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Kardas P, Aguilar-Palacio I, Almada M, Cahir C, Costa E, Giardini A, Malo S, Massot Mesquida M, Menditto E, Midão L, Parra-Calderón CL, Pepiol Salom E, Vrijens B. The Need to Develop Standard Measures of Patient Adherence for Big Data: Viewpoint. J Med Internet Res 2020; 22:e18150. [PMID: 32663138 PMCID: PMC7484771 DOI: 10.2196/18150] [Citation(s) in RCA: 21] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/08/2020] [Revised: 04/26/2020] [Accepted: 06/22/2020] [Indexed: 12/18/2022] Open
Abstract
Despite half a century of dedicated studies, medication adherence remains far from perfect, with many patients not taking their medications as prescribed. The magnitude of this problem is rising, jeopardizing the effectiveness of evidence-based therapies. An important reason for this is the unprecedented demographic change at the beginning of the 21st century. Aging leads to multimorbidity and complex therapeutic regimens that create a fertile ground for nonadherence. As this scenario is a global problem, it needs a worldwide answer. Could this answer be provided, given the new opportunities created by the digitization of health care? Daily, health-related information is being collected in electronic health records, pharmacy dispensing databases, health insurance systems, and national health system records. These big data repositories offer a unique chance to study adherence both retrospectively and prospectively at the population level, as well as its related factors. In order to make full use of this opportunity, there is a need to develop standardized measures of adherence, which can be applied globally to big data and will inform scientific research, clinical practice, and public health. These standardized measures may also enable a better understanding of the relationship between adherence and clinical outcomes, and allow for fair benchmarking of the effectiveness and cost-effectiveness of adherence-targeting interventions. Unfortunately, despite this obvious need, such standards are still lacking. Therefore, the aim of this paper is to call for a consensus on global standards for measuring adherence with big data. More specifically, sound standards of formatting and analyzing big data are needed in order to assess, uniformly present, and compare patterns of medication adherence across studies. Wide use of these standards may improve adherence and make health care systems more effective and sustainable.
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Affiliation(s)
- Przemyslaw Kardas
- Department of Family Medicine, Medical University of Lodz, Lodz, Poland
| | - Isabel Aguilar-Palacio
- Preventive Medicine and Public Health Department, Zaragoza University, Zaragoza, Spain.,Fundación Instituto de Investigación Sanitaria de Aragón (IIS Aragón), Zaragoza, Spain
| | - Marta Almada
- UCIBIO REQUIMTE, ICBAS, Porto4Ageing - Competences Center on Active and Healthy Ageing, Faculty of Pharmacy, University of Porto, Porto, Portugal
| | - Caitriona Cahir
- Division of Population Health Sciences, Royal College of Surgeons in Ireland, Dublin, Ireland
| | - Elisio Costa
- UCIBIO REQUIMTE, ICBAS, Porto4Ageing - Competences Center on Active and Healthy Ageing, Faculty of Pharmacy, University of Porto, Porto, Portugal
| | - Anna Giardini
- IT Department, Istituti Clinici Scientifici Maugeri IRCCS, Pavia, Italy
| | - Sara Malo
- Preventive Medicine and Public Health Department, Zaragoza University, Zaragoza, Spain.,Fundación Instituto de Investigación Sanitaria de Aragón (IIS Aragón), Zaragoza, Spain
| | - Mireia Massot Mesquida
- Servei d'Atenció Primària Vallès Occidental, Institut Català de la Salut, Barcelona, Spain
| | - Enrica Menditto
- CIRFF, Center of Pharmacoeconomics, University of Naples Federico II, Naples, Italy.,Department of Pharmacy, University of Naples Federico II, Naples, Italy
| | - Luís Midão
- UCIBIO REQUIMTE, ICBAS, Porto4Ageing - Competences Center on Active and Healthy Ageing, Faculty of Pharmacy, University of Porto, Porto, Portugal
| | - Carlos Luis Parra-Calderón
- Group of Research and Innovation in Biomedical Informatics, Biomedical Engineering and Health Economy, Institute of Biomedicine of Seville, IBiS / Virgen del Rocío University Hospital / CSIC / University of Seville, Seville, Spain
| | - Enrique Pepiol Salom
- International Commitee, Muy Ilustre Colegio Oficial de Farmacéuticos, Valencia, Spain
| | - Bernard Vrijens
- AARDEX Group, Seraing, Belgium.,Liège University, Liège, Belgium
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Monaco A, Palmer K, Marengoni A, Maggi S, Hassan TA, Donde S. Integrated care for the management of ageing-related non-communicable diseases: current gaps and future directions. Aging Clin Exp Res 2020; 32:1353-1358. [PMID: 32277438 PMCID: PMC7316682 DOI: 10.1007/s40520-020-01533-z] [Citation(s) in RCA: 27] [Impact Index Per Article: 5.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/06/2020] [Accepted: 03/10/2020] [Indexed: 11/04/2022]
Abstract
Due to the increase in the older population in Europe and associated rise in the absolute number of persons with Non-Communicable Diseases (NCDs), it is becoming increasingly important to find ways to promote healthy ageing, which is defined as the process of developing and maintaining the functional ability that enables well-being in older age. Older persons with NCDs can have complex care needs due to the increased risk of frailty, multimorbidity, and polypharmacy. However, current health systems in Europe often provide fragmented care for older people with NCDs; many receive disjointed care from numerous specialists or via different levels of care. In the current article, we discuss barriers and challenges in implementing integrated care models in European settings for older NCD patients. Specifically, we discuss the need for greater use of case managers in the care and treatment persons with complex care needs as well as the lack of training and education in healthcare professionals on topics related to multimorbidity, frailty, and polypharmacy. We discuss the limitations that arise from the current focus on disease-specific guidelines and care models that do not take comorbid conditions into account, and the lack of good quality evidence that evaluates the effectiveness of integrated care interventions, especially in European health settings. We highlight the importance of evaluating and monitoring mental health in conjunction with somatic symptoms in NCD patients and discuss the integral role of information and communication technology in healthcare to streamline integrated care processes and help to achieve better outcomes for patients.
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Affiliation(s)
| | - Katie Palmer
- Oliba, Via Federico Cesi 30, 00193, Rome, Italy.
| | - Alessandra Marengoni
- Department of Clinical and Experimental Sciences, University of Brescia, Brescia, Italy
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Prados-Torres A, Poblador-Plou B, Gimeno-Miguel A, Calderón-Larrañaga A, Poncel-Falcó A, Gimeno-Feliú LA, González-Rubio F, Laguna-Berna C, Marta-Moreno J, Clerencia-Sierra M, Aza-Pascual-Salcedo M, Bandrés-Liso AC, Coscollar-Santaliestra C, Pico-Soler V, Abad-Díez JM. Cohort Profile: The Epidemiology of Chronic Diseases and Multimorbidity. The EpiChron Cohort Study. Int J Epidemiol 2019; 47:382-384f. [PMID: 29346556 PMCID: PMC5913592 DOI: 10.1093/ije/dyx259] [Citation(s) in RCA: 67] [Impact Index Per Article: 11.2] [Reference Citation Analysis] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 12/15/2017] [Indexed: 12/21/2022] Open
Affiliation(s)
- A Prados-Torres
- EpiChron Research Group on Chronic Diseases: Aragon Health Sciences Institute (IACS), IIS Aragon, Miguel Servet University Hospital, Zaragoza, University of Zaragoza, Health Services Research on Chronic Patients Network (REDISSEC), Spain, JA-CHRODIS+, EU
| | - B Poblador-Plou
- IACS, IIS Aragon, Miguel Servet University Hospital, Zaragoza, REDISSEC, Spain
| | - A Gimeno-Miguel
- IACS, IIS Aragon, Miguel Servet University Hospital, Zaragoza, REDISSEC, Spain
| | - A Calderón-Larrañaga
- Aging Research Center, Karolinska Institutet, Stockholm, Sweden, REDISSEC, Spain
| | | | - L A Gimeno-Feliú
- Primary Care Health Centre (PCHC) San Pablo, Zaragoza, SALUD, University of Zaragoza, REDISSEC, Spain
| | | | - C Laguna-Berna
- IACS, IIS Aragon, Miguel Servet University Hospital, Zaragoza, REDISSEC, Spain
| | - J Marta-Moreno
- Miguel Servet University Hospital, Zaragoza, SALUD, REDISSEC, Spain
| | | | | | | | - C Coscollar-Santaliestra
- Primary Care Health Centre (PCHC) San Pablo, Zaragoza, SALUD, University of Zaragoza, REDISSEC, Spain
| | - V Pico-Soler
- PCHC Torrero-La Paz, Zaragoza, SALUD, REDISSEC, Spain
| | - J M Abad-Díez
- Aragon Health Service (SALUD), Department of Health, GRISSA Research Group, Spain
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Menditto E, Cahir C, Aza-Pascual-Salcedo M, Bruzzese D, Poblador-Plou B, Malo S, Costa E, González-Rubio F, Gimeno-Miguel A, Orlando V, Kardas P, Prados-Torres A. Adherence to chronic medication in older populations: application of a common protocol among three European cohorts. Patient Prefer Adherence 2018; 12:1975-1987. [PMID: 30323567 PMCID: PMC6179242 DOI: 10.2147/ppa.s164819] [Citation(s) in RCA: 54] [Impact Index Per Article: 7.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/23/2022] Open
Abstract
PURPOSE The purpose of this study was to evaluate and compare medication adherence to chronic therapies in older populations across different regions in Europe. METHODS This explorative study applied a harmonized method of data extraction and analysis from pharmacy claims databases of three European countries to compare medication adherence at a cross-country level. Data were obtained for the period between January 1, 2010, and December 31, 2011. Patients (aged ≥65 years) who newly initiated to oral antidiabetics, antihyperlipidemics, or antiosteoporotics were identified and followed for over a 12-month period. Main outcome measures were medication adherence (medication possession ratio, [MPR]; implementation) and persistence on index treatment. All country-specific data sets were prepared by employing a common data input model. Outcome measures were calculated for each country and pooled using random effect models. RESULTS In total, 39,186 new users were analyzed. In pooled data from the three countries, suboptimal implementation (MPR <80%) was 52.45% (95% CI: 33.43-70.79) for antihy-perlipidemics, 61.35% (95% CI: 52.83-69.22) for antiosteoporotics, and 30.33% (95% CI: 25.53-35.60) for oral antidiabetics. Similarly, rates of non-persistence (discontinuation) were 55.63% (95% CI: 35.24-74.29) for antihyperlipidemics, 60.24% (95% CI: 45.35-73.46) for antiosteoporotics, and 46.80% (95% CI: 36.40-57.4) for oral antidiabetics. CONCLUSION Medication adherence was suboptimal with >50% of older people non-adherent to antihyperlipidemics and antiosteoporotics in the three European cohorts. However, the degree of variability in adherence rates among the three countries was high. A harmonized method of data extraction and analysis across health-related database in Europe is useful to compare medication-taking behavior at a cross-country level.
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Affiliation(s)
- Enrica Menditto
- CIRFF, Center of Pharmacoeconomics, University of Naples Federico II, Naples, Italy,
| | - Caitriona Cahir
- Division of Population Health Sciences, Royal College of Surgeons in Ireland, Dublin, Ireland
| | - Mercedes Aza-Pascual-Salcedo
- Aragon Health Sciences Institute (IACS), IIS Aragón, REDISSEC ISCIII, Madrid, Spain
- Aragon Health Service (SALUD), Aragon, Spain
| | - Dario Bruzzese
- Department of Public Health, Federico II University, Naples, Italy
| | | | - Sara Malo
- University of Zaragoza, Zaragoza, Spain
| | - Elisio Costa
- UCIBIO, REQUINTE, Faculty of Pharmacy, Porto4ageing Reference Site, University of Porto, Porto, Portugal
| | - Francisca González-Rubio
- Aragon Health Sciences Institute (IACS), IIS Aragón, REDISSEC ISCIII, Madrid, Spain
- Aragon Health Service (SALUD), Aragon, Spain
- University of Zaragoza, Zaragoza, Spain
| | | | - Valentina Orlando
- CIRFF, Center of Pharmacoeconomics, University of Naples Federico II, Naples, Italy,
| | - Przemyslaw Kardas
- Department of Family Medicine, Medical University of Lodz, Lodz, Poland
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