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Kruczkowska W, Gałęziewska J, Buczek P, Płuciennik E, Kciuk M, Śliwińska A. Overview of Metformin and Neurodegeneration: A Comprehensive Review. Pharmaceuticals (Basel) 2025; 18:486. [PMID: 40283923 PMCID: PMC12030719 DOI: 10.3390/ph18040486] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/24/2025] [Revised: 03/13/2025] [Accepted: 03/26/2025] [Indexed: 04/29/2025] Open
Abstract
This comprehensive review examines the therapeutic potential of metformin, a well-established diabetes medication, in treating neurodegenerative disorders. Originally used as a first-line treatment for type 2 diabetes, recent studies have begun investigating metformin's effects beyond metabolic disorders, particularly its neuroprotective capabilities against conditions like Parkinson's disease, Alzheimer's disease, Huntington's disease, and multiple sclerosis. Key findings demonstrate that metformin's neuroprotective effects operate through multiple pathways: AMPK activation enhancing cellular energy metabolism and autophagy; upregulation of antioxidant defenses; suppression of inflammation; inhibition of protein aggregation; and improvement of mitochondrial function. These mechanisms collectively address common pathological features in neurodegeneration and neuroinflammation, including oxidative stress, protein accumulation, and mitochondrial dysfunction. Clinical and preclinical evidence supporting metformin's association with improved cognitive performance, reduced risk of dementia, and modulation of pathological hallmarks of neurodegenerative diseases is critically evaluated. While metformin shows promise as a therapeutic agent, this review emphasizes the need for further investigation to fully understand its mechanisms and optimal therapeutic applications in neurodegenerative diseases.
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Affiliation(s)
- Weronika Kruczkowska
- Department of Functional Genomics, Faculty of Medicine, Medical University of Lodz, Żeligowskiego 7/9, 90-752 Lodz, Poland; (W.K.); (J.G.); (P.B.); (E.P.)
| | - Julia Gałęziewska
- Department of Functional Genomics, Faculty of Medicine, Medical University of Lodz, Żeligowskiego 7/9, 90-752 Lodz, Poland; (W.K.); (J.G.); (P.B.); (E.P.)
| | - Paulina Buczek
- Department of Functional Genomics, Faculty of Medicine, Medical University of Lodz, Żeligowskiego 7/9, 90-752 Lodz, Poland; (W.K.); (J.G.); (P.B.); (E.P.)
| | - Elżbieta Płuciennik
- Department of Functional Genomics, Faculty of Medicine, Medical University of Lodz, Żeligowskiego 7/9, 90-752 Lodz, Poland; (W.K.); (J.G.); (P.B.); (E.P.)
| | - Mateusz Kciuk
- Department of Molecular Biotechnology and Genetics, Faculty of Biology and Environmental Protection, University of Lodz, Banacha Street 12/16, 90-237 Lodz, Poland;
| | - Agnieszka Śliwińska
- Department of Nucleic Acid Biochemistry, Medical University of Lodz, Pomorska 251, 92-213 Lodz, Poland
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Flory JH, Ancker JS, Kim SY, Kuperman G, Petrov A, Vickers A. Large Language Model GPT-4 Compared to Endocrinologist Responses on Initial Choice of Glucose-Lowering Medication Under Conditions of Clinical Uncertainty. Diabetes Care 2025; 48:185-192. [PMID: 39250109 PMCID: PMC11770168 DOI: 10.2337/dc24-1067] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/24/2024] [Accepted: 08/07/2024] [Indexed: 09/10/2024]
Abstract
OBJECTIVE To explore how the commercially available large language model (LLM) GPT-4 compares to endocrinologists when addressing medical questions when there is uncertainty regarding the best answer. RESEARCH DESIGN AND METHODS This study compared responses from GPT-4 to responses from 31 endocrinologists using hypothetical clinical vignettes focused on diabetes, specifically examining the prescription of metformin versus alternative treatments. The primary outcome was the choice between metformin and other treatments. RESULTS With a simple prompt, GPT-4 chose metformin in 12% (95% CI 7.9-17%) of responses, compared with 31% (95% CI 23-39%) of endocrinologist responses. After modifying the prompt to encourage metformin use, the selection of metformin by GPT-4 increased to 25% (95% CI 22-28%). GPT-4 rarely selected metformin in patients with impaired kidney function, or a history of gastrointestinal distress (2.9% of responses, 95% CI 1.4-5.5%). In contrast, endocrinologists often prescribed metformin even in patients with a history of gastrointestinal distress (21% of responses, 95% CI 12-36%). GPT-4 responses showed low variability on repeated runs except at intermediate levels of kidney function. CONCLUSIONS In clinical scenarios with no single right answer, GPT-4's responses were reasonable, but differed from endocrinologists' responses in clinically important ways. Value judgments are needed to determine when these differences should be addressed by adjusting the model. We recommend against reliance on LLM output until it is shown to align not just with clinical guidelines but also with patient and clinician preferences, or it demonstrates improvement in clinical outcomes over standard of care.
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Klinaki E, Ogrodnik M. In the land of not-unhappiness: On the state-of-the-art of targeting aging and age-related diseases by biomedical research. Mech Ageing Dev 2024; 219:111929. [PMID: 38561164 DOI: 10.1016/j.mad.2024.111929] [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: 12/26/2023] [Revised: 03/12/2024] [Accepted: 03/23/2024] [Indexed: 04/04/2024]
Abstract
The concept of the Land of Not-Unhappiness refers to the potential achievement of eliminating the pathologies of the aging process. To inform of how close we are to settling in the land, we summarize and review the achievements of research on anti-aging interventions over the last hundred years with a specific focus on strategies that slow down metabolism, compensate for aging-related losses, and target a broad range of age-related diseases. We critically evaluate the existing interventions labeled as "anti-aging," such as calorie restriction, exercise, stem cell administration, and senolytics, to provide a down-to-earth evaluation of their current applicability in counteracting aging. Throughout the text, we have maintained a light tone to make it accessible to non-experts in biogerontology, and provide a broad overview for those considering conducting studies, research, or seeking to understand the scientific basis of anti-aging medicine.
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Affiliation(s)
- Eirini Klinaki
- Ludwig Boltzmann Research Group Senescence and Healing of Wounds, Vienna 1200, Austria; Ludwig Boltzmann Institute for Traumatology, The Research Centre in Cooperation with AUVA, Vienna 1200, Austria; Austrian Cluster for Tissue Regeneration, Vienna, Austria
| | - Mikolaj Ogrodnik
- Ludwig Boltzmann Research Group Senescence and Healing of Wounds, Vienna 1200, Austria; Ludwig Boltzmann Institute for Traumatology, The Research Centre in Cooperation with AUVA, Vienna 1200, Austria; Austrian Cluster for Tissue Regeneration, Vienna, Austria.
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Chaves Júnior JV, Ayala AP, Pontes DDL, de Souza FS, Aragão CFS. A Metformin-Ferulic Acid Salt with Improved Biopharmaceutical Parameters. J Pharm Sci 2023; 112:3120-3130. [PMID: 37451318 DOI: 10.1016/j.xphs.2023.07.009] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/06/2023] [Revised: 06/27/2023] [Accepted: 07/07/2023] [Indexed: 07/18/2023]
Abstract
Though ferulic acid presents great hypoglycemic potential, it possesses limited aqueous solubility, and low oral bioavailability. When associated with metformin, the first-choice drug in Type 2 diabetes treatment, FA demonstrates synergistic hypoglycemic effects, however, it also causes certain undesirable dose-related effects. This study aimed to develop a new ferulic acid - metformin multicomponent system, and incorporate it into a solid dosage form with improved biopharmaceutical parameters. A novel metformin: ferulate (1:1) salt (MFS) was produced, which was properly characterized using differing analytical techniques, including single crystal analysis. Also during the course of the study, a new polymorph of the metformin free base was observed. The MFS was obtained using solvent evaporation methods, which achieved high yields in reproducible process, as well as a 740-fold increase in ferulic acid aqueous solubility. The MFS tablets developed met quality control requirements for this dosage form, as well as revealing excellent performance in vitro dissolution tests, presenting dissolution efficiency values of 95.4 ± 0.5%. Additionally, physicochemical instability was not observed in a study at 40 °C for 3 months for both MFS powder and its tablet form. The MFS product developed is a promising candidate for further Type 2 diabetes clinical study.
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Affiliation(s)
- José Venâncio Chaves Júnior
- Pharmacy Department, Federal University of Rio Grande do Norte, 59010-115, Natal, Brazil; Pharmaceutical Sciences Department, Federal University of Paraíba, 58051-970, João Pessoa, Brazil.
| | | | - Daniel de Lima Pontes
- Institute of Chemistry, Federal University of Rio Grande do Norte, 59010-115, Natal, Brazil
| | - Fábio Santos de Souza
- Pharmaceutical Sciences Department, Federal University of Paraíba, 58051-970, João Pessoa, Brazil
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Flory JH, Guelce D, Goytia C, Li J, Min JY, Mushlin A, Orloff J, Mayer V. Prescriber Uncertainty as Opportunity to Improve Care of Type 2 Diabetes with Chronic Kidney Disease: Mixed Methods Study. J Gen Intern Med 2023; 38:1476-1483. [PMID: 36316625 PMCID: PMC10160326 DOI: 10.1007/s11606-022-07838-1] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/07/2022] [Accepted: 10/05/2022] [Indexed: 01/18/2023]
Abstract
BACKGROUND Over 5 million patients in the United States have type 2 diabetes mellitus (T2D) with chronic kidney disease (CKD); antidiabetic drug selection for this population is complex and has important implications for outcomes. OBJECTIVE To better understand how providers choose antidiabetic drugs in T2D with CKD DESIGN: Mixed methods. Interviews with providers underwent qualitative analysis using grounded theory to identify themes related to antidiabetic drug prescribing. A provider survey used vignettes and direct questions to quantitatively assess prescribers' knowledge and preferences. A retrospective cohort analysis of real-world prescribing data assessed the external validity of the interview and survey findings. PARTICIPANTS Primary care physicians, endocrinologists, nurse-practitioners, and physicians' assistants were eligible for interviews; primary care physicians and endocrinologists were eligible for the survey; prescribing data were derived from adult patients with serum creatinine data. MAIN MEASURES Interviews were qualitative; for the survey and retrospective cohort, proportion of patients receiving metformin was the primary outcome. KEY RESULTS Interviews with 9 providers identified a theme of uncertainty about guidelines for prescribing antidiabetic drugs in patients with T2D and CKD. The survey had 105 respondents: 74 primary care providers and 31 endocrinologists. Metformin was the most common choice for patients with T2D and CKD. Compared to primary care providers, endocrinologists were less likely to prescribe metformin at levels of kidney function at which it is contraindicated and more likely to correctly answer a question about metformin's contraindications (71% versus 41%) (p < .05). Real-world data were consistent with survey findings, and further showed low rates of use of sodium-glucose cotransporter 2 inhibitors and glucagon-like peptide 1 receptor agonists (<10%) in patients with eGFR below 60 ml/min/1.73m2. CONCLUSIONS Providers are unsure how to treat T2D with CKD and incompletely informed as to existing guidelines. This suggests opportunities to improve care.
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Affiliation(s)
- James H Flory
- Endocrinology Service, Department of Subspecialty Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA.
| | - Dominique Guelce
- Department of Population Health Sciences, Weill Cornell Medical College, New York, NY, USA
| | | | - Jing Li
- Department of Population Health Sciences, Weill Cornell Medical College, New York, NY, USA
| | - Jea Young Min
- Department of Population Health Sciences, Weill Cornell Medical College, New York, NY, USA
| | - Al Mushlin
- Department of Population Health Sciences, Weill Cornell Medical College, New York, NY, USA
| | - Jeremy Orloff
- Department of Population Health Sciences, Weill Cornell Medical College, New York, NY, USA
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Sims TJ, Boye KS, Robinson S, Kennedy-Martin T. Treatment-Related Attributes of Diabetes Therapies and How People with Type 2 Diabetes Report Their Impact on Indicators of Medication-Taking Behaviors. Patient Prefer Adherence 2022; 16:1919-1939. [PMID: 35958887 PMCID: PMC9359496 DOI: 10.2147/ppa.s367046] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/18/2022] [Accepted: 07/08/2022] [Indexed: 11/23/2022] Open
Abstract
Purpose Understanding the treatment-related attributes influencing medication-taking behaviors in people with type 2 diabetes (T2D) is important for delivery of patient-centered care. This review aimed to identify and summarize studies in which people with T2D (PwD) directly indicated the treatment-related attributes associated with medication-taking behaviors or intentions. Materials and Methods EMBASE and PubMed were searched for studies (Jan 2005-May 2021) reporting the link between PwD-expressed diabetes treatment-related attributes and the decision to initiate, adhere to, or discontinue a T2D medication. Eligible studies reported attributes associated with oral antidiabetes drugs or injectables (not insulin). Studies not explicitly exploring the link between attributes and indicators of behaviors (eg most discrete-choice experiments [DCE] and those interrogating electronic medical records or claims databases) were excluded, as were studies where the link between attribute and behavior came from anyone but the PwD. Results Of the 6464 studies identified, 16 were included. Studies were conducted across multiple countries; the USA was most represented (n = 8 studies). The impact of treatment attributes was described on indicators of initiation (n = 3), adherence (n = 12), and discontinuation (n = 4). Some studies evaluated multiple behaviors. PwD perspectives were solicited by structured questionnaires (n = 10), qualitative approaches (n = 4), or DCE explicitly exploring the link to medication-taking behaviors (n = 2). Closed- (n = 9) and open-ended questions (n = 7) were employed. Across studies, several factors including glycemic efficacy (n = 9), weight change (n = 9), dosing frequency (n = 9), hypoglycemia (n = 8), gastrointestinal adverse events (n = 8), regimen complexity (n = 6), route of administration (n = 3), and cardiovascular risk (n = 1) were reported as influencing behaviors, being motivators or barriers to initiation, adherence, or discontinuation. Conclusion Several attributes influence how PwD take their medications. Insights gained directly from PwD have the potential to assist stakeholders in making more informed, patient-centered, treatment decisions, thus choosing and managing medications that PwD are comfortable initiating and persisting with over the longer term.
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Orloff JN, Touhamy SH, Truong W, Casper A, Shukla AP, Igel LI, Flory JH. Trial of restarting and tolerating metformin (TreatMet). Diabetes Obes Metab 2020; 22:2189-2192. [PMID: 32639649 DOI: 10.1111/dom.14137] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/10/2020] [Revised: 06/30/2020] [Accepted: 07/01/2020] [Indexed: 12/30/2022]
Abstract
This randomized, double-blind, placebo-controlled, n-of-1 crossover study assessed whether metformin's side effects are reproducible in patients with a history of metformin intolerance. Participants completed up to four cycles of 2 weeks of metformin exposure and 2 weeks of placebo exposure. Participants completed surveys based on the Gastrointestinal Symptom Rating Scale and the Treatment Satisfaction Questionnaire for Medication. The primary hypotheses were that treatment satisfaction would be equal for placebo and metformin and that more than 30% of the study enrollees would be able to adhere to a higher dose of metformin 6 months after participation. Thirteen patients (all women, mean age 52.4 years) enrolled, three of whom were lost to follow-up or were non-adherent to study protocol. Metformin was associated with significantly lower global treatment satisfaction scores compared with placebo (39.58 vs. 53.75, P < .05 ) but participants could not distinguish metformin from placebo and did not report higher rates of gastrointestinal side effects on metformin. Two out of 10 participants adhered to a higher dose of metformin after trial completion. Metformin appears to have barriers to use beyond its classic gastrointestinal side effects.
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Affiliation(s)
- Jeremy N Orloff
- Weill Cornell Medicine, Population Health Sciences, New York, New York, USA
| | | | - Wanda Truong
- Division of Endocrinology, Diabetes and Metabolism Comprehensive Weight Control Center, Weill Cornell Medical College, New York, New York, USA
| | - Anthony Casper
- Division of Endocrinology, Diabetes and Metabolism Comprehensive Weight Control Center, Weill Cornell Medical College, New York, New York, USA
| | - Alpana P Shukla
- Division of Endocrinology, Diabetes and Metabolism Comprehensive Weight Control Center, Weill Cornell Medical College, New York, New York, USA
| | - Leon I Igel
- Division of Endocrinology, Diabetes and Metabolism Comprehensive Weight Control Center, Weill Cornell Medical College, New York, New York, USA
| | - James H Flory
- Memorial Sloan Kettering Cancer Center, New York, New York, USA
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