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Machado-Alba JE, Gaviria-Mendoza A, Machado-Duque ME, Valladales-Restrepo LF, Alvarado-Segovia A. Noninsulin antidiabetic prescription patterns in Colombia: a cross-sectional study. Ther Adv Endocrinol Metab 2024; 15:20420188241271806. [PMID: 39483171 PMCID: PMC11526234 DOI: 10.1177/20420188241271806] [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] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/22/2024] [Accepted: 06/20/2024] [Indexed: 11/03/2024] Open
Abstract
Background The prevalence of type 2 diabetes mellitus (T2DM) continues to increase; the clinical practice guidelines continue to modify the recommendations for its treatment. Objective The aim was to determine the prescription patterns of noninsulin antidiabetics in a group of patients from Colombia. Design Cross-sectional study. Methods The use of noninsulin antidiabetic drugs based on a population database of patients under treatment in 2022. Comorbidities were identified, including total numbers, proportions, and defined daily doses of each antidiabetic agent per 1000 inhabitants/day (DHD). Results A total of 155,381 patients with T2DM were identified, with a mean age of 67.1 ± 12.0 years. The most widely used antidiabetics according to DHD were metformin (9.46 DHD), empagliflozin (5.3), sitagliptin (2.8), linagliptin (2.4), and dapagliflozin (2.3), mainly in combination therapy (55.5%), most often two (31.2% of patients) or three antidiabetics (22.4% of patients). The most frequent cardiovascular comorbidities were hypertension (67.6%), chronic kidney disease (6.3%), and coronary ischemic heart disease (2.5%), treated with angiotensin 2 receptor antagonists, followed by diuretics, calcium antagonists, and β-blockers. Conclusion This group of patients with T2DM has been treated mainly with metformin alone or in combination with other antidiabetic drugs, but despite the changes in treatment in recent years, a significant number of patients with concomitant cardiovascular conditions are not receiving appropriate antidiabetic agents. Sodium-glucose type 2 cotransporter or glucagon-like peptide-1 receptor agonists may offer additional benefits with reduced cardiovascular risk.
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Affiliation(s)
- Jorge Enrique Machado-Alba
- Grupo de Investigación en Farmacoepidemiología y Farmacovigilancia, Universidad Tecnológica de Pereira-Audifarma S.A., 105 # 14-140, Pereira, Risaralda 660003, Colombia
| | - Andrés Gaviria-Mendoza
- Grupo de Investigación en Farmacoepidemiología y Farmacovigilancia, Universidad Tecnológica de Pereira-Audifarma S.A., Pereira, Risaralda, Colombia
- Grupo de Investigación Biomedicina, Facultad de Medicina, Fundación Universitaria Autónoma de las Américas, Pereira, Colombia
| | - Manuel Enrique Machado-Duque
- Grupo de Investigación en Farmacoepidemiología y Farmacovigilancia, Universidad Tecnológica de Pereira-Audifarma S.A., Pereira, Risaralda, Colombia
- Grupo de Investigación Biomedicina, Facultad de Medicina, Fundación Universitaria Autónoma de las Américas, Pereira, Colombia
| | - Luis Fernando Valladales-Restrepo
- Grupo de Investigación en Farmacoepidemiología y Farmacovigilancia, Universidad Tecnológica de Pereira-Audifarma S.A., Pereira, Risaralda, Colombia
- Grupo de Investigación Biomedicina, Facultad de Medicina, Fundación Universitaria Autónoma de las Américas, Pereira, Colombia
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Machado-Duque ME, Gaviria-Mendoza A, Valladales-Restrepo LF, Franco JS, de Rosario Forero M, Vizcaya D, Machado-Alba JE. Treatment patterns of antidiabetic and kidney protective therapies among patients with type 2 diabetes mellitus and chronic kidney disease in Colombia. The KDICO descriptive study. Diabetol Metab Syndr 2023; 15:150. [PMID: 37403118 DOI: 10.1186/s13098-023-01126-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/27/2023] [Accepted: 06/26/2023] [Indexed: 07/06/2023] Open
Abstract
BACKGROUND Type 2 diabetes mellitus is one of the most common causes of chronic kidney disease (CKD) worldwide and prevalence of 1.75 per 100 inhabitants in Colombia. The aim of this study was to describe the treatment patterns of a group of patients with type 2 diabetes mellitus and CKD in an outpatient setting from Colombia. METHODS A cross-sectional study in adult patients with type 2 diabetes mellitus and CKD identified in the Audifarma S.A. administrative healthcare database between April 2019 and March 2020 was performed. Sociodemographic, clinical and pharmacological variables were considered and analyzed. RESULTS A total of 14,722 patients with type 2 diabetes mellitus and CKD were identified, predominantly male (51%), with a mean age of 74.7 years. The most common treatment patterns of type 2 diabetes mellitus included the use of metformin monotherapy (20.5%), followed by the combination of metformin + dipeptidyl peptidase-4 inhibitor (13.4%). Regarding the use of drugs with nephroprotective properties, the most prescribed treatments were angiotensin receptor blockers (67.2%), angiotensin converting enzyme inhibitors (15.8%), sodium glucose cotransporter 2 inhibitors (SGLT2i) (17.0%) and glucagon-like peptide-1 analogs (GLP1a) (5.2%). CONCLUSION In Colombia, the majority of patients with type 2 diabetes mellitus and CKD identified in this study were treated with antidiabetic and protective medications to ensure adequate metabolic, cardiovascular, and renal control. The management of type 2 diabetes mellitus and CKD may be improved if the beneficial properties of new groups of antidiabetics (SGLT2i, GLP1a), as well as novel mineralocorticoid receptor antagonists, are considered.
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Affiliation(s)
- Manuel E Machado-Duque
- Grupo de Investigación en Farmacoepidemiología y Farmacovigilancia, Universidad Tecnológica de Pereira-Audifarma S.A, Pereira, Risaralda, 660003, Colombia
- Grupo de Investigación Biomedicina, Facultad de Medicina, Fundación Universitaria Autónoma de las Américas, Pereira, Colombia
| | - Andres Gaviria-Mendoza
- Grupo de Investigación en Farmacoepidemiología y Farmacovigilancia, Universidad Tecnológica de Pereira-Audifarma S.A, Pereira, Risaralda, 660003, Colombia
- Grupo de Investigación Biomedicina, Facultad de Medicina, Fundación Universitaria Autónoma de las Américas, Pereira, Colombia
| | - Luis F Valladales-Restrepo
- Grupo de Investigación en Farmacoepidemiología y Farmacovigilancia, Universidad Tecnológica de Pereira-Audifarma S.A, Pereira, Risaralda, 660003, Colombia
- Grupo de Investigación Biomedicina, Facultad de Medicina, Fundación Universitaria Autónoma de las Américas, Pereira, Colombia
| | | | | | - David Vizcaya
- Bayer AG, Pereira, Colombia
- Bayer AG, Barcelona, Spain
| | - Jorge E Machado-Alba
- Grupo de Investigación en Farmacoepidemiología y Farmacovigilancia, Universidad Tecnológica de Pereira-Audifarma S.A, Pereira, Risaralda, 660003, Colombia
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Chaudhary RK, Philip MJ, Santhosh A, Karoli SS, Bhandari R, Ganachari MS. Health economics and effectiveness analysis of generic anti-diabetic medication from jan aushadhi: An ambispective study in community pharmacy. Diabetes Metab Syndr 2021; 15:102303. [PMID: 34626923 DOI: 10.1016/j.dsx.2021.102303] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/25/2021] [Revised: 09/12/2021] [Accepted: 09/23/2021] [Indexed: 01/12/2023]
Abstract
BACKGROUND AND AIMS The pharmacotherapy of diabetes mellitus has a colossal economic burden, which demands cost-effective therapy, as the patients have to be on treatment lifelong. Thus, our study aimed to study cost variation and effectiveness analysis among type 2 diabetic patients. METHODOLOGY We conducted ambi-spective research for the adult type 2 diabetes patients who underwent substitution of branded anti-diabetic therapy with the generic alternative from "Jan Aushadhi" for more than one month and were not using any other anti-diabetic medicines. RESULTS Among the monotherapy, glimepiride (2500%) and vildagliptin (20%) were found to have wide and narrow percentage cost variation respectively whereas, metformin Hcl 500 mg plus voglibose 0.2 mg was estimated to have the highest (891.7%), and teneligliptin 20 mg plus metformin 500 mg with the lowest (137.29%) cost variation in case of combined therapy. Similarly, generic substitutions were cost-effective in most patients, whereas the increased cost of brand drugs didn't justify its effectiveness. There was no significant difference between glycated hemoglobin (HbA1c) of brand and generic anti-diabetic drugs (t = 0.774, p = 0.22). CONCLUSION The adaptation of generic drugs can significantly reduce the economic burden of treatment. Thus, healthcare professionals should promote generic medicines by prescribing & dispensing generic drugs and erasing misconceptions prevailing among patients.
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Affiliation(s)
- Raushan Kumar Chaudhary
- Department of Pharmacy Practice, KLE College of Pharmacy, Belagavi. KLE Academy of Higher Education and Research, Nehru Nagar, Belagavi, Karnataka, India
| | - Melwin Johns Philip
- Department of Pharmacy Practice, KLE College of Pharmacy, Belagavi. KLE Academy of Higher Education and Research, Nehru Nagar, Belagavi, Karnataka, India
| | - Ashly Santhosh
- Department of Pharmacy Practice, KLE College of Pharmacy, Belagavi. KLE Academy of Higher Education and Research, Nehru Nagar, Belagavi, Karnataka, India
| | - Satish S Karoli
- Department of Pharmacy Practice, KLE College of Pharmacy, Belagavi. KLE Academy of Higher Education and Research, Nehru Nagar, Belagavi, Karnataka, India.
| | - Ramesh Bhandari
- Department of Pharmacy Practice, KLE College of Pharmacy, Belagavi. KLE Academy of Higher Education and Research, Nehru Nagar, Belagavi, Karnataka, India
| | - M S Ganachari
- Department of Pharmacy Practice, KLE College of Pharmacy, Belagavi. KLE Academy of Higher Education and Research, Nehru Nagar, Belagavi, Karnataka, India
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Machado-Duque ME, Garcia DA, Emura-Vélez MH, Gaviria-Mendoza A, Machado-Alba JE. Prevalence of the Use of Aspirin and Statins for Preventing Cardiovascular Events in the Colombian Population with Type 2 Diabetes Mellitus: Comparison of 2008 and 2018. J Prim Care Community Health 2021; 12:21501327211007015. [PMID: 33787394 PMCID: PMC8772352 DOI: 10.1177/21501327211007015] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/28/2022] Open
Abstract
BACKGROUND Type 2 diabetes mellitus (T2DM) greatly increases cardiovascular risk. Primary and secondary cardiovascular prevention lead to lower cardiovascular events, improved quality of life and lower costs related to complications. OBJECTIVE To estimate the proportion of patients with T2DM undergoing drug therapy for cardiovascular prevention (aspirin and statins) in Colombia and to describe the change in patterns of use between 2008 and 2018. METHODS This was a cross-sectional study comparing prescriptions for aspirin and statins in 2008 and in 2018 in outpatients diagnosed with T2DM. Records were obtained from a national drug claim database. The proportion of use of cardiovascular prevention drugs and antidiabetic drugs, medications for comorbidities and sociodemographic variables were analyzed for both periods. RESULTS In total, 26 742 patients in 2008 and 188 321 in 2018 with a diagnosis of T2DM treated with antidiabetic drugs were identified, among whom 57.5% and 44.2% received aspirin and 44.9% and 60.2% received statins, respectively. The use of high-intensity statins increased from 1.1% in 2008 to 95.2% in 2018. The probabilities of receiving drugs in 2008 and in 2018 were higher for men (OR: 1.12, 95% CI: 1.06-1.17 and OR: 1.26, 95% CI: 1.23-1.28, respectively), for those persons over 75 years of age (OR: 6.5, 95% CI: 5.3-7.9 and OR: 5.8, 95% CI: 5.4-6.2) and for those who also received clopidogrel (OR: 5.8, 95% CI: 4.4-7.6 and OR: 2.2, 95% CI: 2.1-2.4). CONCLUSIONS The use of high-intensity statins in patients with T2DM has increased significantly in the last decade, which should reduce cardiovascular events, morbidity and mortality.
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Affiliation(s)
- Manuel E Machado-Duque
- Universidad Tecnológica de Pereira-Audifarma S.A., Pereira, Colombia.,Fundación Universitaria Autónoma de las Américas, Pereira, Colombia
| | | | | | - Andrés Gaviria-Mendoza
- Universidad Tecnológica de Pereira-Audifarma S.A., Pereira, Colombia.,Fundación Universitaria Autónoma de las Américas, Pereira, Colombia
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Franco J, Vizcaya D. Availability of secondary healthcare data for conducting pharmacoepidemiology studies in Colombia: A systematic review. Pharmacol Res Perspect 2020; 8:e00661. [PMID: 32965783 PMCID: PMC7510335 DOI: 10.1002/prp2.661] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/04/2020] [Revised: 08/26/2020] [Accepted: 08/27/2020] [Indexed: 12/12/2022] Open
Abstract
Real-world evidence (RWE) is emerging as a fundamental component of the post-marketing evaluation of medicinal products. Even though the focus on RWE studies has increased in Colombia, the availability of secondary data sources to perform this type of research is not well documented. Thus, we aimed at identifying and characterizing secondary data sources available in Colombia. We performed a systematic literature review on PubMed, EMBASE, and VHL using a combination of controlled vocabulary and keywords for the concepts of electronic health records, epidemiologic studies and Colombia. A total of 323 publications were included. These comprised 123 identified secondary data sources including pharmacy dispensing databases, government datasets, disease registries, insurance databases, and electronic heath records, among others. These data sources were mostly used for cross-sectional studies focused on disease epidemiology in a specific population. Almost all databases (95%) contained demographic information, followed by pharmacological treatment (44%) and diagnostic tests (39%). Even though the database owner was identifiable in 94%, access information was only available in 44% of the articles. Only a pharmacy-dispensing database, local cancer registries, and government databases included a description regarding the quality of the information available. The diversity of databases identified shows that Colombia has a high potential to continue enhancing its RWE strategy. Greater efforts are required to improve data quality and accessibility. The linkage between databases will expand data pooling and integration to boost the translational potential of RWE.
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Machado-Alba JE, Machado-Duque ME, Gaviria-Mendoza A. Time to modification of antidiabetic therapy in patients over the age of 65 years with newly diagnosed diabetes mellitus. Diabetes Res Clin Pract 2020; 162:108090. [PMID: 32088311 DOI: 10.1016/j.diabres.2020.108090] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/20/2019] [Revised: 02/17/2020] [Accepted: 02/19/2020] [Indexed: 12/19/2022]
Abstract
AIMS To determine the time elapsed from when a patient ≥ 65 years old is diagnosed with type 2 diabetes mellitus (T2DM) and begins antidiabetic treatment until a change in treatment is required as well as the factors associated with the change. METHODS A retrospective study was conducted on patients 65 years or older with a first-time diagnosis of T2DM, and these patients were followed for 60 months until an addition or change was made to their antidiabetic drug regimen. Kaplan-Meier survival analysis was performed to determine the time elapsed until such a modification occurred. RESULTS We identified 13,573 patients with a mean age of 76.8 ± 7.7 years; 59.3% were women. A total of 9144 (67.4%) patients began treatment with a single antidiabetic drug, 4146 (30.5%) began with two, and 282 (2.1%) began with three, especially metformin (n = 10858, 80.0%), sulfonylureas (n = 4525, 33.3%), and insulins (n = 2334, 17.2%). A total of 52.4% (n = 7106) of the patients underwent treatment modification (addition, 39.3% and change, 13.1%). Only 11.2% (n = 600) of the additions corresponded to new antidiabetic drugs (GLP-1 receptor agonists, SGLT2 inhibitors, DPP4 inhibitors). The mean time to modification was 39.1 ± 23.4 months, and the modification occurred earlier in those who started with various antidiabetic agents (33.2 vs. 42.6 months; p < 0.001), men (38.3 vs. 40.4 months; p < 0.001), and those who took glibenclamide vs. metformin (31.9 vs. 44.6 months, p < 0.001). CONCLUSIONS Most elderly adults who were diagnosed with T2DM after 65 years of age were treated with the appropriate medications. Therapy was modified for more than half of the patients, The addition of new antidiabetic drugs was infrequent.
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Affiliation(s)
- Jorge Enrique Machado-Alba
- Grupo de Investigación en Farmacoepidemiología y Farmacovigilancia, Universidad Tecnológica de Pereira-Audifarma S.A., Calle 105 No. 14-140, Zip Code: 660003, Pereira, Risaralda, Colombia.
| | - Manuel Enrique Machado-Duque
- Grupo de Investigación en Farmacoepidemiología y Farmacovigilancia, Universidad Tecnológica de Pereira-Audifarma S.A., Calle 105 No. 14-140, Zip Code: 660003, Pereira, Risaralda, Colombia; Grupo de Investigación Biomedicina, Fundación Universitaria Autónoma de las Américas, Ave Las Américas # 98-56, Pereira, Colombia
| | - Andrés Gaviria-Mendoza
- Grupo de Investigación en Farmacoepidemiología y Farmacovigilancia, Universidad Tecnológica de Pereira-Audifarma S.A., Calle 105 No. 14-140, Zip Code: 660003, Pereira, Risaralda, Colombia; Grupo de Investigación Biomedicina, Fundación Universitaria Autónoma de las Américas, Ave Las Américas # 98-56, Pereira, Colombia
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Fang Y, Zhang X, Xu H, Smith-Warner SA, Xu D, Fang H, Xu WH. Cancer risk in Chinese diabetes patients: a retrospective cohort study based on management data. Endocr Connect 2018; 7:1415-1423. [PMID: 30475218 PMCID: PMC6300864 DOI: 10.1530/ec-18-0381] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/16/2018] [Accepted: 11/19/2018] [Indexed: 12/16/2022]
Abstract
The excess risk of cancer observed in patients with type 2 diabetes (T2DM) may have been influenced by detection bias. The aim of this study was to examine the real association by evaluating time-varying site-specific cancer risks in newly diagnosed T2DM patients. A total of 51,324 registered cancer-free individuals newly diagnosed with T2DM between 2004 and 2014 were linked with the Shanghai Cancer Registry and the Vital Statistics through September 2015. A total of 2920 primary, invasive cancer cases were identified during 325,354 person-years period. Within 1 year following diabetes onset, participants with T2DM had higher risks of total, lung and rectal cancer in men and total, liver, pancreas, thyroid, breast and uteri cancer in women. Thereafter the incidence for overall cancer decreased and then increased along with follow-up time, with the upward trend varying by cancer, suggesting potential detection bias. After the initial 1-year period, standardized incidence ratios (SIR) and 95% CIs for overall cancer were 0.80 (95% CI 0.76-0.85) in men and 0.93 (95% CI 0.88-0.99) in women, but a higher risk of breast and thyroid cancers were observed in women, with SIR and 95% CI being 1.13 (1.01, 1.28) and 1.37 (1.11, 1.63), respectively. Our results suggest that T2DM patients are at higher risk of certain cancers; this risk particularly increases shortly after diabetes diagnosis, which is likely to be due to detection bias caused by increased ascertainment. Prevention of female breast and thyroid cancers should be paid attention in Chinese individuals with T2DM.
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Affiliation(s)
- Yuan Fang
- Department of Epidemiology, School of Public Health and Key Laboratory of Public Health Safety, Fudan University, Shanghai, China
| | - Xuehong Zhang
- Channing Division of Network Medicine, Department of Medicine, Brigham and Women’s Hospital, Boston, Massachusetts, USA
| | - Huilin Xu
- Center for Disease Control and Prevention of Minhang District, Shanghai, China
| | - Stephanie A Smith-Warner
- Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, Massachusetts, USA
- Department of Nutrition, Harvard T.H. Chan School of Public Health, Boston, Massachusetts, USA
| | - Dongli Xu
- Center for Disease Control and Prevention of Minhang District, Shanghai, China
| | - Hong Fang
- Center for Disease Control and Prevention of Minhang District, Shanghai, China
- Correspondence should be addressed to H Fang or W H Xu: or
| | - Wang Hong Xu
- Department of Epidemiology, School of Public Health and Key Laboratory of Public Health Safety, Fudan University, Shanghai, China
- Correspondence should be addressed to H Fang or W H Xu: or
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