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Tian X, Wang L, Zhong L, Zhang K, Ge X, Luo Z, Zhai X, Liu S. The research progress and future directions in the pathophysiological mechanisms of type 2 diabetes mellitus from the perspective of precision medicine. Front Med (Lausanne) 2025; 12:1555077. [PMID: 40109716 PMCID: PMC11919862 DOI: 10.3389/fmed.2025.1555077] [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: 01/03/2025] [Accepted: 02/11/2025] [Indexed: 03/22/2025] Open
Abstract
Type 2 diabetes mellitus (T2DM) is a complex metabolic disorder characterized by pathophysiological mechanisms such as insulin resistance and β-cell dysfunction. Recent advancements in T2DM research have unveiled intricate multi-level regulatory networks and contributing factors underlying this disease. The emergence of precision medicine has introduced new perspectives and methodologies for understanding T2DM pathophysiology. A recent study found that personalized treatment based on genetic, metabolic, and microbiome data can improve the management of T2DM by more than 30%. This perspective aims to summarize the progress in T2DM pathophysiological research from the past 5 years and to outline potential directions for future studies within the framework of precision medicine. T2DM develops through the interplay of factors such as gut microbiota, genetic and epigenetic modifications, metabolic processes, mitophagy, NK cell activity, and environmental influences. Future research should focus on understanding insulin resistance, β-cell dysfunction, interactions between gut microbiota and their metabolites, and the regulatory roles of miRNA and genes. By leveraging artificial intelligence and integrating data from genomics, epigenomics, metabolomics, and microbiomics, researchers can gain deeper insights into the pathophysiological mechanisms and heterogeneity of T2DM. Additionally, exploring the combined effects and interactions of these factors may pave the way for more effective prevention strategies and personalized treatments for T2DM.
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Affiliation(s)
- Xinyi Tian
- School of Acupuncture-Moxibustion and Tuina, Shandong University of Traditional Chinese Medicine, Jinan, China
| | - Liuqing Wang
- Institute of Chinese Medical History and Literatures, China Academy of Chinese Medical Sciences, Beijing, China
| | - Liuting Zhong
- First School of Clinical Medicine, Anhui University of Traditional Chinese Medicine, Hefei, China
| | - Kaiqi Zhang
- Wangjing Hospital, China Academy of Chinese Medical Sciences, Beijing, China
| | - Xiaolei Ge
- Wangjing Hospital, China Academy of Chinese Medical Sciences, Beijing, China
| | - Zhengrong Luo
- Wangjing Hospital, China Academy of Chinese Medical Sciences, Beijing, China
| | - Xu Zhai
- Graduate School, China Academy of Chinese Medical Sciences, Beijing, China
| | - Shaoyan Liu
- Graduate School, China Academy of Chinese Medical Sciences, Beijing, China
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Lozano-Cruz T, Alcarraz-Vizán G, de la Mata FJ, de Pablo S, Ortega P, Duarte Y, Bravo-Moraga F, González-Nilo FD, Novials A, Gómez R. Cationic Carbosilane Dendritic Systems as Promising Anti-Amyloid Agents in Type 2 Diabetes. Chemistry 2020; 26:7609-7621. [PMID: 32259327 DOI: 10.1002/chem.202000091] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/08/2020] [Revised: 03/31/2020] [Indexed: 01/10/2023]
Abstract
The most common denominator of many of the neurodegenerative diseases is badly folded protein accumulation, which results in the formation of insoluble protein deposits located in different parts of the organism, causing cell death and tissue degeneration. Dendritic systems have turned out to be a promising new therapeutic approach for the treatment of these diseases due to their ability to modulate the folding of these proteins. With this perspective, and focused on type 2 diabetes (T2D), characterized by the presence of deposits containing the amyloidogenic islet amyloid polypeptide (IAPP), we demonstrate how different topologies of cationic carbosilane dendrimers inhibit the formation of insoluble protein deposits in pancreatic islets isolated from transgenic Tg-hIAPP mice. Also, the results obtained by the modification of dendritic carbosilane wedges with the chemical chaperone 4-phenylbutyric acid (4-PBA) at the focal point confirmed their potential as anti-amyloid agents with a concentration efficiency in their therapeutic action five orders of magnitude lower than that observed for free 4-PBA. Computational studies, which determined the main interaction between IAPP and dendrimers at the atomic level, support the experimental work.
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Affiliation(s)
- Tania Lozano-Cruz
- Department of Organic and Inorganic Chemistry, Research Institute in Chemistry "Andrés M. Del Río" (IQAR), University of Alcalá, 28805, Madrid, Spain.,Networking Research Center on Bioengineering, Biomaterials and Nanomedicine (CIBER-BBN), 028029, Madrid, Spain.,Ramón y Cajal Health Research Institute (IRYCIS), IRYCIS, Colmenar Viejo Road, Km 9, 100, 28034, Madrid, Spain
| | - Gema Alcarraz-Vizán
- Diabetes and Obesity Research Laboratory, Institut d'Investigacions Biomédiques August Pi i Sunyer (IDIBAPS), Hospital Clínic de Barcelona, 08028, Barcelona, Spain.,Spanish Biomedical Research Centre Diabetes and, Associated Metabolic Disorders (CIBERDEM), 08028, Barcelona, Spain
| | - F Javier de la Mata
- Department of Organic and Inorganic Chemistry, Research Institute in Chemistry "Andrés M. Del Río" (IQAR), University of Alcalá, 28805, Madrid, Spain.,Networking Research Center on Bioengineering, Biomaterials and Nanomedicine (CIBER-BBN), 028029, Madrid, Spain.,Ramón y Cajal Health Research Institute (IRYCIS), IRYCIS, Colmenar Viejo Road, Km 9, 100, 28034, Madrid, Spain
| | - Sara de Pablo
- Diabetes and Obesity Research Laboratory, Institut d'Investigacions Biomédiques August Pi i Sunyer (IDIBAPS), Hospital Clínic de Barcelona, 08028, Barcelona, Spain
| | - Paula Ortega
- Department of Organic and Inorganic Chemistry, Research Institute in Chemistry "Andrés M. Del Río" (IQAR), University of Alcalá, 28805, Madrid, Spain.,Networking Research Center on Bioengineering, Biomaterials and Nanomedicine (CIBER-BBN), 028029, Madrid, Spain.,Ramón y Cajal Health Research Institute (IRYCIS), IRYCIS, Colmenar Viejo Road, Km 9, 100, 28034, Madrid, Spain
| | - Yorley Duarte
- Center for Bioinformatics and Integrative Biology (CBIB), Facultad de Ciencias Biológicas, Universidad Andres Bello, 8370146, Santiago, Chile
| | - Felipe Bravo-Moraga
- Center for Bioinformatics and Integrative Biology (CBIB), Facultad de Ciencias Biológicas, Universidad Andres Bello, 8370146, Santiago, Chile
| | - Fernando D González-Nilo
- Center for Bioinformatics and Integrative Biology (CBIB), Facultad de Ciencias Biológicas, Universidad Andres Bello, 8370146, Santiago, Chile.,Interdisciplinary Center for Neuroscience of Valparaíso, Faculty of Science, University of Valparaíso, 2340000, Valparaíso, Chile
| | - Anna Novials
- Diabetes and Obesity Research Laboratory, Institut d'Investigacions Biomédiques August Pi i Sunyer (IDIBAPS), Hospital Clínic de Barcelona, 08028, Barcelona, Spain.,Spanish Biomedical Research Centre Diabetes and, Associated Metabolic Disorders (CIBERDEM), 08028, Barcelona, Spain
| | - Rafael Gómez
- Department of Organic and Inorganic Chemistry, Research Institute in Chemistry "Andrés M. Del Río" (IQAR), University of Alcalá, 28805, Madrid, Spain.,Networking Research Center on Bioengineering, Biomaterials and Nanomedicine (CIBER-BBN), 028029, Madrid, Spain.,Ramón y Cajal Health Research Institute (IRYCIS), IRYCIS, Colmenar Viejo Road, Km 9, 100, 28034, Madrid, Spain
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Current Progress in Pharmacogenetics of Second-Line Antidiabetic Medications: Towards Precision Medicine for Type 2 Diabetes. J Clin Med 2019; 8:jcm8030393. [PMID: 30901912 PMCID: PMC6463061 DOI: 10.3390/jcm8030393] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/04/2019] [Revised: 03/15/2019] [Accepted: 03/18/2019] [Indexed: 12/17/2022] Open
Abstract
Precision medicine is a scientific and medical practice for personalized therapy based on patients’ individual genetic, environmental, and lifestyle characteristics. Pharmacogenetics and pharmacogenomics are also rapidly developing and expanding as a key element of precision medicine, in which the association between individual genetic variabilities and drug disposition and therapeutic responses are investigated. Type 2 diabetes (T2D) is a chronic metabolic disorder characterized by hyperglycemia mainly associated with insulin resistance, with the risk of clinically important cardiovascular, neurological, and renal complications. The latest consensus report from the American Diabetes Association and European Association for the Study of Diabetes (ADA-EASD) on the management of T2D recommends preferential use of glucagon-like peptide-1 (GLP-1) receptor agonists, sodium-glucose cotransporter-2 (SGLT2) inhibitors, and some dipeptidyl peptidase-4 (DPP-4) inhibitors after initial metformin monotherapy for diabetic patients with established atherosclerotic cardiovascular or chronic kidney disease, and with risk of hypoglycemia or body weight-related problems. In this review article, we summarized current progress on pharmacogenetics of newer second-line antidiabetic medications in clinical practices and discussed their therapeutic implications for precision medicine in T2D management. Several biomarkers associated with drug responses have been identified from extensive clinical pharmacogenetic studies, and functional variations in these genes have been shown to significantly affect drug-related glycemic control, adverse reactions, and risk of diabetic complications. More comprehensive pharmacogenetic research in various clinical settings will clarify the therapeutic implications of these genes, which may be useful tools for precision medicine in the treatment and prevention of T2D and its complications.
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