Biomedical and Biotechnological Sciences, Division of Medical Biochemistry, University of Catania, Via S. Sofia 89, 95123, Catania, Italy
| | - Alfio Distefano
- Department of Biomedical and Biotechnological Sciences, Division of Medical Biochemistry, University of Catania, Via S. Sofia 89, 95123, Catania, Italy
| | - Enrico La Spina
- Department of Biomedical and Biotechnological Sciences, Division of Medical Biochemistry, University of Catania, Via S. Sofia 89, 95123, Catania, Italy
| | | | - Giovanni Li Volti
- Department of Biomedical and Biotechnological Sciences, Division of Medical Biochemistry, University of Catania, Via S. Sofia 89, 95123, Catania, Italy
| | - Lucia Longhitano
- Department of Biomedical and Biotechnological Sciences, Division of Medical Biochemistry, University of Catania, Via S. Sofia 89, 95123, Catania, Italy
| | - Daniele Tibullo
- Department of Biomedical and Biotechnological Sciences, Division of Medical Biochemistry, University of Catania, Via S. Sofia 89, 95123, Catania, Italy
| | - Alessandra Pittalà
- Department of Biomedical and Biotechnological Sciences, Division of Medical Biochemistry, University of Catania, Via S. Sofia 89, 95123, Catania, Italy
| | - Cesarina Giallongo
- Department of Medical, Surgical Sciences and Advanced Technologies G.F. Ingrassia, University of Catania, Via S. Sofia 87, 95123, Catania, Italy
| | - Valentina Di Pietro
- Neuroscience and Ophthalmology, Department of Inflammation and Ageing, School of Infection, Inflammation and Immunology, College of Medicine and Health, University of Birmingham, Edgbaston, Birmingham, B15 2TT, UK
- National Institute for Health Research Surgical Reconstruction and Microbiology Research Centre, Queen Elizabeth Hospital, Edgbaston, Birmingham, B15 2 TH, UK
| | - Giovanni Tabbi
- Institute of Crystallography, National Council of Research (CNR), Via P. Gaifami 18, 95126, Catania, Italy
| | | | - Andrea Graziani
- Departmental Faculty of Medicine, UniCamillus, Saint Camillus International University of Health and Medical Sciences, Via di S. Alessandro 8, 00131, Rome, Italy
| | - Barbara Tavazzi
- Departmental Faculty of Medicine, UniCamillus, Saint Camillus International University of Health and Medical Sciences, Via di S. Alessandro 8, 00131, Rome, Italy
| | - Angela Maria Amorini
- Department of Biomedical and Biotechnological Sciences, Division of Medical Biochemistry, University of Catania, Via S. Sofia 89, 95123, Catania, Italy.
| | - Giacomo Lazzarino
- Departmental Faculty of Medicine, UniCamillus, Saint Camillus International University of Health and Medical Sciences, Via di S. Alessandro 8, 00131, Rome, Italy.
| | - Rita Barone
- Child Neuropsychiatry- Department of Clinical and Experimental Medicine, University of Catania, Via S. Sofia 89, 95123, Catania, Italy
- Reseach Unit of Rare Diseases and Neurodevelopmental Disorders, Oasi Research Institute-IRCCS, 94018, Troina, Italy
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3
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Harada Y. Manipulating mannose metabolism as a potential anticancer strategy. FEBS J 2025; 292:1505-1519. [PMID: 39128015 DOI: 10.1111/febs.17230] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/06/2024] [Revised: 05/12/2024] [Accepted: 07/18/2024] [Indexed: 08/13/2024]
Abstract
Cancer cells acquire metabolic advantages over their normal counterparts regarding the use of nutrients for sustained cell proliferation and cell survival in the tumor microenvironment. Notable among the metabolic traits in cancer cells is the Warburg effect, which is a reprogrammed form of glycolysis that favors the rapid generation of ATP from glucose and the production of biological macromolecules by diverting glucose into various metabolic intermediates. Meanwhile, mannose, which is the C-2 epimer of glucose, has the ability to dampen the Warburg effect, resulting in slow-cycling cancer cells that are highly susceptible to chemotherapy. This anticancer effect of mannose appears when its catabolism is compromised in cancer cells. Moreover, de novo synthesis of mannose within cancer cells has also been identified as a potential target for enhancing chemosensitivity through targeting glycosylation pathways. The underlying mechanisms by which alterations in mannose metabolism induce cancer cell vulnerability are just beginning to emerge. This review summarizes the current state of our knowledge of mannose metabolism and provides insights into its manipulation as a potential anticancer strategy.
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Affiliation(s)
- Yoichiro Harada
- Department of Glyco-Oncology and Medical Biochemistry, Research Institute, Osaka International Cancer Institute, Japan
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Zhong ML, Lai K. AAV-based gene replacement therapy prevents and halts manifestation of abnormal neurological phenotypes in a novel mouse model of PMM2-CDG. Gene Ther 2025:10.1038/s41434-025-00525-w. [PMID: 40097611 DOI: 10.1038/s41434-025-00525-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/31/2024] [Revised: 02/23/2025] [Accepted: 03/07/2025] [Indexed: 03/19/2025]
Abstract
Inherited Phosphomannomutase 2 (PMM2) deficiency, also known as PMM2-CDG, is the most prevalent N-linked congenital disorder of glycosylation (CDG), occurring in approximately 1 in 20,000 individuals in certain populations. Patients exhibit a spectrum of symptoms, with neurological involvement being a prominent feature, often manifesting as the initial clinical sign, and can range from isolated neurological deficits to severe multi-organ dysfunction. Given the absence of curative treatments and a high mortality rate before the age of two, alongside considerable lifelong morbidity, there is an urgent need for innovative therapeutic approaches. To address this unmet need, we developed a tamoxifen-inducible Pmm2 knockout (KO) mouse model with widespread tissue deficiency of Pmm2 expression. Characterization of the mouse model to-date revealed distinct neurological phenotypes relevant to PMM2-CDG, as assessed by the Composite Phenotype Scoring System and Open Field Test. Notably, PMM2 augmentation through AAV9-PMM2 gene replacement therapy prevented and halted the disease-relevant neurological phenotypes induced by Pmm2 KO in the animals. These findings underscored the promise of AAV9-PMM2 gene replacement in managing PMM2-CDG.
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Affiliation(s)
- Mian-Ling Zhong
- Division of Medical Genetics, Department of Pediatrics, University of Utah Spencer Fox Eccles School of Medicine, Salt Lake City, UT, USA
| | - Kent Lai
- Division of Medical Genetics, Department of Pediatrics, University of Utah Spencer Fox Eccles School of Medicine, Salt Lake City, UT, USA.
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Muffels IJJ, Kozicz T, Perlstein EO, Morava E. The Therapeutic Future for Congenital Disorders of Glycosylation. J Inherit Metab Dis 2025; 48:e70011. [PMID: 40064184 DOI: 10.1002/jimd.70011] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/01/2024] [Revised: 01/17/2025] [Accepted: 02/04/2025] [Indexed: 05/13/2025]
Abstract
The past decade, novel treatment options for congenital disorders of glycosylation (CDG) have advanced rapidly. Innovative therapies, targeting both the root cause, the affected metabolic pathways, and resulting manifestations, have transitioned from the research stage to practical applications. However, with novel therapeutic abilities, novel challenges await, specifically when it concerns the large number of clinical trials that need to be performed in order to treat all 190 genetic defects that cause CDG known to date. The present paper aims to provide an overview of how the CDG field can keep advancing its therapeutic strategies over the coming years with these challenges in mind. We focus on three important pillars that may shape the future of CDG: the use of disease models, clinical trial readiness, and the possibility to make individualized treatments scalable to the entire CDG cohort.
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Affiliation(s)
- I J J Muffels
- Department of Genetic and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | - T Kozicz
- Department of Genetic and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, New York, USA
- Department of Anatomy, University of Pecs Medical School, Pecs, Hungary
| | | | - E Morava
- Department of Genetic and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, New York, USA
- Department of Biophysics, University of Pecs Medical School, Pecs, Hungary
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Yako H, Niimi N, Takaku S, Yamauchi J, Sango K. Epalrestat Alleviates Reactive Oxygen Species and Endoplasmic Reticulum Stress by Maintaining Glycosylation in IMS32 Schwann Cells Under Exposure to Galactosemic Conditions. Int J Mol Sci 2025; 26:1529. [PMID: 40003995 PMCID: PMC11855471 DOI: 10.3390/ijms26041529] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/29/2025] [Revised: 02/05/2025] [Accepted: 02/05/2025] [Indexed: 02/27/2025] Open
Abstract
Aldose reductase (AR), a rate-limiting enzyme in the polyol pathway, mediates the conversion of several substrates, including glucose and galactose. In rodents, galactosemia induced by galactose feeding has been shown to develop peripheral nerve lesions resembling diabetic peripheral neuropathy. However, the mechanisms by which AR-mediated responses elicited Schwan cell lesions under galactosemic conditions remain unresolved. To investigate this, we examined the mechanism of high-galactose-induced damage mediated by AR using AR inhibitors such as ranirestat and epalrestat. The exposure of IMS32 Schwann cells under high-galactose conditions led to galactitol accumulation, the increased production of reactive oxygen species (ROS), endoplasmic reticulum (ER) stress, impaired mitochondrial morphology and membrane potential, decreased glycolysis, and aberrant glycosylation. Under these experimental conditions, ranirestat inhibited intracellular galactitol in a dose-dependent manner, whereas epalrestat failed to inhibit it. Interestingly, even at low concentrations where epalrestat did not inhibit AR activity, it prevented increased ROS production, ER stress, decreased glycolysis, and aberrant RCA120-binding glycosylation; however, no effect of ranirestat on the glycosylation was observed. Epalrestat and ranirestat did not recover mitochondrial morphology. These findings suggest that ER stress is induced by aberrant glycosylation under galactosemic conditions and that epalrestat may be effective in maintaining proper glycosylation in Schwann cells in these conditions.
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Affiliation(s)
- Hideji Yako
- Diabetic Neuropathy Project, Tokyo Metropolitan Institute of Medical Science, Tokyo 156-8506, Japan; (N.N.); (S.T.); (J.Y.)
- Laboratory of Molecular Neuroscience and Neurology, Tokyo University of Pharmacy and Life Sciences, Tokyo 192-0392, Japan
| | - Naoko Niimi
- Diabetic Neuropathy Project, Tokyo Metropolitan Institute of Medical Science, Tokyo 156-8506, Japan; (N.N.); (S.T.); (J.Y.)
| | - Shizuka Takaku
- Diabetic Neuropathy Project, Tokyo Metropolitan Institute of Medical Science, Tokyo 156-8506, Japan; (N.N.); (S.T.); (J.Y.)
| | - Junji Yamauchi
- Diabetic Neuropathy Project, Tokyo Metropolitan Institute of Medical Science, Tokyo 156-8506, Japan; (N.N.); (S.T.); (J.Y.)
- Laboratory of Molecular Neuroscience and Neurology, Tokyo University of Pharmacy and Life Sciences, Tokyo 192-0392, Japan
- Laboratory of Molecular Pharmacology, National Research Institute for Child Health and Development, Tokyo 157-8535, Japan
| | - Kazunori Sango
- Diabetic Neuropathy Project, Tokyo Metropolitan Institute of Medical Science, Tokyo 156-8506, Japan; (N.N.); (S.T.); (J.Y.)
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Stanley P. Genetics of glycosylation in mammalian development and disease. Nat Rev Genet 2024; 25:715-729. [PMID: 38724711 DOI: 10.1038/s41576-024-00725-x] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 03/12/2024] [Indexed: 09/19/2024]
Abstract
Glycosylation of proteins and lipids in mammals is essential for embryogenesis and the development of all tissues. Analyses of glycosylation mutants in cultured mammalian cells and model organisms have been key to defining glycosylation pathways and the biological functions of glycans. More recently, applications of genome sequencing have revealed the breadth of rare congenital disorders of glycosylation in humans and the influence of genetics on the synthesis of glycans relevant to infectious diseases, cancer progression and diseases of the immune system. This improved understanding of glycan synthesis and functions is paving the way for advances in the diagnosis and treatment of glycosylation-related diseases, including the development of glycoprotein therapeutics through glycosylation engineering.
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Affiliation(s)
- Pamela Stanley
- Department of Cell Biology, Albert Einstein College of Medicine, New York, NY, USA.
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Zhong M, Balakrishnan B, Guo A, Lai K. AAV9-based PMM2 gene replacement augments PMM2 expression and improves glycosylation in primary fibroblasts of patients with phosphomannomutase 2 deficiency (PMM2-CDG). Mol Genet Metab Rep 2024; 38:101035. [PMID: 38130891 PMCID: PMC10733668 DOI: 10.1016/j.ymgmr.2023.101035] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/07/2023] [Accepted: 12/08/2023] [Indexed: 12/23/2023] Open
Abstract
Inherited deficiency of phosphomannomutase 2 (PMM2) (aka PMM2-CDG) is the most common congenital disorders of glycosylation (CDG) and has no cure. With debilitating morbidity and significant mortality, it is imperative to explore novel, safe, and effective therapies for the disease. Our Proof-of-Concept study showed that AAV9-PMM2 infection of patient fibroblasts augmented PMM2 expression and improved glycosylation. Thus, AAV9-PMM2 gene replacement is a promising therapeutic strategy for PMM2-CDG patients.
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Affiliation(s)
- M. Zhong
- Division of Medical Genetics, Department of Pediatrics, University of Utah Spencer Fox Eccles School of Medicine, USA
| | - B. Balakrishnan
- Division of Medical Genetics, Department of Pediatrics, University of Utah Spencer Fox Eccles School of Medicine, USA
| | - A.J. Guo
- Division of Medical Genetics, Department of Pediatrics, University of Utah Spencer Fox Eccles School of Medicine, USA
| | - K. Lai
- Division of Medical Genetics, Department of Pediatrics, University of Utah Spencer Fox Eccles School of Medicine, USA
- Department of Nutrition and Integrated Physiology, University of Utah College of Health, USA
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Ligezka AN, Budhraja R, Nishiyama Y, Fiesel FC, Preston G, Edmondson A, Ranatunga W, Van Hove JLK, Watzlawik JO, Springer W, Pandey A, Morava E, Kozicz T. Interplay of Impaired Cellular Bioenergetics and Autophagy in PMM2-CDG. Genes (Basel) 2023; 14:1585. [PMID: 37628636 PMCID: PMC10454768 DOI: 10.3390/genes14081585] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/23/2023] [Revised: 07/25/2023] [Accepted: 08/02/2023] [Indexed: 08/27/2023] Open
Abstract
Congenital disorders of glycosylation (CDG) and mitochondrial disorders are multisystem disorders with overlapping symptomatology. Pathogenic variants in the PMM2 gene lead to abnormal N-linked glycosylation. This disruption in glycosylation can induce endoplasmic reticulum stress, contributing to the disease pathology. Although impaired mitochondrial dysfunction has been reported in some CDG, cellular bioenergetics has never been evaluated in detail in PMM2-CDG. This prompted us to evaluate mitochondrial function and autophagy/mitophagy in vitro in PMM2 patient-derived fibroblast lines of differing genotypes from our natural history study. We found secondary mitochondrial dysfunction in PMM2-CDG. This dysfunction was evidenced by decreased mitochondrial maximal and ATP-linked respiration, as well as decreased complex I function of the mitochondrial electron transport chain. Our study also revealed altered autophagy in PMM2-CDG patient-derived fibroblast lines. This was marked by an increased abundance of the autophagosome marker LC3-II. Additionally, changes in the abundance and glycosylation of proteins in the autophagy and mitophagy pathways further indicated dysregulation of these cellular processes. Interestingly, serum sorbitol levels (a biomarker of disease severity) and the CDG severity score showed an inverse correlation with the abundance of the autophagosome marker LC3-II. This suggests that autophagy may act as a modulator of biochemical and clinical markers of disease severity in PMM2-CDG. Overall, our research sheds light on the complex interplay between glycosylation, mitochondrial function, and autophagy/mitophagy in PMM2-CDG. Manipulating mitochondrial dysfunction and alterations in autophagy/mitophagy pathways could offer therapeutic benefits when combined with existing treatments for PMM2-CDG.
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Affiliation(s)
- Anna N. Ligezka
- Department of Clinical Genomics, Mayo Clinic, Rochester, MN 55905, USA
| | - Rohit Budhraja
- Department of Laboratory Medicine and Pathology, Systems Biology and Translational Medicine Laboratory, Mayo Clinic, Rochester, MN 55905, USA
| | - Yurika Nishiyama
- Department of Clinical Genomics, Mayo Clinic, Rochester, MN 55905, USA
| | - Fabienne C. Fiesel
- Department of Neuroscience, Mayo Clinic, Jacksonville, FL 32224, USA
- Neuroscience PhD Program, Mayo Graduate School of Biomedical Sciences, Mayo Clinic, Jacksonville, FL 32224, USA
| | - Graeme Preston
- Department of Clinical Genomics, Mayo Clinic, Rochester, MN 55905, USA
| | - Andrew Edmondson
- Department of Pediatrics, Division of Human Genetics, Children’s Hospital of Philadelphia, Philadelphia, PA 19104, USA
| | | | - Johan L. K. Van Hove
- Department of Pediatrics, Section of Clinical Genetics and Metabolism, University of Colorado, Aurora, CO 80309, USA
| | - Jens O. Watzlawik
- Department of Neuroscience, Mayo Clinic, Jacksonville, FL 32224, USA
| | - Wolfdieter Springer
- Department of Neuroscience, Mayo Clinic, Jacksonville, FL 32224, USA
- Neuroscience PhD Program, Mayo Graduate School of Biomedical Sciences, Mayo Clinic, Jacksonville, FL 32224, USA
| | - Akhilesh Pandey
- Department of Laboratory Medicine and Pathology, Systems Biology and Translational Medicine Laboratory, Mayo Clinic, Rochester, MN 55905, USA
- Manipal Academy of Higher Education, Manipal 576104, Karnataka, India
| | - Eva Morava
- Department of Clinical Genomics, Mayo Clinic, Rochester, MN 55905, USA
- Department of Biophysics, University of Pecs Medical School, 7624 Pecs, Hungary
| | - Tamas Kozicz
- Department of Clinical Genomics, Mayo Clinic, Rochester, MN 55905, USA
- Department of Anatomy, University of Pecs Medical School, 7624 Pecs, Hungary
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