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Mele M, Imbrici P, Mele A, Togo MV, Dinoi G, Correale M, Brunetti ND, Nicolotti O, De Luca A, Altomare CD, Liantonio A, Amoroso N. Short-term anti-remodeling effects of gliflozins in diabetic patients with heart failure and reduced ejection fraction: an explainable artificial intelligence approach. Front Pharmacol 2023; 14:1175606. [PMID: 37361206 PMCID: PMC10289166 DOI: 10.3389/fphar.2023.1175606] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/27/2023] [Accepted: 05/26/2023] [Indexed: 06/28/2023] Open
Abstract
Introduction: Sodium-glucose cotransporter type 2 inhibitors (SGLT2i), gliflozins, play an emerging role for the treatment of heart failure with reduced left ventricular ejection fraction (HFrEF). Nevertheless, the effects of SGLT2i on ventricular remodeling and function have not been completely understood yet. Explainable artificial intelligence represents an unprecedented explorative option to clinical research in this field. Based on echocardiographic evaluations, we identified some key clinical responses to gliflozins by employing a machine learning approach. Methods: Seventy-eight consecutive diabetic outpatients followed for HFrEF were enrolled in the study. Using a random forests classification, a single subject analysis was performed to define the profile of patients treated with gliflozins. An explainability analysis using Shapley values was used to outline clinical parameters that mostly improved after gliflozin therapy and machine learning runs highlighted specific variables predictive of gliflozin response. Results: The five-fold cross-validation analyses showed that gliflozins patients can be identified with a 0.70 ± 0.03% accuracy. The most relevant parameters distinguishing gliflozins patients were Right Ventricular S'-Velocity, Left Ventricular End Systolic Diameter and E/e' ratio. In addition, low Tricuspid Annular Plane Systolic Excursion values along with high Left Ventricular End Systolic Diameter and End Diastolic Volume values were associated to lower gliflozin efficacy in terms of anti-remodeling effects. Discussion: In conclusion, a machine learning analysis on a population of diabetic patients with HFrEF showed that SGLT2i treatment improved left ventricular remodeling, left ventricular diastolic and biventricular systolic function. This cardiovascular response may be predicted by routine echocardiographic parameters, with an explainable artificial intelligence approach, suggesting a lower efficacy in case of advanced stages of cardiac remodeling.
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Affiliation(s)
- Marco Mele
- Department of Pharmacy-Drug Sciences, University of Bari, Bari, Italy
- University Hospital Policlinico Riuniti, Foggia, Italy
| | - Paola Imbrici
- Department of Pharmacy-Drug Sciences, University of Bari, Bari, Italy
| | - Antonietta Mele
- Department of Pharmacy-Drug Sciences, University of Bari, Bari, Italy
| | | | - Giorgia Dinoi
- Department of Pharmacy-Drug Sciences, University of Bari, Bari, Italy
| | | | | | - Orazio Nicolotti
- Department of Pharmacy-Drug Sciences, University of Bari, Bari, Italy
| | - Annamaria De Luca
- Department of Pharmacy-Drug Sciences, University of Bari, Bari, Italy
| | | | | | - Nicola Amoroso
- Department of Pharmacy-Drug Sciences, University of Bari, Bari, Italy
- National Institute of Nuclear Physics, Section of Bari, Bari, Italy
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Mahgoub MO, Ali II, Adeghate JO, Tekes K, Kalász H, Adeghate EA. An Update on the Molecular and Cellular Basis of Pharmacotherapy in Type 2 Diabetes Mellitus. Int J Mol Sci 2023; 24:ijms24119328. [PMID: 37298274 DOI: 10.3390/ijms24119328] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/10/2023] [Revised: 04/19/2023] [Accepted: 04/21/2023] [Indexed: 06/12/2023] Open
Abstract
Diabetes mellitus (DM) is a chronic illness with an increasing global prevalence. More than 537 million cases of diabetes were reported worldwide in 2021, and the number is steadily increasing. The worldwide number of people suffering from DM is projected to reach 783 million in 2045. In 2021 alone, more than USD 966 billion was spent on the management of DM. Reduced physical activity due to urbanization is believed to be the major cause of the increase in the incidence of the disease, as it is associated with higher rates of obesity. Diabetes poses a risk for chronic complications such as nephropathy, angiopathy, neuropathy and retinopathy. Hence, the successful management of blood glucose is the cornerstone of DM therapy. The effective management of the hyperglycemia associated with type 2 diabetes includes physical exercise, diet and therapeutic interventions (insulin, biguanides, second generation sulfonylureas, glucagon-like peptide 1 agonists, dipeptidyl-peptidase 4 inhibitors, thiazolidinediones, amylin mimetics, meglitinides, α-glucosidase inhibitors, sodium-glucose cotransporter-2 inhibitors and bile acid sequestrants). The optimal and timely treatment of DM improves the quality of life and reduces the severe burden of the disease for patients. Genetic testing, examining the roles of different genes involved in the pathogenesis of DM, may also help to achieve optimal DM management in the future by reducing the incidence of DM and by enhancing the use of individualized treatment regimens.
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Affiliation(s)
- Mohamed Omer Mahgoub
- Department of Anatomy, College of Medicine & Health Sciences, United Arab Emirates University, Al Ain P.O. Box 17666, United Arab Emirates
- Department of Health and Medical Sciences, Khawarizmi International College, Abu Dhabi P.O. Box 25669, United Arab Emirates
| | - Ifrah Ismail Ali
- Department of Anatomy, College of Medicine & Health Sciences, United Arab Emirates University, Al Ain P.O. Box 17666, United Arab Emirates
| | - Jennifer O Adeghate
- Department of Ophthalmology, Vagelos College of Physicians and Surgeons, Columbia University, 630 W. 168th St., New York, NY 10032, USA
- Edward S. Harkness Eye Institute, Columbia University Irving Medical Center, 635 W. 165th St., New York, NY 10032, USA
| | - Kornélia Tekes
- Department of Pharmacodynamics, Faculty of Pharmacy, Semmelweis University, 1089 Budapest, Hungary
| | - Huba Kalász
- Department of Pharmacology and Pharmacotherapy, Faculty of Medicine, Semmelweis University, 1089 Budapest, Hungary
| | - Ernest A Adeghate
- Department of Anatomy, College of Medicine & Health Sciences, United Arab Emirates University, Al Ain P.O. Box 17666, United Arab Emirates
- Zayed Centre for Health Sciences, United Arab Emirates University, Al Ain P.O. Box 15551, United Arab Emirates
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In Vitro and In Vivo Antidiabetic Potential of Monoterpenoids: An Update. MOLECULES (BASEL, SWITZERLAND) 2021; 27:molecules27010182. [PMID: 35011414 PMCID: PMC8746715 DOI: 10.3390/molecules27010182] [Citation(s) in RCA: 14] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 11/14/2021] [Revised: 12/20/2021] [Accepted: 12/25/2021] [Indexed: 12/11/2022]
Abstract
Diabetes mellitus (DM) is a chronic metabolic condition characterized by persistent hyperglycemia due to insufficient insulin levels or insulin resistance. Despite the availability of several oral and injectable hypoglycemic agents, their use is associated with a wide range of side effects. Monoterpenes are compounds extracted from different plants including herbs, vegetables, and fruits and they contribute to their aroma and flavor. Based on their chemical structure, monoterpenes are classified into acyclic, monocyclic, and bicyclic monoterpenes. They have been found to exhibit numerous biological and medicinal effects such as antipruritic, antioxidant, anti-inflammatory, and analgesic activities. Therefore, monoterpenes emerged as promising molecules that can be used therapeutically to treat a vast range of diseases. Additionally, monoterpenes were found to modulate enzymes and proteins that contribute to insulin resistance and other pathological events caused by DM. In this review, we highlight the different mechanisms by which monoterpenes can be used in the pharmacological intervention of DM via the alteration of certain enzymes, proteins, and pathways involved in the pathophysiology of DM. Based on the fact that monoterpenes have multiple mechanisms of action on different targets in in vitro and in vivo studies, they can be considered as lead compounds for developing effective hypoglycemic agents. Incorporating these compounds in clinical trials is needed to investigate their actions in diabetic patients in order to confirm their ability in controlling hyperglycemia.
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Pulakazhi Venu VK, El-Daly M, Saifeddine M, Hirota SA, Ding H, Triggle CR, Hollenberg MD. Minimizing Hyperglycemia-Induced Vascular Endothelial Dysfunction by Inhibiting Endothelial Sodium-Glucose Cotransporter 2 and Attenuating Oxidative Stress: Implications for Treating Individuals With Type 2 Diabetes. Can J Diabetes 2019; 43:510-514. [PMID: 30930073 DOI: 10.1016/j.jcjd.2019.01.005] [Citation(s) in RCA: 22] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/28/2018] [Revised: 01/07/2019] [Accepted: 01/16/2019] [Indexed: 01/14/2023]
Abstract
This overview deals with mechanisms whereby hyperglycemia-induced oxidative stress compromises vascular endothelial function and provides a background for a recently published study illustrating the beneficial impact of endothelial sodium-glucose cotransporter 2 (SGLT2) inhibitors in attenuating hyperglycemia-induced vascular dysfunction in vitro. The data provide new insight that can possibly lead to improved drug therapy for people with type 2 diabetes. The working hypotheses that underpinned the experiments performed are provided, along with the findings of the study. For the causes of hyperglycemia-induced vascular endothelial dysfunction, the findings point to the key roles of: 1) functional endothelial SGLT2; 2) oxidative stress-induced signalling pathways including mammalian sarcoma virus kinase, the EGF receptor-kinase and protein kinase C; and 3) mitochondrial dysfunction triggered by hyperglycemia was mitigated by an SGLT2 inhibitor in the hyperglycemic mouse aorta vascular organ cultures. The overview sums up the approaches implicated by the study that can potentially counteract the detrimental impact of hyperglycemia on vascular function in people with diabetes, including the clinical use of SGLT2 inhibitors for those with type 2 diabetes already being treated, for example, with metformin, along with dietary supplementation with broccoli-derived sulforaphane and tetrahydrobiopterin. The caveats associated with the study for extending the findings from mice to humans are summarized, pointing to the need to validate the work using vascular tissues from humans. Suggestions for future clinical studies are made, including the assessment of the impact of the therapeutic strategies proposed on measurements of blood flow in subjects with diabetes.
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Affiliation(s)
- Vivek Krishna Pulakazhi Venu
- Inflammation Research Network, University of Calgary, Cumming School of Medicine, Calgary, Alberta, Canada; Snyder Institute for Chronic Diseases, University of Calgary, Calgary, Alberta, Canada; Department of Physiology & Pharmacology, University of Calgary, Cumming School of Medicine, Calgary, Alberta, Canada
| | - Mahmoud El-Daly
- Inflammation Research Network, University of Calgary, Cumming School of Medicine, Calgary, Alberta, Canada; Department of Pharmacology & Toxicology, Faculty of Pharmacy, Minia University, Minya, Egypt
| | - Mahmoud Saifeddine
- Inflammation Research Network, University of Calgary, Cumming School of Medicine, Calgary, Alberta, Canada; Snyder Institute for Chronic Diseases, University of Calgary, Calgary, Alberta, Canada; Department of Physiology & Pharmacology, University of Calgary, Cumming School of Medicine, Calgary, Alberta, Canada
| | - Simon A Hirota
- Inflammation Research Network, University of Calgary, Cumming School of Medicine, Calgary, Alberta, Canada; Snyder Institute for Chronic Diseases, University of Calgary, Calgary, Alberta, Canada; Department of Physiology & Pharmacology, University of Calgary, Cumming School of Medicine, Calgary, Alberta, Canada
| | - Hong Ding
- Departments of Pharmacology and Medical Education, Weill Cornell Medicine in Qatar, Ar-Rayyan, Qatar
| | - Chris R Triggle
- Departments of Pharmacology and Medical Education, Weill Cornell Medicine in Qatar, Ar-Rayyan, Qatar
| | - Morley D Hollenberg
- Inflammation Research Network, University of Calgary, Cumming School of Medicine, Calgary, Alberta, Canada; Snyder Institute for Chronic Diseases, University of Calgary, Calgary, Alberta, Canada; Department of Physiology & Pharmacology, University of Calgary, Cumming School of Medicine, Calgary, Alberta, Canada; Libin Cardiovascular Institute of Alberta, Alberta Health Service and University of Calgary, Calgary, Alberta, Canada; Department of Medicine, University of Calgary, Cumming School of Medicine, Calgary, Alberta, Canada.
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Katsiki N, Dimitriadis G, Hahalis G, Papanas N, Tentolouris N, Triposkiadis F, Tsimihodimos V, Tsioufis C, Mikhailidis DP, Mantzoros C. Sodium-glucose co-transporter-2 inhibitors (SGLT2i) use and risk of amputation: an expert panel overview of the evidence. Metabolism 2019; 96:92-100. [PMID: 30980838 DOI: 10.1016/j.metabol.2019.04.008] [Citation(s) in RCA: 33] [Impact Index Per Article: 6.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/21/2019] [Revised: 04/03/2019] [Accepted: 04/06/2019] [Indexed: 12/12/2022]
Abstract
Sodium-glucose co-transporter-2 inhibitors (SGLT2i) are oral antidiabetic agents that exert their glucose-lowering effect by increasing renal excretion of glucose. These drugs have been reported to beneficially affect cardiovascular (CV) and renal outcomes. However, concerns have recently been raised in relation to increased risk of lower-extremities amputation with canagliflozin and it remains unclear whether and to what extent this side effect could also occur with other SGLT2i. The present expert panel overview focuses on the three SGLT2i available and widely used in the US and Europe, i.e. empagliflozin, canagliflozin and dapagliflozin and only refers briefly to other SGLT2i for which less data are available. The results of large CV outcome trials with these SGLT2i are presented, focusing specifically on the data in relation to amputation risk. The potential pathophysiological mechanisms involved in this side effect are discussed. Furthermore, available data reporting amputation cases in SGLT2i users are critically reviewed. The expert panel concludes that, based on current data, increased amputation risk seems to be related only to canagliflozin, thus representing a drug-effect rather than a SGLT2i class-effect. The exact pathways underlying this drug-induced adverse event, possibly related to off-target drug effects rather than SGLT2 inhibition per se, should be elucidated in future studies. Continuous monitoring and pharmacovigilance is necessary and head to head trials would also be essential to provide definitive conclusions.
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Affiliation(s)
- Niki Katsiki
- First Department of Internal Medicine, Division of Endocrinology and Metabolism, Diabetes Center, Medical School, AHEPA University Hospital, Thessaloniki, Greece.
| | - George Dimitriadis
- 2nd Department of Internal Medicine, Research Institute and Diabetes Center, "Attikon" University hospital, National and Kapodistrian University of Athens, Athens, Greece
| | - George Hahalis
- Department of Cardiology, University of Patras Medical School, Patras, Greece
| | - Nikolaos Papanas
- Diabetes Centre-Diabetic Foot Clinic, Second Department of Internal Medicine, Democritus University of Thrace, University Hospital of Alexandroupolis, Greece
| | - Nikolaos Tentolouris
- First Department of Propaedeutic Internal Medicine, Medical School, National and Kapodistrian University of Athens, Laiko General Hospital, Athens, Greece
| | | | - Vasilios Tsimihodimos
- Department of Internal Medicine, School of Medicine, University of Ioannina, Ioannina, Greece
| | - Costas Tsioufis
- First Cardiology Clinic, Medical School, National and Kapodistrian University of Athens, Hippokration Hospital, Athens, Greece
| | - Dimitri P Mikhailidis
- Department of Clinical Biochemistry, Royal Free Campus, University College London Medical School, University College London (UCL), London, UK.
| | - Christos Mantzoros
- Beth-Israel Deaconess Medical Center, Harvard Medical School, Boston, MA, USA; Section of Endocrinology, Boston VA Healthcare System, Harvard Medical School, Boston, MA, USA
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Tougaard NH, Faber J, Eldrup E. Very low carbohydrate diet and SGLT-2-inhibitor: double jeopardy in relation to ketoacidosis. BMJ Case Rep 2019; 12:12/4/e227516. [PMID: 30954957 DOI: 10.1136/bcr-2018-227516] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/14/2023] Open
Abstract
Diabetic euglycaemic ketoacidosis is a possible adverse effect of sodium-glucose co-transporter-2 inhibitors (SGLT2i). We report a case in which the combination of SGLT2i and a strict very low-carbohydrate diet led to severe diabetic ketoacidosis in a young Caucasian man with type 2 diabetes.
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Affiliation(s)
| | - Jens Faber
- Department of Endocrinology, Herlev Hospital, Herlev, Denmark.,Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| | - Ebbe Eldrup
- Department of Endocrinology, Herlev Hospital, Herlev, Denmark
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Ogawa S, Nako K, Ito S. Effects of sodium-glucose cotransporter 2 inhibitors on hypoglycaemia in brittle diabetic patients with decreased endogenous insulin secretion. Endocrinol Diabetes Metab 2019; 2:e00044. [PMID: 30815573 PMCID: PMC6354752 DOI: 10.1002/edm2.44] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/09/2018] [Revised: 07/17/2018] [Accepted: 09/24/2018] [Indexed: 11/09/2022] Open
Abstract
AIMS The effects of sodium-glucose cotransporter 2 inhibitors (SGLT2Is) on fasting blood glucose concentration (FBG) in patients with unstable FBG despite undergoing intensive insulin therapy (IIT) remain unclear. This study aimed to identify the effects of SGLT2Is on unstable FBGs. MATERIALS AND METHODS Thirty brittle diabetic patients with unstable FBGs despite undergoing IIT were included in the study. SGLT2Is were added and used in combination. We evaluated the data of the subjects in Evaluation 1 (immediately before using SGLT2Is) and evaluations 2, 3 and 4 (4, 24 and 48 weeks after starting concomitant therapy, respectively). FBGs were measured every day for a period of 28 days immediately before conducting Evaluations 1, 2, 3 and 4. The mean value of the 28 sets of FBG data (FBG mean) and their standard deviation (SD) values were established as each evaluation's FBGs. The changes in the mean values of the 30 subjects as well as their SD before and after concomitant therapy were evaluated. RESULTS The concomitant use of SGLT2Is helped reduce not only FBG mean but also SD. FBG max dropped, and the frequency of occurrence of hyperglycaemic FBG (>11.1 mmol/L) decreased. However, FBG min did not drop, and the frequency of occurrence of hypoglycaemic FBG (<3.9 mmol/L) increased. The frequency of occurrence of subjective hypoglycaemia decreased. The decrease in the SD of FBG was related to the decrease in subjective hypoglycaemia. CONCLUSION Concomitant use of SGLT2Is in patients with brittle diabetes appears to be useful in terms of improvement of FBG and fewer occurrences of hypoglycaemic events.
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Affiliation(s)
- Susumu Ogawa
- Division of Nephrology, Endocrinology and Vascular MedicineTohoku University HospitalSendaiJapan
- Division of Research in Student Support, Section of Clinical Medicine, Institute for Excellence in Higher EducationTohoku UniversitySendaiJapan
| | - Kazuhiro Nako
- Division of Nephrology, Endocrinology and Vascular MedicineTohoku University HospitalSendaiJapan
| | - Sadayoshi Ito
- Division of Nephrology, Endocrinology and Vascular MedicineTohoku University HospitalSendaiJapan
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Melnick S, Rajagopalan P, Lynn T, Donato A. Perioperative genitourinary infection associated with sodium-glucose co-transporter 2 inhibitor use. J Community Hosp Intern Med Perspect 2018; 8:315-316. [PMID: 30357044 PMCID: PMC6197014 DOI: 10.1080/20009666.2018.1527667] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/27/2018] [Accepted: 09/13/2018] [Indexed: 11/22/2022] Open
Abstract
Context: Sodium-glucose co-transporter 2 (SGLT-2) inhibitors are a novel treatment approved for type 2 diabetes mellitus to lower hyperglycemia, systolic blood pressure, and promote weight loss. Commonly reported serious adverse events include increased mycotic urogenital infections, orthostatic hypotension, and normoglycemic ketoacidosis. Case report: We present a case of a 47-year old man with a history of type 2 diabetes mellitus initiated on the SGLT-2 inhibitor canagliflozin preoperatively before a penile implant, who presented with late postoperative MRSA bacteremia and scrotal abscess requiring implant extraction. Conclusion: As the SGLT-2 inhibitors are gaining in popularity, prescribers must be aware of the potential adverse genitourinary infectious outcomes. Providers should use caution and avoid initiating SGLT-2 inhibitors in the perioperative setting, and may even consider holding or discontinuing this medication in the setting of impending GU surgery.
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Affiliation(s)
- Stephen Melnick
- Department of Internal Medicine, Reading Hospital and Medical Center, West Reading, PA, USA
| | - Priya Rajagopalan
- Department of Internal Medicine, Reading Hospital and Medical Center, West Reading, PA, USA
| | - Theresa Lynn
- Department of Internal Medicine, Reading Hospital and Medical Center, West Reading, PA, USA
| | - Anthony Donato
- Department of Internal Medicine, Reading Hospital and Medical Center, West Reading, PA, USA
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Weisnagel SJ. The role of glucagon-like peptide-1 receptor agonists in cardiovascular disease prevention in type 2 diabetes mellitus: evidence from the most recent clinical trials. ANNALS OF TRANSLATIONAL MEDICINE 2018; 6:194. [PMID: 29951516 DOI: 10.21037/atm.2018.03.29] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/14/2023]
Affiliation(s)
- S John Weisnagel
- Department of Endocrinology and Nephrology, Faculty of Medicine, Diabetes Research Unit, CHU Research Centre, Laval University, Québec, Canada
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Blonde L, Meneghini L, Peng XV, Boss A, Rhee K, Shaunik A, Kumar S, Balodi S, Brulle-Wohlhueter C, McCrimmon RJ. Probability of Achieving Glycemic Control with Basal Insulin in Patients with Type 2 Diabetes in Real-World Practice in the USA. Diabetes Ther 2018; 9:1347-1358. [PMID: 29600507 PMCID: PMC5984916 DOI: 10.1007/s13300-018-0413-5] [Citation(s) in RCA: 45] [Impact Index Per Article: 7.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/02/2018] [Indexed: 10/28/2022] Open
Abstract
INTRODUCTION Basal insulin (BI) plays an important role in treating type 2 diabetes (T2D), especially when oral antidiabetic (OAD) medications are insufficient for glycemic control. We conducted a retrospective, observational study using electronic medical records (EMR) data from the IBM® Explorys database to evaluate the probability of achieving glycemic control over 24 months after BI initiation in patients with T2D in the USA. METHODS A cohort of 6597 patients with T2D who started BI following OAD(s) and had at least one valid glycated hemoglobin (HbA1c) result recorded both within 90 days before and 720 days after BI initiation were selected. We estimated the changes from baseline in HbA1c every 6 months, the quarterly conditional probabilities of reaching HbA1c < 7% if a patient had not achieved glycemic control prior to each quarter (Q), and the cumulative probability of reaching glycemic control over 24 months. RESULTS Our cohort was representative of patients with T2D who initiated BI from OADs in the USA. The average HbA1c was 9.1% at BI initiation, and decreased robustly (1.5%) in the first 6 months after initiation with no further reductions thereafter. The conditional probability of reaching glycemic control decreased rapidly in the first year (26.6% in Q2; 17.6% in Q3; 8.6% in Q4), and then remained low (≤ 6.1%) for each quarter in the second year. Cumulatively, about 38% of patients reached HbA1c < 7% in the first year; only approximately 8% more did so in the second year. CONCLUSION Our study of real-world data from a large US EMR database suggested that among patients with T2D who initiated BI after OADs, the likelihood of reaching glycemic control diminished over time, and remained low from 12 months onwards. Additional treatment options should be considered if patients do not reach glycemic control within 12 months of BI initiation. FUNDING Sanofi Corporation.
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Affiliation(s)
| | - Luigi Meneghini
- University of Texas, Southwestern Medical Center and Parkland Health & Hospital System, Dallas, TX, USA
| | | | | | - Kyu Rhee
- Watson Health, IBM, Cambridge, MA, USA
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Dong ST, Niu HM, Wu Y, Jiang JL, Li Y, Jiang KY, Wang X, Zhang MF, Han MF, Meng SN. Plasma Pharmacokinetic Determination of Canagliflozin and Its Metabolites in a Type 2 Diabetic Rat Model by UPLC-MS/MS. Molecules 2018; 23:molecules23051229. [PMID: 29783787 PMCID: PMC6100046 DOI: 10.3390/molecules23051229] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/03/2018] [Revised: 05/15/2018] [Accepted: 05/17/2018] [Indexed: 01/23/2023] Open
Abstract
Canagliflozin is a novel, orally selective inhibitor of sodium-dependent glucose co-transporter-2 (SGLT2) for the treatment of patients with type 2 diabetes mellitus. In this study, a sensitive and efficient UPLC-MS/MS method for the quantification of canagliflozin and its metabolites in rat plasma was established and applied to pharmacokinetics in a type 2 diabetic rat model. We firstly investigated the pharmacokinetic changes of canagliflozin and its metabolites in type 2 diabetic rats in order to use canagliflozin more safely, reasonably and effectively. We identified three types of O-glucuronide metabolites (M5, M7 and M17), two kinds of oxidation metabolites (M8 and M9) and one oxidation and glucuronide metabolite (M16) using API 5600 triple-TOF-MS/MS. Following liquid–liquid extraction by tert-butyl methyl ether, chromatographic separation of canagliflozin and its metabolites were performed on a Waters XBridge BEH C18 column (100 × 2.1 mm, 2.5 μm) using 0.1% acetonitrile–formic acid (75:15, v/v) as the mobile phase at a flow rate of 0.7 mL/min. Selected ion monitoring transitions of m/z 462.00→191.10, 451.20→153.10, 638.10→191.10 and 478.00→267.00 were chosen to quantify canagliflozin, empagliflozin (IS), O-glucuronide metabolites (M5, M7 and M17), and oxidation metabolites (M9) using an API 5500-triple-MS/MS in the positive electrospray ionization mode. The validation of the method was found to be of sufficient specificity, accuracy and precision. The pathological condition of diabetes could result in altered pharmacokinetic behaviors of canagliflozin and its metabolites. The pharmacokinetic parameters (AUC0–t, AUC0–∞, CLz/F, and Vz/F) of canagliflozin were significantly different between the CTRL and DM group rats (p < 0.05 or p < 0.01), which may subsequently cause different therapeutic effects.
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Affiliation(s)
- Song-Tao Dong
- Department of Pharmaceutics, School of Pharmacy, China Medical University, Shenyang 110001, China.
| | - Hui-Min Niu
- Department of Pharmaceutics, School of Pharmacy, China Medical University, Shenyang 110001, China.
| | - Yin Wu
- Department of Pharmaceutics, School of Pharmacy, Hebei Medical University, Shijiazhuang 050017, China.
| | - Jia-Lei Jiang
- Department of Pharmaceutics, School of Pharmacy, China Medical University, Shenyang 110001, China.
| | - Ying Li
- Department of Pharmaceutics, School of Pharmacy, Hebei Medical University, Shijiazhuang 050017, China.
| | - Kun-Yu Jiang
- Department of Pharmaceutics, School of Pharmacy, China Medical University, Shenyang 110001, China.
| | - Xin Wang
- Department of Pharmaceutics, School of Pharmacy, China Medical University, Shenyang 110001, China.
| | - Mao-Fan Zhang
- Department of Pharmaceutics, School of Pharmacy, China Medical University, Shenyang 110001, China.
| | - Ming-Feng Han
- Department of Pharmaceutics, School of Pharmacy, China Medical University, Shenyang 110001, China.
| | - Sheng-Nan Meng
- Department of Pharmaceutics, School of Pharmacy, China Medical University, Shenyang 110001, China.
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Greydanus DE, Agana M, Kamboj MK, Shebrain S, Soares N, Eke R, Patel DR. Pediatric obesity: Current concepts. Dis Mon 2018; 64:98-156. [DOI: 10.1016/j.disamonth.2017.12.001] [Citation(s) in RCA: 29] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/06/2023]
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