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Tranhago CDP, Colatto LL, Fernandes BD, Teixeira ASDC, Baldoni ADO, Ayres LR, Bem DAMGD. Factors Associated With PIM use in the Frail Elderly: A Cross-sectional Study. J Pharm Pract 2024; 37:374-382. [PMID: 36320157 DOI: 10.1177/08971900221137629] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/16/2024]
Abstract
Background: The use of potentially inappropriate medications (PIM) by the elderly is commonly studied, but studies evaluating the use of PIM by frail elderly covered by prepaid health plans are still lacking. Objective: To identify the prevalence of use and the factors associated with the use of PIM by the elderly patients with high and moderate risk of clinical-functional vulnerability, according to the Beers criteria 2019. Methods: A cross-sectional study was developed with elderly people from a private health plan in Vitória-ES, Brazil. Socioeconomic, demographic and clinical data were collected through a digital platform and a structured questionnaire through an interview, from October 2018 to June 2019. The association between the use of PIM and independent variables was verified by univariate logistic regression with their respective confidence intervals (CI) 95%. The Multiple Model included the variables with P ≤ .20. Results: 332 elderly patients were interviewed (mean age 81.5 years, gender 237 female, 95 male). A 65% prevalence of PIM use was identified. In the multiple logistic regression model, the variables associated with the use of PIM were self-medication (P = .004), high risk of clinical-functional vulnerability (P = .022), use of psychotropic medications (P = .000001), musculoskeletal medications (P = .04) and alimentary tract medications (P = .03). Physical exercises were considered a protection factor (P = .02). Conclusion: The high prevalence of PIM use indicates the need for improvement in elderly private health care, to increase pharmacotherapy safety for this population.
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Affiliation(s)
- Camilla da P Tranhago
- Pharmaceutical Sciences Graduate Program, Health Sciences Centre, Federal University of Espírito Santo, Vitória, ES, Brazil
| | - Luana L Colatto
- Pharmaceutical Sciences Graduate Program, Health Sciences Centre, Federal University of Espírito Santo, Vitória, ES, Brazil
| | - Brígida D Fernandes
- Department of Pharmaceutical Sciences, Health Science Centre, Federal University of Espírito Santo, Vitória, ES, Brazil
| | | | - André de O Baldoni
- Department of Health Sciences, Federal University of São João del-Rei (UFSJ), Divinópolis, MG, Brazil
| | - Lorena R Ayres
- Pharmaceutical Sciences Graduate Program, Health Sciences Centre, Federal University of Espírito Santo, Vitória, ES, Brazil
- Department of Pharmaceutical Sciences, Health Science Centre, Federal University of Espírito Santo, Vitória, ES, Brazil
| | - Daniela A M G do Bem
- Pharmaceutical Sciences Graduate Program, Health Sciences Centre, Federal University of Espírito Santo, Vitória, ES, Brazil
- Department of Pharmaceutical Sciences, Health Science Centre, Federal University of Espírito Santo, Vitória, ES, Brazil
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Anderssen-Nordahl E, Sánchez-Arcilla Rosanas M, Bosch Ferrer M, Sabaté Gallego M, Fernández-Liz E, San-José A, Barceló-Colomer ME. Pharmacological treatments and medication-related problems in nursing homes in Catalonia: a multidisciplinary approach. Front Pharmacol 2024; 15:1320490. [PMID: 38529187 PMCID: PMC10961593 DOI: 10.3389/fphar.2024.1320490] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/13/2023] [Accepted: 01/29/2024] [Indexed: 03/27/2024] Open
Abstract
Background: Aging correlates with increased frailty, multi-morbidity, and chronic diseases. Furthermore, treating the aged often entails polypharmacy to achieve optimal disease management, augmenting medication-related problems (MRPs). Few guidelines and tools address the problem of polypharmacy and MRPs, mainly within the institutionalized elderly population. Routine pharmacological review is needed among institutionalized patients. This pharmacological review may improve with a multidisciplinary approach of a collaboration of multiple health professionals. This study aimed to describe institutionalized patients, systematically review their medication plans, and then give recommendations and identify MRPs. Methods: A cross-sectional study was performed using data obtained from patients living in five nursing homes in the northern area of Barcelona, Spain. The inclusion criteria comprised institutionalized patients with public health coverage provided by the Health Department of Catalonia. A detailed description of the clinical characteristics, chronic diseases, pharmacological treatments, recommendations, incomplete data, and MRPs, such as potential drug-drug interactions, therapeutic duplications, contraindications, and drugs deemed inappropriate or of doubtful efficacy, was made. The clinical pharmacologist was the medical doctor specialist who acted as the coordinator of the multidisciplinary team and actively reviewed all the prescribed medications to make recommendations and detect MRPs. Results: A total of 483 patients were included. Patients had a mean age of 86.3 (SD 8.8) years, and 72.0% were female individuals. All patients had at least three health-related problems, with a mean of 17.4 (SD 5.6). All patients, except one, had a minimum of one prescription, with a mean of 8.22 drugs prescribed (SD 3.5) per patient. Recommendations were made for 82.4% of the patients. Of these recommendations, verification of adequate use was made for 69.3% and withdrawal of a drug for 49.5%. Conclusion: This study demonstrates a high prevalence of health-related problems and several prescribed drugs in nursing homes in Catalonia. Many recommendations were made, confirming the increased proportion of polypharmacy, MRPs, and the need for standardized interventions. A multidisciplinary team approach, including general practitioners, geriatric assessments, a clinical pharmacist, and a clinical pharmacologist, should address this problem.
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Affiliation(s)
- Emilie Anderssen-Nordahl
- Clinical Pharmacology Service, Vall d’Hebron University Hospital, Vall d’Hebron Barcelona Hospital Campus, Barcelona, Spain
- Clinical Pharmacology Group, Vall d’Hebron Research Institute, Barcelona, Spain
- Department of Pharmacology, Therapeutics and Toxicology, Universitat Autònoma de Barcelona, Barcelona, Spain
| | - Margarita Sánchez-Arcilla Rosanas
- Geriatric Unit, Internal Medicine Service, Vall d'Hebron University Hospital, Vall d’Hebron Barcelona Hospital Campus, Barcelona, Spain
| | - Montserrat Bosch Ferrer
- Clinical Pharmacology Service, Vall d’Hebron University Hospital, Vall d’Hebron Barcelona Hospital Campus, Barcelona, Spain
- Clinical Pharmacology Group, Vall d’Hebron Research Institute, Barcelona, Spain
- Department of Pharmacology, Therapeutics and Toxicology, Universitat Autònoma de Barcelona, Barcelona, Spain
| | - Mònica Sabaté Gallego
- Clinical Pharmacology Service, Vall d’Hebron University Hospital, Vall d’Hebron Barcelona Hospital Campus, Barcelona, Spain
- Clinical Pharmacology Group, Vall d’Hebron Research Institute, Barcelona, Spain
- Department of Pharmacology, Therapeutics and Toxicology, Universitat Autònoma de Barcelona, Barcelona, Spain
| | - Eladio Fernández-Liz
- Primary Healthcare Barcelona, Management of Primary Care and the Community of Barcelona City, Catalan Institute of Health, Barcelona, Spain
- Foundation University Institute for Research in Primary Healthcare Jordi Gol i Gurina (IDIAPJGol), Barcelona, Spain
| | - Antonio San-José
- Geriatric Unit, Internal Medicine Service, Vall d'Hebron University Hospital, Vall d’Hebron Barcelona Hospital Campus, Barcelona, Spain
| | - Maria Estrella Barceló-Colomer
- Primary Healthcare Barcelona, Management of Primary Care and the Community of Barcelona City, Catalan Institute of Health, Barcelona, Spain
- Foundation University Institute for Research in Primary Healthcare Jordi Gol i Gurina (IDIAPJGol), Barcelona, Spain
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3
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Faquetti ML, Frey G, Stämpfli D, Weiler S, Burden AM. Prevalence of potentially inappropriate medications among newly treated patients with type 2 diabetes in UK primary care. Br J Clin Pharmacol 2024. [PMID: 38408767 DOI: 10.1111/bcp.16018] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/25/2023] [Revised: 01/17/2024] [Accepted: 01/19/2024] [Indexed: 02/28/2024] Open
Abstract
AIMS The aim of this study was to estimate the prevalence of potentially inappropriate prescriptions (PIPs) in patients starting their first noninsulin antidiabetic treatment (NIAD) using two explicit process measures of the appropriateness of prescribing in UK primary care, stratified by age and polypharmacy status. METHODS A descriptive cohort study between 2016 and 2019 was conducted to assess PIPs in patients aged ≥45 years at the start of their first NIAD, stratified by age and polypharmacy status. The American Geriatrics Society Beers criteria 2015 was used for older (≥65 years) patients and the Prescribing Optimally in Middle-age People's Treatments criteria was used for middle-aged (45-64 years) patients. Prevalence of overall PIPs and individual PIPs criteria was reported using the IQVIA Medical Research Data incorporating THIN, a Cegedim Database of anonymized electronic health records in the UK. RESULTS Among 28 604 patients initiating NIADs, 18 494 (64.7%) received polypharmacy. In older and middle-aged patients with polypharmacy, 39.6% and 22.7%, respectively, received ≥1 PIP. At the individual PIP level, long-term proton pump inhibitors (PPI) use was the most frequent PIP among older adults, and strong opioid without laxatives was the most frequent PIP in middle-aged patients with polypharmacy (11.1% and 4.1%, respectively). CONCLUSIONS This study revealed that patients starting NIAD treatment receiving polypharmacy have the potential for pharmacotherapy optimization.
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Affiliation(s)
- Maria Luisa Faquetti
- Pharmacoepidemiology Group, Institute of Pharmaceutical Sciences, Zurich, Switzerland
| | - Géraldine Frey
- Pharmacoepidemiology Group, Institute of Pharmaceutical Sciences, Zurich, Switzerland
| | - Dominik Stämpfli
- Pharmacoepidemiology Group, Institute of Pharmaceutical Sciences, Zurich, Switzerland
- Hospital Pharmacy, Kantonsspital Baden, Baden, Switzerland
| | - Stefan Weiler
- Pharmacoepidemiology Group, Institute of Pharmaceutical Sciences, Zurich, Switzerland
| | - Andrea M Burden
- Pharmacoepidemiology Group, Institute of Pharmaceutical Sciences, Zurich, Switzerland
- Leslie Dan Faculty of Pharmacy, University of Toronto, Toronto, Ontario, Canada
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Cooper A, Lyons S, Thames L, Scott T, Gayle A, Lehman A, Higgins T. Evaluation of KIDs List Compliance at a Children's Hospital Within a Large Academic Medical Center. J Pediatr Pharmacol Ther 2024; 29:61-65. [PMID: 38332960 PMCID: PMC10849687 DOI: 10.5863/1551-6776-29.1.61] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/05/2022] [Accepted: 01/09/2023] [Indexed: 02/10/2024]
Abstract
OBJECTIVES In 2020, a list of Key Potentially Inappropriate Drugs in Pediatrics, known as the "KIDs List," was published. The objective of this analysis was to evaluate institutional compliance with the -recommendations in this publication and identify areas for improvement. METHODS Medications in the KIDs List were compared to the institutional formulary at a large academic medical center caring for pediatric and adult patients. Medications listed in the formulary were then -evaluated for order comments and restrictions related to their use in pediatric patients. Oral liquid products and a group of commonly used intravenous (IV) medications were reviewed for potentially inappropriate excipients through available manufacturer information. The pediatric clinical specialists were then solicited to review and make recommendations for medications that had not been addressed. RESULTS Of the 67 medications or classes listed in the KIDs List, 47 (70.1%) of the medications are listed in our formulary and available for use. Of these 47 medications, 4 (8.5%) included warnings related to their use in pediatric patients. Of the 270 oral liquid medications reviewed, 206 (76.3%) contained at least 1 -potentially inappropriate excipient. Of the 20 commonly used IV medications, 3 (15%) contained at least 1 potentially inappropriate excipient. CONCLUSIONS This review found that many medications listed in the KIDs List are included in our -institution's formulary and that few have warnings for pediatric patients built into the institutional electronic health record. Further review of medications in the formulary will be conducted to determine the next steps to implementing KIDs List recommendations.
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Affiliation(s)
- Alexandra Cooper
- UF Health Shands Children’s Hospital (AG, SL, LT, TS, TH, AL, AG), Gainesville, FL
| | - Shannon Lyons
- UF Health Shands Children’s Hospital (AG, SL, LT, TS, TH, AL, AG), Gainesville, FL
| | - Lisa Thames
- UF Health Shands Children’s Hospital (AG, SL, LT, TS, TH, AL, AG), Gainesville, FL
| | - Timothea Scott
- UF Health Shands Children’s Hospital (AG, SL, LT, TS, TH, AL, AG), Gainesville, FL
| | - Ansley Gayle
- UF Health Shands Children’s Hospital (AG, SL, LT, TS, TH, AL, AG), Gainesville, FL
| | - Alexandra Lehman
- UF Health Shands Children’s Hospital (AG, SL, LT, TS, TH, AL, AG), Gainesville, FL
| | - Tara Higgins
- UF Health Shands Children’s Hospital (AG, SL, LT, TS, TH, AL, AG), Gainesville, FL
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5
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Wang KN, Etherton-Beer CD, Sanfilippo F, Page AT. Development of a list of Australian potentially inappropriate medicines using the Delphi technique. Intern Med J 2024. [PMID: 38303674 DOI: 10.1111/imj.16322] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/09/2023] [Accepted: 12/12/2023] [Indexed: 02/03/2024]
Abstract
BACKGROUND Older people are at high risk of medicines-related harms. otentially inappropriate medicines (PIMs) list has been developed to assist clinicians and researchers to identify medicines with risks that may potentially outweigh their benefits in order to improve medication management and safety. AIM To develop a list of PIMs for older people specific to Australia. METHODS The study obtained expert consensus through the utilisation of the Delphi technique in Australia. A total of 33 experts partook in the initial round, while 32 experts engaged in the subsequent round. The primary outcomes encompass medicines assessed as potentially inappropriate, the specific contexts in which their inappropriateness arises and potentially safer alternatives. RESULTS A total of 16 medicines or medicine classes had one or more medicines deemed as potentially inappropriate in older people. Up to 19 medicines or medicine classes had specific conditions that make them more potentially inappropriate, while alternatives were suggested for 16 medicines or classes. CONCLUSION An explicit PIMs list for older people living in Australia has been developed containing 19 drugs/drug classes. The PIMs list is intended to be used as a guide for clinicians when assessing medication appropriateness in older people in Australian clinical settings and does not substitute individualised treatment advice from clinicians.
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Affiliation(s)
- Kate N Wang
- School of Health and Biomedical Sciences, RMIT University, Melbourne, Victoria, Australia
- School of Allied Health, University of Western Australia, Perth, Western Australia, Australia
| | - Christopher D Etherton-Beer
- School of Allied Health, University of Western Australia, Perth, Western Australia, Australia
- Western Australian Centre for Health and Ageing, School of Medicine, University of Western Australia, Perth, Western Australia, Australia
| | - Frank Sanfilippo
- Cardiovascular Epidemiology Research Centre, School of Population and Global Health, University of Western Australia, Perth, Western Australia, Australia
| | - Amy T Page
- School of Allied Health, University of Western Australia, Perth, Western Australia, Australia
- Western Australian Centre for Health and Ageing, School of Medicine, University of Western Australia, Perth, Western Australia, Australia
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6
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Vandenberg AE, Hwang U, Das S, Genes N, Nyamu S, Richardson L, Ezenkwele U, Legome E, Richardson C, Belachew A, Leong T, Kegler M, Vaughan CP. Scaling the EQUIPPED medication safety program: Traditional and hub-and-spoke implementation models. J Am Geriatr Soc 2024. [PMID: 38259070 DOI: 10.1111/jgs.18746] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/31/2023] [Revised: 11/09/2023] [Accepted: 12/09/2023] [Indexed: 01/24/2024]
Abstract
BACKGROUND The EQUIPPED (Enhancing Quality of Prescribing Practices for Older Adults Discharged from the Emergency Department) medication safety program is an evidence-informed quality improvement initiative to reduce potentially inappropriate medications (PIMs) prescribed by Emergency Department (ED) providers to adults aged 65 and older at discharge. We aimed to scale-up this successful program using (1) a traditional implementation model at an ED with a novel electronic medical record and (2) a new hub-and-spoke implementation model at three new EDs within a health system that had previously implemented EQUIPPED (hub). We hypothesized that implementation speed would increase under the hub-and-spoke model without cost to PIM reduction or site engagement. METHODS We evaluated the effect of the EQUIPPED program on PIMs for each ED, comparing their 12-month baseline to 12-month post-implementation period prescribing data, number of months to implement EQUIPPED, and facilitators and barriers to implementation. RESULTS The proportion of PIMs at all four sites declined significantly from pre- to post-EQUIPPED: at traditional site 1 from 8.9% (8.1-9.6) to 3.6% (3.6-9.6) (p < 0.001); at spread site 1 from 12.2% (11.2-13.2) to 7.1% (6.1-8.1) (p < 0.001); at spread site 2 from 11.3% (10.1-12.6) to 7.9% (6.4-8.8) (p = 0.045); and at spread site 3 from 16.2% (14.9-17.4) to 11.7% (10.3-13.0) (p < 0.001). Time to implement was equivalent at all sites across both models. Interview data, reflecting a wide scope of responsibilities for the champion at the traditional site and a narrow scope at the spoke sites, indicated disproportionate barriers to engagement at the spoke sites. CONCLUSIONS EQUIPPED was successfully implemented under both implementation models at four new sites during the COVID-19 pandemic, indicating the feasibility of adapting EQUIPPED to complex, real-world conditions. The hub-and-spoke model offers an effective way to scale-up EQUIPPED though a speed or quality advantage could not be shown.
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Affiliation(s)
- Ann E Vandenberg
- Division of Geriatrics & Gerontology, Department of Medicine, Emory University School of Medicine, Atlanta, Georgia, USA
| | - Ula Hwang
- Department of Emergency Medicine, NYU Grossman School of Medicine, New York, New York, USA
- James J. Peters VA Medical Center GRECC, Bronx, New York, USA
| | - Shamie Das
- Division of Geriatrics & Gerontology, Department of Medicine, Emory University School of Medicine, Atlanta, Georgia, USA
| | - Nicholas Genes
- Department of Emergency Medicine, NYU Grossman School of Medicine, New York, New York, USA
| | - Sylviah Nyamu
- Department of Emergency Medicine, Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | - Lynne Richardson
- Department of Emergency Medicine, Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | - Ugo Ezenkwele
- Department of Emergency Medicine, Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | - Eric Legome
- Department of Emergency Medicine, Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | - Christopher Richardson
- Department of Emergency Medicine, Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | - Adam Belachew
- Department of Emergency Medicine, Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | - Traci Leong
- Department of Biostatistics and Bioinformatics, Rollins School of Public Health, Emory University, Atlanta, Georgia, USA
| | - Michelle Kegler
- Department of Behavioural, Social and Health Education Sciences, Rollins School of Public Health, Emory University, Atlanta, Georgia, USA
| | - Camille P Vaughan
- Division of Geriatrics & Gerontology, Department of Medicine, Emory University School of Medicine, Atlanta, Georgia, USA
- Birmingham/Atlanta VA GRECC, Atlanta, Georgia, USA
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7
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Sangaleti CT, Lentsck MH, da Silva DC, Machado A, Trincaus MR, Vieira MCU, Pelazza BB, Colombo FMC. Polypharmacy, potentially inappropriate medications and associated factors among older adults with hypertension in primary care. Rev Bras Enferm 2023; 76Suppl 2:e20220785. [PMID: 38088658 PMCID: PMC10704688 DOI: 10.1590/0034-7167-2022-0785] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/18/2023] [Accepted: 08/14/2023] [Indexed: 12/18/2023] Open
Abstract
OBJECTIVE to identify the prevalence and associations of polypharmacy and potentially inappropriate medication use among older adults with hypertension treated in primary care. METHODS a cross-sectional study carried out with older adults with hypertension treated at a Family Health Strategy unit. Data collection included analysis of medical records, interviews and multidimensional assessment of older adults. Socio-demographic information and clinical variables were collected. Statistical analysis was performed by multiple logistic regression. RESULTS polypharmacy prevalence was 38.09%, and potentially inappropriate medication (PIM), 28.57%. There was a significant association between polypharmacy and PIM use, altered sleep and ethnicity. PIM use was associated with polypharmacy, worse family functioning, and absence of a caregiver. Cognitive decline reduces the prevalence of these medications. CONCLUSIONS polypharmacy and PIM use among older adults with hypertension represent a problem in this population, especially among the most vulnerable.
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Mekonnen AB, Reijnierse EM, Soh CH, Lim WK, Maier AB, Manias E. Associations between potentially inappropriate prescribing and increased number of medications with postdischarge health outcomes among geriatric rehabilitation inpatients: RESORT study. Br J Clin Pharmacol 2023; 89:3375-3388. [PMID: 37376923 DOI: 10.1111/bcp.15838] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/12/2023] [Revised: 06/02/2023] [Accepted: 06/18/2023] [Indexed: 06/29/2023] Open
Abstract
AIMS Older adults are vulnerable to medication-related harm mainly due to high use of medications and inappropriate prescribing. This study aimed to investigate the associations between inappropriate prescribing and number of medications identified at discharge from geriatric rehabilitation with subsequent postdischarge health outcomes. METHOD RESORT (REStORing health of acutely unwell adulTs) is an observational, longitudinal cohort study of geriatric rehabilitation inpatients. Potentially inappropriate medications (PIMs) and potential prescribing omissions (PPOs) were measured at acute admission, and at admission and discharge from geriatric rehabilitation, using Version 2 of the STOPP/START criteria. RESULTS In total, 1890 (mean age 82.6 ± 8.1 years, 56.3% female) were included. The use of at least 1 PIM or PPO at geriatric rehabilitation discharge was not associated with 30-day and 90-day readmission and 3-month and 12-month mortality. Central nervous system/psychotropics and fall risk PIMs were significantly associated with 30-day hospital readmission (adjusted odds ratio [AOR] 1.53; 95% confidence interval [CI] 1.09-2.15), and cardiovascular PPOs with 12-month mortality (AOR 1.34; 95% CI 1.00-1.78). Increased number of discharge medications was significantly associated with 30-day (AOR 1.03; 95% CI 1.00-1.07) and 90-day (AOR 1.06; 95% CI 1.03-1.09) hospital readmissions. The use and number of PPOs (including vaccine omissions) were associated with reduced independence in instrumental activities of daily living scores at 90-days after geriatric rehabilitation discharge. CONCLUSION The number of discharge medications, central nervous system/psychotropics and fall risk PIMs were significantly associated with readmission, and cardiovascular PPOs with mortality. Interventions are needed to improve appropriate prescribing in geriatric rehabilitation patients to prevent hospital readmission and mortality.
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Affiliation(s)
- Alemayehu B Mekonnen
- Centre for Quality and Patient Safety Research, School of Nursing and Midwifery, Institute for Health Transformation, Deakin University, Burwood, Victoria, Australia
- Department of Medicine and Aged Care, @AgeMelbourne, The Royal Melbourne Hospital, The University of Melbourne, Parkville, Victoria, Australia
| | - Esmee M Reijnierse
- Department of Medicine and Aged Care, @AgeMelbourne, The Royal Melbourne Hospital, The University of Melbourne, Parkville, Victoria, Australia
| | - Cheng Hwee Soh
- Department of Medicine and Aged Care, @AgeMelbourne, The Royal Melbourne Hospital, The University of Melbourne, Parkville, Victoria, Australia
| | - Wen Kwang Lim
- Department of Medicine and Aged Care, @AgeMelbourne, The Royal Melbourne Hospital, The University of Melbourne, Parkville, Victoria, Australia
| | - Andrea B Maier
- Department of Medicine and Aged Care, @AgeMelbourne, The Royal Melbourne Hospital, The University of Melbourne, Parkville, Victoria, Australia
- Department of Human Movement Sciences, @AgeAmsterdam, Amsterdam Movement Sciences, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands
- Healthy Longevity Translational Research Program, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
- Centre for Healthy Longevity, @AgeSingapore, National University Health System, Singapore, Singapore
| | - Elizabeth Manias
- Centre for Quality and Patient Safety Research, School of Nursing and Midwifery, Institute for Health Transformation, Deakin University, Burwood, Victoria, Australia
- Department of Medicine and Aged Care, @AgeMelbourne, The Royal Melbourne Hospital, The University of Melbourne, Parkville, Victoria, Australia
- School of Nursing and Midwifery, Monash University, Clayton, Victoria, Australia
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9
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Hyttinen V, Kortelainen L, Rantsi M, Jyrkkä J, Linnosmaa I. Impact of the publication of the Finnish Meds75+ database on the use of potentially inappropriate medications in older persons. Br J Clin Pharmacol 2023; 89:3046-3055. [PMID: 37271940 DOI: 10.1111/bcp.15811] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/09/2023] [Revised: 05/17/2023] [Accepted: 05/17/2023] [Indexed: 06/06/2023] Open
Abstract
AIMS To evaluate the impact of the updated nationwide Meds75+ database and its linkage to the Finnish health portal on the use of potentially inappropriate medications (PIMs) among older persons. We also aimed to evaluate whether there is regional variation in trend changes of PIM use. METHODS Meds75+ was implemented at the population level in 2015, so randomization is unfeasible. We used a quasi-experimental interrupted time series analysis to evaluate the changes in levels and trends of PIM use. The data included all Finnish community-dwelling persons aged ≥75 years (N = 920 163) who had medication purchases in the Prescription Register during 2009-2020. Data were linked with the Care Registers for Health and Social Care and the cause of death register. RESULTS The prevalence of PIMs decreased from 20.2% in 2009 to 11.7% in 2020. The change of level of the monthly PIM users was negative (β -0.036, 95% confidence interval [CI] -0.202 to 0.131), but not statistically significant (P = .673) after the publication of the database. We found a small decrease (β -0.018, 95% CI -0.083 to 0.047, P = .593) in the slope of PIM users, but it was not statistically significant. The regional results were similar to the main findings. CONCLUSIONS Publication of the updated Meds75+ database did not decrease the level or trend of PIM users. In addition, this study did not show any significant regional variation in PIM use trends. Further research should focus on determining barriers and facilitators to the utilization of PIM criteria in clinical practice.
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Affiliation(s)
- Virva Hyttinen
- Department of Health and Social Management, University of Eastern Finland, Kuopio, Finland
| | - Lauri Kortelainen
- Department of Health and Social Management, University of Eastern Finland, Kuopio, Finland
| | - Mervi Rantsi
- Department of Health and Social Management, University of Eastern Finland, Kuopio, Finland
| | - Johanna Jyrkkä
- Information and Development Services Unit, Finnish Medicines Agency, Kuopio, Finland
| | - Ismo Linnosmaa
- Department of Health and Social Management, University of Eastern Finland, Kuopio, Finland
- Welfare State Research and Reform, National Institute for Health and Welfare, Helsinki, Finland
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10
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Sichieri K, Trevisan DD, Barbosa RL, Secoli SR. Potentially inappropriate medications with older people in intensive care and associated factors: a historic cohort study. SAO PAULO MED J 2023; 142:e2022666. [PMID: 37531493 PMCID: PMC10393373 DOI: 10.1590/1516-3180.2022.0666.r1.190523] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/21/2023] [Revised: 04/06/2023] [Accepted: 05/19/2023] [Indexed: 08/04/2023] Open
Abstract
BACKGROUND The epidemiology of potentially inappropriate medications (PIMs) in critical care units remains limited, especially in terms of the factors associated with their use. OBJECTIVE To estimate the incidence and factors associated with PIMs use in intensive care units. DESIGN AND SETTING Historical cohort study was conducted in a high-complexity hospital in Brazil. METHODS A retrospective chart review was conducted on 314 patients aged ≥ 60 years who were admitted to intensive care units (ICUs) at a high-complexity hospital in Brazil. The dates were extracted from a "Patient Safety Project" database. A Chi-square test, Student's t-test, and multivariable logistic regression analyses were performed to assess which factors were associated with PIMs. The statistical significance was set at 5%. RESULTS According to Beers' criteria, 12.8% of the identified drugs were considered inappropriate for the elderly population. The incidence rate of PIMs use was 45.8%. The most frequently used PIMs were metoclopramide, insulin, antipsychotics, non-steroidal anti-inflammatory drugs, and benzodiazepines. Factors associated with PIMs use were the number of medications (odds ratio [OR] = 1.17), length of hospital stay (OR = 1.07), and excessive potential drug interactions (OR = 2.43). CONCLUSIONS Approximately half of the older adults in ICUs received PIM. Patients taking PIMs had a longer length of stay in the ICU, higher numbers of medications, and higher numbers of potential drug interactions. In ICUs, the use of explicit methods combined with clinical judgment can contribute to the safety and quality of medication prescriptions.
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Affiliation(s)
- Karina Sichieri
- Nurse and Doctoral Student, Hospital Universitário (HU),
Universidade de São Paulo (USP), São Paulo (SP), Brazil
| | - Danilo Donizetti Trevisan
- PhD. Nurse and Assistant Professor, Universidade Federal de São
João Del Rei (UFSJ), Divinópolis (MG), Brazil
| | - Ricardo Luís Barbosa
- PhD. Mathematics and Assistant Professor, Universidade Federal
de Uberlândia (UFU), Monte Carmelo (MG), Brazil
| | - Silvia Regina Secoli
- PhD. Nurse and Senior Professor, Graduate Program in Adult
Health Nursing, School of Nursing, Universidade de São Paulo (USP), São Paulo
(SP), Brazil
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Te Winkel MT, Damoiseaux-Volman BA, Abu-Hanna A, Lissenberg-Witte BI, van Marum RJ, Schers HJ, Slottje P, Uijen AA, Bont J, Maarsingh OR. Personal Continuity and Appropriate Prescribing in Primary Care. Ann Fam Med 2023; 21:305-312. [PMID: 37487715 PMCID: PMC10365882 DOI: 10.1370/afm.2994] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/20/2022] [Revised: 01/18/2023] [Accepted: 01/24/2023] [Indexed: 07/26/2023] Open
Abstract
PURPOSE Personal continuity between patient and physician is a core value of primary care. Although previous studies suggest that personal continuity is associated with fewer potentially inappropriate prescriptions, evidence on continuity and prescribing in primary care is scarce. We aimed to determine the association between personal continuity and potentially inappropriate prescriptions, which encompasses potentially inappropriate medications (PIMs) and potential prescribing omissions (PPOs), by family physicians among older patients. METHODS We conducted an observational cohort study using routine care data from patients enlisted in 48 Dutch family practices from 2013 to 2018. All 25,854 patients aged 65 years and older having at least 5 contacts with their practice in 6 years were included. We calculated personal continuity using 3 established measures: the usual provider of care measure, the Bice-Boxerman Index, and the Herfindahl Index. We used the Screening Tool of Older Person's Prescriptions (STOPP) and the Screening Tool to Alert doctors to Right Treatment (START) specific to the Netherlands version 2 criteria to calculate the prevalence of potentially inappropriate prescriptions. To assess associations, we conducted multilevel negative binomial regression analyses, with and without adjustment for number of chronic conditions, age, and sex. RESULTS The patients' mean (SD) values for the usual provider of care measure, the Bice-Boxerman Continuity of Care Index, and the Herfindahl Index were 0.70 (0.19), 0.55 (0.24), and 0.59 (0.22), respectively. In our population, 72.2% and 74.3% of patients had at least 1 PIM and PPO, respectively; 30.9% and 34.2% had at least 3 PIMs and PPOs, respectively. All 3 measures of personal continuity were positively and significantly associated with fewer potentially inappropriate prescriptions. CONCLUSIONS A higher level of personal continuity is associated with more appropriate prescribing. Increasing personal continuity may improve the quality of prescriptions and reduce harmful consequences.
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Affiliation(s)
- Marije T Te Winkel
- Amsterdam UMC location Vrije Universiteit Amsterdam, Department of General Practice, Amsterdam, The Netherlands
- Amsterdam Public Health Research Institute, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands
| | - Birgit A Damoiseaux-Volman
- Amsterdam UMC location University of Amsterdam, Department of Medical Informatics, Amsterdam, The Netherlands
- Amsterdam Public Health Research Institute, University of Amsterdam, Amsterdam, The Netherlands
| | - Ameen Abu-Hanna
- Amsterdam UMC location University of Amsterdam, Department of Medical Informatics, Amsterdam, The Netherlands
- Amsterdam Public Health Research Institute, University of Amsterdam, Amsterdam, The Netherlands
| | - Birgit I Lissenberg-Witte
- Amsterdam UMC location Vrije Universiteit Amsterdam, Department of Epidemiology and Data Science, Amsterdam, The Netherlands
| | - Rob J van Marum
- Amsterdam Public Health Research Institute, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands
- Amsterdam UMC location Vrije Universiteit Amsterdam, Department of Medicine for Older People, Amsterdam, The Netherlands
| | - Henk J Schers
- Radboud University Nijmegen Medical Centre, Department of Primary and Community Care, Nijmegen, The Netherlands
| | - Pauline Slottje
- Amsterdam UMC location Vrije Universiteit Amsterdam, Department of General Practice, Amsterdam, The Netherlands
- Amsterdam Public Health Research Institute, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands
| | - Annemarie A Uijen
- Radboud University Nijmegen Medical Centre, Department of Primary and Community Care, Nijmegen, The Netherlands
| | - Jettie Bont
- Amsterdam Public Health Research Institute, University of Amsterdam, Amsterdam, The Netherlands
- Amsterdam UMC location University of Amsterdam, Department of General Practice, Amsterdam, The Netherlands
| | - Otto R Maarsingh
- Amsterdam UMC location Vrije Universiteit Amsterdam, Department of General Practice, Amsterdam, The Netherlands
- Amsterdam Public Health Research Institute, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands
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12
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Charpentier PA, Mecca MC, Brandt C, Fried TR. Development of REDCap-based architecture for a clinical decision support tool linked to the electronic health record for assessment of medication appropriateness. JAMIA Open 2023; 6:ooad041. [PMID: 37333904 PMCID: PMC10276359 DOI: 10.1093/jamiaopen/ooad041] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/23/2022] [Revised: 11/16/2022] [Accepted: 06/09/2023] [Indexed: 06/20/2023] Open
Abstract
Objective To develop the architecture for a clinical decision support system (CDSS) linked to the electronic health record (EHR) using the tools provided by Research Electronic Data Capture (REDCap) to assess medication appropriateness in older adults with polypharmacy. Materials and Methods The tools available in REDCap were used to create the architecture for replicating a previously developed stand-alone system while overcoming its limitations. Results The architecture consists of data input forms, drug- and disease-mapper, rules engine, and report generator. The input forms integrate medication and health condition data from the EHR with patient assessment data. The rules engine evaluates medication appropriateness through rules built through a series of drop-down menus. The rules generate output, which are a set of recommendations to the clinician. Discussion and conclusion This architecture successfully replicates the stand-alone CDSS while addressing its limitations. It is compatible with several EHRs, easily shared among the large community using REDCap, and readily modifiable.
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Affiliation(s)
| | - Marcia C Mecca
- Department of Medicine, Yale School of Medicine, New Haven, Connecticut, USA
- PRIME Center, VA Connecticut Healthcare System, New Haven, Connecticut, USA
| | - Cynthia Brandt
- PRIME Center, VA Connecticut Healthcare System, New Haven, Connecticut, USA
- Center for Medical Informatics, Department of Emergency Medicine, Yale School of Medicine, New Haven, Connecticut, USA
| | - Terri R Fried
- Department of Medicine, Yale School of Medicine, New Haven, Connecticut, USA
- PRIME Center, VA Connecticut Healthcare System, New Haven, Connecticut, USA
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13
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García-Lloret P, Borrego-Izquierdo Y, Manzano-García M, Cantillana-Suárez MG, Gutiérrez-Pizarraya A, Morillo-Verdugo R. Potentially inappropriate medications according to Marc, STOPP and PRISCUS criteria in a cohort of elderly HIV+ patients. The COMMPI project. Rev Esp Quimioter 2023; 36:52-58. [PMID: 36415149 PMCID: PMC9910679 DOI: 10.37201/req/070.2022] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Indexed: 11/24/2022]
Abstract
OBJECTIVE The objective is to determine the prevalence of potentially inappropriate drugs according to the Marc, STOPP, and PRISCUS lists in elderly HIV patients. METHODS It was an observational, retrospective, and multicenter study. People living with HIV 65 years or older who underwent chronic concomitant treatment were included. Descriptive and multivariate analyzes were performed to study the association between polypharmacy and potentially inappropriate medication compliance. RESULTS A total of 55 patients were included, 81.8% men and a median age of 69 years (IQR: 67-73). The median number of comorbidities was 3 (IQR: 2-5) and the most frequent pattern of multimorbidity was cardiometabolic (62.9%). The predominant antiretroviral treatment was triple therapy (65.5%). Polypharmacy was present in 70.9% of the patients and 25.5% had major polypharmacy. The most frequent polypharmacy pattern was cardiovascular (69.2%). The percentage of potentially inappropriate medications according to the Marc, STOPP and PRISCUS lists was 65.5%, 30.9% and 14.5%, respectively (p<0.001). Adjusted for age and sex, polypharmacy was not independently associated with potentially inappropriate medication compliance in any of the lists. CONCLUSIONS Polypharmacy and potentially inappropriate medications have a high prevalence. There is great variability in the percentage according to the list applied. Age, sex, and presence of polypharmacy are not predisposing factors to the presence of potentially inappropriate medications.
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Affiliation(s)
| | - Yolanda Borrego-Izquierdo
- Pharmacy Department, Gerencia de Atención Primaria. Cantabria (Spain),Correspondence: Yolanda Borrego Izquierdo Pharmacy Department, Gerencia de Atención Primaria. Cantabria (Spain). E-mail:
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14
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Schiavo G, Forgerini M, Lucchetta RC, Mastroianni PDC. A comprehensive look at explicit screening tools for potentially inappropriate medication: A systematic scoping review. Australas J Ageing 2022; 41:357-382. [PMID: 35226786 DOI: 10.1111/ajag.13046] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/18/2020] [Revised: 01/10/2022] [Accepted: 01/17/2022] [Indexed: 12/31/2022]
Abstract
OBJECTIVE To map explicit screening tools to identify potentially inappropriate medication (PIMs), and the characteristics and limitations of these tools. Including PIMs-interactions, therapeutic alternatives and the clinical management of PIMs. METHODS A systematic scoping review was conducted in PubMed and Scopus (until May 2021). The number of PIMs listed as essential drugs was identified in Model List of Essential Medicines by the World Health Organization (WHO) and National List of Essential Medicines (Brazil). In addition to reporting the therapeutic alternatives and clinical management proposed by explicit screening tools to identify PIMs, we suggested our own alternatives for the PIMs most frequently reported. RESULTS Fifty-eight tools reported 614 PIMs and 747 PIMs-interactions. Limited overlap between the tools was observed: 123 (69.1%) of 178 therapeutic alternatives proposed by the tools were considered inappropriate by other tools, and 222 (36.1%) of the 614 PIMs identified were named as being inappropriate only once. Only 21 tools were developed by a Delphi panel technique associated with systematic review. The PIMs listed as essential medication in Brazil and by the WHO were 30.6% and 23.3% of the total reported, respectively. For the most-cited PIMs, such as non-steroidal anti-inflammatory drugs, tricyclic antidepressants and benzodiazepines, we suggested the use of non-opioid and opioid analgesics; agomelatine, bupropion or moclobemide; and melatonin, respectively. CONCLUSIONS The next stages in the development of explicit screening tools to identify PIMs include achieving more consensus between them and improving their applicability across countries. Further, it is recommended that tools include PIMs risks and advice on therapeutic alternatives.
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Affiliation(s)
- Geovana Schiavo
- Department of Drugs and Medicines, School of Pharmaceutical Sciences, São Paulo State University (UNESP), Araraquara, Brazil
| | - Marcela Forgerini
- Department of Drugs and Medicines, School of Pharmaceutical Sciences, São Paulo State University (UNESP), Araraquara, Brazil
| | - Rosa Camila Lucchetta
- Department of Drugs and Medicines, School of Pharmaceutical Sciences, São Paulo State University (UNESP), Araraquara, Brazil
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15
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Lee G, Lim JF, Page AT, Etherton-Beer C, Clifford R, Wang K. Applicability of explicit potentially inappropriate medication lists to the Australian context: A systematic review. Australas J Ageing 2022; 41:200-221. [PMID: 35025135 DOI: 10.1111/ajag.13038] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/22/2021] [Revised: 11/18/2021] [Accepted: 12/16/2021] [Indexed: 12/12/2022]
Abstract
OBJECTIVES To determine i) the similarity of potentially inappropriate medications specified in and between existing explicit lists and ii) the availability in Australia of medications included on existing lists to determine their applicability to the Australian context. METHODS This systematic review identified explicit potentially inappropriate medication lists that were published on EMBASE (1974 - April 2021), MEDLINE (1946 - April 2021) and Elsevier Scopus (2004 - April 2021). The reference lists of seven previously published systematic reviews were also manually reviewed. Lists were included if they were explicit, and the most recent version and the complete list were published in English. Lists based on existing lists were excluded if no new items were added. Potentially inappropriate medications identified on each list were extracted and compared to the medications available on the Australian Register of Therapeutic Goods and Australian Pharmaceutical Benefits Schemes. RESULTS Thirty-five explicit published lists were identified. A total of 645 unique potentially inappropriate medications were extracted, of which 416 (64%) were available in Australia and 262 (41%) were subsided by the general Pharmaceutical Benefits Scheme. Applicability of each explicit list ranged from 50-96% according to medications available in Australia and 25-83% according to medications available under subsidy. CONCLUSIONS Pooling data from different lists may help to identify potentially inappropriate medications that may be applicable to local settings. However, if selecting a list for use in the Australian context, consideration should also be given to the intended purpose and setting for application.
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Affiliation(s)
- Georgie Lee
- School of Medicine, IMPACT, Institute for Innovation in Physical and Mental Health and Clinical Translation, Deakin University, Geelong, Victoria, Australia
| | - Joy-Francesca Lim
- School of Allied Health, University of Western Australia, Crawley, Western Australia, Australia
| | - Amy T Page
- School of Allied Health, University of Western Australia, Crawley, Western Australia, Australia.,Pharmacy Department, The Alfred, Melbourne, Victoria, Australia.,Centre for Medicine Use and Safety, Monash University, Parkville, Victoria, Australia
| | - Christopher Etherton-Beer
- Western Australia Centre for Health and Ageing, University of Western Australia, Crawley, Western Australia, Australia
| | - Rhonda Clifford
- School of Allied Health, University of Western Australia, Crawley, Western Australia, Australia
| | - Kate Wang
- School of Allied Health, University of Western Australia, Crawley, Western Australia, Australia.,School of Biomedical and Health Sciences, Royal Melbourne Institute of Technology, Bundoora, Victoria, Australia
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16
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Farhat A, Abou-Karroum R, Panchaud A, Csajka C, Al-Hajje A. Impact of Pharmaceutical Interventions in Hospitalized Patients: A Comparative Study Between Clinical Pharmacists and an Explicit Criteria-Based Tool. Curr Ther Res Clin Exp 2021; 95:100650. [PMID: 34824649 PMCID: PMC8604771 DOI: 10.1016/j.curtheres.2021.100650] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/10/2021] [Accepted: 10/22/2021] [Indexed: 11/30/2022] Open
Abstract
Background It has been well recognized that pharmaceutical interventions (PIs) can prevent patient harm related to prescribing errors. Various tools have been developed to facilitate the detection and the reduction of inappropriate prescriptions and some have shown benefit on clinical outcomes. Objective The objective of this study was to evaluate the clinical, economical, and organizational impact of interventions generated by clinical pharmacists in hospitalized patients, and to evaluate the performance of an explicit tool, the Potentially Inappropriate Medication Checklist for Patients in Internal Medicine (PIM-Check), in detecting each pharmacist's intervention. Methods A cohort retrospective study was conducted on hospitalized patients. The impact of PIs based on pharmacists’ standard examination was evaluated using the Clinical, Economic, and Organizational (CLEO) tool. The performance of PIM-Check in detecting each intervention was assessed by conducting a retrospective medication review based on available information collected from patients’ records. A qualitative analysis was also conducted to identify the types of PIs that PIM-Check failed to detect. Results The study was performed on 162 patients with a median age of 68 years (interquartile range = 46–77 years) and a median hospital stay of 5 days (interquartile range = 4–7 days). The pharmacists generated 1.9 PIs per patient (n = 304) of which 31% were detected by PIM-Check. The acceptance rate of the interventions by physicians was 84% (n = 255). Among the accepted interventions, 53% (n = 136) had a clinical impact graded CL ≥ 2C (moderate or major), whereas the majority of them were not detected by PIM-Check (63%; 86 out of 136). In addition, 46% of accepted interventions (n = 117) were associated with a cost decrease, among which 62% were not detected by PIM-Check (73 out of 117). The qualitative analysis shows that PIM-Check mostly failed to detect PIs related to dose adjustment, overprescribing, and therapy monitoring. Conclusions According to the CLEO tool evaluation of PIs, our results show that clinical pharmacists’ interventions are associated with improved clinical outcomes. In comparison with pharmacists’ interventions, PIM-Check failed in detecting the majority of interventions associated with a moderate or major impact.
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Affiliation(s)
- Akram Farhat
- Center for Research and Innovation in Clinical Pharmaceutical Sciences, Lausanne University Hospital and University of Lausanne, Lausanne, Switzerland.,Institute of Pharmaceutical Sciences of Western Switzerland, University of Geneva, University of Lausanne, Geneva, Switzerland.,School of Pharmaceutical Sciences, University of Geneva, Geneva, Switzerland
| | - Rime Abou-Karroum
- Clinical and Epidemiological Research Laboratory, Faculty of Pharmacy, Lebanese University, Hadat, Lebanon.,Department of Pharmacy, Clemenceau Medical Center, Beirut, Lebanon
| | - Alice Panchaud
- Service of Pharmacy, Lausanne University Hospital, Lausanne, Switzerland
| | - Chantal Csajka
- Center for Research and Innovation in Clinical Pharmaceutical Sciences, Lausanne University Hospital and University of Lausanne, Lausanne, Switzerland.,Institute of Pharmaceutical Sciences of Western Switzerland, University of Geneva, University of Lausanne, Geneva, Switzerland.,School of Pharmaceutical Sciences, University of Geneva, Geneva, Switzerland
| | - Amal Al-Hajje
- Clinical and Epidemiological Research Laboratory, Faculty of Pharmacy, Lebanese University, Hadat, Lebanon
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17
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Giroux A, Prudent C, Jouanny P, Muller G, Devilliers H, Vadot L. Assessment of Prescriptions in Elderly Patients Hospitalized in Medicine Departments. J Clin Med 2021; 10:5343. [PMID: 34830625 DOI: 10.3390/jcm10225343] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/23/2021] [Revised: 10/29/2021] [Accepted: 11/11/2021] [Indexed: 11/17/2022] Open
Abstract
Drug-related iatrogenesis is an important issue in the elderly population, and preventing iatrogenic accidents helps to reduce hospitalizations. Our study’s objective was to evaluate prescriptions in the geriatric population of our establishment. The study conducted is a targeted clinical audit. Ten criteria were tested on the hospital prescriptions of people over 75 years old in 11 medical departments, before and after improvement actions. The non-compliance threshold was set at 10% of prescriptions for each criterion. In each phase, 165 patients were included. Four criteria were non-compliant (NC) in the first phase: the presence of Potentially Inappropriate Medications for the Elderly (PIMs) (NC = 57.6%), the adaptation of the medication to renal clearance (NC = 24.9%), the presence of illogical combination (NC = 9.7%), and the total anti-cholinergic score of the prescription (NC = 12.1%). After the implementation of improvement actions, the number of non-compliant criteria decreased between the two phases, from four to two. We obtained a significant improvement for three of the four criteria found to be non-compliant in the first phase. The criterion adaptation to renal function is close to compliance (NC = 10.1%) and the PIMs criterion remained non-compliant after reassessment (NC = 32.1%). Vigilance must be ongoing in order to limit drug iatrogeny, particularly in frail elderly patients.
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18
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Yasky AF, Zawawi AH. Characterization of potentially inappropriate medication prescriptions for the elderly in primary care and hospital settings. J Family Med Prim Care 2021; 10:3111-3115. [PMID: 34660455 PMCID: PMC8483109 DOI: 10.4103/jfmpc.jfmpc_271_21] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/08/2021] [Revised: 03/24/2021] [Accepted: 05/06/2021] [Indexed: 11/04/2022] Open
Abstract
Background Polypharmacy cannot be defined numerically due to its varied definitions, and inclusion of comorbidities aggravates the dilemma, creating challenges for the healthcare system and the patients' course of treatment. The introduction of the potentially inappropriate medication (PIM) list developed by the American Geriatrics Society (AGS) (AGS Beers Criteria®; updated in 2019) was deemed a solution. However, several risk factors are associated with PIMs, including increased emergency room visits, hospitalization and mortality, and a decline in daily activity. Differences in PIM prescription rates have been reported; however, with the recent Beers criteria update, the number of patients exposed to PIMs is expected to increase significantly due to the addition of new medications to the list. Objectives This study aimed to describe the characteristics of PIM prescriptions for the elderly in primary care and hospital settings. Methods Medications for elderly patients prescribed in our hospital between 2016 and 2019 were reviewed and sorted based on Beers criteria to identify patients with the most PIMs. Correlations were made between gender and facility. Results This study included 40,168 patients (51% males). The total and average numbers of PIM per elderly patient were 260,753 and 6.5, respectively. Proton pump inhibitors were prescribed the most, followed by nonsteroidal anti-inflammatory drugs. Conclusions We found that increasing numbers of PIMs are prescribed to the elderly in our healthcare facilities. Therefore, further recommendations from local geriatric communities and the implementation of reminders for physicians through electronic prescription systems are needed to decrease the rate of prescribed PIMs.
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Affiliation(s)
- Adel F Yasky
- Department of Family Medicine, King Abdulaziz Medical City, King Abdullah International Medical Research Center, Riyadh, Saudi Arabia
| | - Alia H Zawawi
- Department of Family Medicine, King Abdulaziz Medical City, Assistant Professor College of Medicine, King Saud Bin Abdulaziz University for Health Sciences, Riyadh, Saudi Arabia
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19
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Charles L, Kumar E, Elghol E, Dobbs B, Tian PGJ, Babenko O. Potentially Inappropriate Medication Use in the Elderly. Can J Aging 2021;:1-8. [PMID: 34321124 DOI: 10.1017/S0714980821000234] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/05/2022] Open
Abstract
It is estimated that approximately half of adults, older than 65 years of age, have been prescribed potentially inappropriate medications (PIMs). This study's objective was to determine the prevalence of PIM use among older patients. Two retrospective chart reviews were performed on 200 and 164 older patients who underwent comprehensive geriatric assessments (CGAs) at outpatient geriatrics clinics at the Glenrose Rehabilitation Hospital (Glenrose) in 2012-13 and at the Misericordia Community Hospital (Misericordia) in 2016-17, respectively. Outcome measures included demographics; prevalence of PIM use; common PIMs used; whether PIM use was addressed, and if so, how; and total number of oral medications. At the Glenrose, the prevalence of PIM use was 45 per cent (90/200). Of the 90 patients who had used PIMs, 46.7 per cent (42/90) had at least one of their medications stopped or modified. At the Misericordia, the prevalence of PIM use was 57.3 per cent (94/164). Of the 94 patients who used PIMs, 47.9 per cent (45/94) had at least one of their medications stopped or modified. These results suggest that an increased awareness of PIM among physicians is needed to further decrease PIM use.
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20
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Zimmerman KM, Linsky AM. A narrative review of updates in deprescribing research. J Am Geriatr Soc 2021; 69:2619-2624. [PMID: 33991423 DOI: 10.1111/jgs.17273] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/25/2021] [Revised: 04/21/2021] [Accepted: 04/27/2021] [Indexed: 12/24/2022]
Abstract
BACKGROUND/OBJECTIVES Deprescribing is a strategy intended to reduce harms associated with potentially inappropriate medications. Reflective of the growing interest in deprescribing, there has been an increase in related research to better understand the landscape, opportunities for improvement, how best to develop and implement interventions, and remaining knowledge gaps that can be addressed with additional study. DESIGN We conducted a narrative review of recent deprescribing literature. SETTING As part of the US Deprescribing Network's inaugural conference in October 2020, we presented a narrative review of recent deprescribing literature to an audience with a range of clinical and research expertise. PARTICIPANTS We searched four databases for English-language articles published between January 1, 2019 and August 31, 2020. MEASUREMENTS We evaluated titles, abstracts, and full-length manuscripts for relevance, novelty, rigor and variety of methods; we also aimed for broad representation of authors, institutions, and nations. RESULTS The initial search returned 199 citations, from which we reviewed 18 full-length manuscripts, selecting 10 articles to present. Salient themes included missed opportunities to deprescribe in potentially eligible patients, with variable impact of medication- and patient-level factors, along with differing perspectives and behaviors between geriatricians, internists, and cardiologists. Clinical, financial, and economic drivers were also evaluated. Finally, attention was given to issues applicable to deprescribing research, including difficulty recruiting trial participants, perspectives of investigators, and integration of findings into clinical practice. CONCLUSION This narrative review summarizes key advances in the field while also identifying priority areas for additional research.
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Affiliation(s)
- Kristin M Zimmerman
- Department of Pharmacotherapy & Outcomes Science, VCU School of Pharmacy, Richmond, Virginia, USA
| | - Amy M Linsky
- General Internal Medicine and Center for Healthcare Organization and Implementation Research, VA Boston Healthcare System, Boston, Massachusetts, USA.,General Internal Medicine, Boston University School of Medicine, Boston, Massachusetts, USA
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21
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Ferreira TR, Lopes LC, Motter FR, de Cássia Bergamaschi C. Potentially inappropriate prescriptions to Brazilian older people with Alzheimer disease: A cross-sectional study. Medicine (Baltimore) 2021; 100:e25015. [PMID: 33761656 PMCID: PMC9282042 DOI: 10.1097/md.0000000000025015] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/01/2020] [Accepted: 02/12/2021] [Indexed: 01/05/2023] Open
Abstract
Older adults are the leading users of medications, where this can be associated with a high number of potentially inappropriate medications (PIMs) and of potentially inappropriate prescribing (PIP) and consequent harm to health. No Brazilian study evaluating potentially inappropriate prescribing in older patients with Alzheimer's disease (AD) was found. This study determined and analyzed the prevalence of PIP and PIM prescribed for older people with AD.A cross-sectional study was carried out at the Specialty Drugs Pharmacy in the city of Sorocaba, São Paulo State, Brazil. The MEDEX system provided the register in older people with AD and data were collected during interviews with patients and/or caregivers between June and September 2017. The PIMs were identified according to the 2019 Beers Criteria. The association between PIMs and independent variables was analyzed by Poisson regression.This study included 234 older patients with AD. The prevalence of PIP prescribed was 66.7% (n = 156). Of the 1073 medications prescribed, 30.5% (n = 327) were inappropriate with most affecting the central nervous system or cardiovascular, particularly quetiapine (12.8%) and acetylsalicylic acid (11.6%), respectively. Around 45.2% of the PIMs should be avoided in older people, especially sertraline (14.2%) and clonazepam (7.4%). After adjusted analysis, the PIMs were associated with the diagnosis of depression (P = 0.010) and the number of comorbidities (P = 0.005).There was a high number of PIMs among older people, a substantial number of which should have been avoided in this population. Health care professionals can apply these findings to improve safety in the use of medications for treating patients with AD.
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Affiliation(s)
- Tânia Regina Ferreira
- Postgraduate Program in Pharmaceutical Sciences, University of Sorocaba, Sorocaba, State of São Paulo, Brazil
| | - Luciane Cruz Lopes
- Postgraduate Program in Pharmaceutical Sciences, University of Sorocaba, Sorocaba, State of São Paulo, Brazil
| | - Fabiane Raquel Motter
- Postgraduate Program in Pharmaceutical Sciences, University of Sorocaba, Sorocaba, State of São Paulo, Brazil
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Farhat A, Al-Hajje A, Csajka C, Panchaud A. Clinical and economic impacts of explicit tools detecting prescribing errors: A systematic review. J Clin Pharm Ther 2021; 46:877-886. [PMID: 33765352 DOI: 10.1111/jcpt.13408] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/02/2021] [Revised: 02/16/2021] [Accepted: 02/28/2021] [Indexed: 01/15/2023]
Abstract
WHAT IS KNOWN AND OBJECTIVE Many explicit tools have been developed to reduce prescribing errors and ensure patients' safety. The impact of explicit tools is not well studied. The objective of this study was (a) to conduct a systematic review of systematic reviews listing explicit tools developed to detect prescribing errors and (b) to assess their impact on clinical and economic outcomes. METHODS This project includes two related parts. First, a systematic review of systematic reviews listing explicit tools dedicated to geriatrics or internal medicine was performed to develop an exhaustive list of explicit tools. Then, using the list compiled in the first step, a systematic review of randomized controlled trials (RCT) assessing clinical or economic impacts of tools was performed to evaluate their usefulness. RESULTS AND DISCUSSION The systematic review of systematic reviews identified 49 explicit tools. The systematic review of RCT, using one or more of the 49 explicit tools, identified 5 RCT using explicit tools as intervention (3 STOPP/START and 2 FORTA RCT). The 5 studies evaluated clinical impacts with 3 RCT identifying significant clinical impacts (falls, activities of daily living and/or adverse drug reactions) and 2 STOPP/START RCT identifying significant economic impacts. WHAT IS NEW AND CONCLUSION The systematic review of RCT showed that explicit tools can have some effect in improving patients' safety. Further studies are warranted to better characterize their clinical and economic impact.
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Affiliation(s)
- Akram Farhat
- Center for Research and Innovation in Clinical Pharmaceutical Sciences, Lausanne University Hospital and University of Lausanne, Lausanne, Switzerland.,Institute of Pharmaceutical Sciences of Western Switzerland, University of Geneva and University of Lausanne, Geneva, Switzerland.,School of Pharmaceutical Sciences, University of Geneva, Geneva, Switzerland.,Service of Pharmacy, Lausanne University Hospital, Lausanne, Switzerland
| | - Amal Al-Hajje
- Clinical and Epidemiological Research Laboratory, Faculty of Pharmacy, Lebanese University, Hadat, Lebanon
| | - Chantal Csajka
- Center for Research and Innovation in Clinical Pharmaceutical Sciences, Lausanne University Hospital and University of Lausanne, Lausanne, Switzerland.,Institute of Pharmaceutical Sciences of Western Switzerland, University of Geneva and University of Lausanne, Geneva, Switzerland.,School of Pharmaceutical Sciences, University of Geneva, Geneva, Switzerland
| | - Alice Panchaud
- Service of Pharmacy, Lausanne University Hospital, Lausanne, Switzerland
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Santos-Pérez MI, Fierro I, Salgueiro-Vázquez ME, Sáinz-Gil M, Martín-Arias LH. A cross-sectional study of psychotropic drug use in the elderly: Consuming patterns, risk factors and potentially inappropriate use. Eur J Hosp Pharm 2021; 28:88-93. [PMID: 33608436 DOI: 10.1136/ejhpharm-2019-001927] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/06/2019] [Revised: 05/16/2019] [Accepted: 05/21/2019] [Indexed: 11/03/2022] Open
Abstract
OBJECTIVES The aims of the present study were: (1) to describe psychotropic drug consumption patterns in an outpatient population aged 65 years and older; (2) to determine the impact of a number of demographic and clinical factors on psychotropic consumption; and (3) to determine the ratio of potentially inappropriate psychotropic agents prescribed to the above population. METHODS Cross-sectional, observational study of outpatients aged 65 years and older. Data on sociodemographic and clinical variables were collected. Psychotropic drugs were classified into three categories: anxiolytics-hypnotics, antidepressants, and antipsychotics. To determine the risk factors for psychotropic drug use among these patients, a multivariate logistic regression model was developed and subsequently validated using bootstrap resampling techniques. To identify the psychotropic drugs to be avoided, a review of treatments received by the patients was performed based on the 2015 version of the Beers criteria. RESULTS The study included 225 outpatients of whom 30.7% were on psychotropic drugs for chronic treatment. The highest likelihood of psychotropic utilisation corresponded to the following profile: female, living in a nursing home, having two or more prescribing physicians, and having received six or more different diagnoses. According to Beers criteria, 51 patients (22.7% of the sample and 73.9% of patients on psychotropic drugs) had been prescribed at least one potentially inappropriate psychotropic drug. CONCLUSION Elderly patients commonly use psychotropic medications and are the most vulnerable to the adverse effects of these drugs. It is necessary to re-evaluate the pertinence and accuracy of these medical prescriptions.
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Affiliation(s)
- María Isabel Santos-Pérez
- Department of Pharmacy, Río Hortega Teaching Hospital, Valladolid, Spain .,Centre for the Study of Drug Safety, University of Valladolid, Valladolid, Spain
| | - Inmaculada Fierro
- Centre for the Study of Drug Safety, University of Valladolid, Valladolid, Spain.,Department of Health Sciences, European University Miguel de Cervantes, Valladolid, Spain
| | | | - María Sáinz-Gil
- Centre for the Study of Drug Safety, University of Valladolid, Valladolid, Spain
| | - Luis H Martín-Arias
- Centre for the Study of Drug Safety, University of Valladolid, Valladolid, Spain
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24
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Abraham DS, Pham Nguyen TP, Hennessy S, Gray SL, Xie D, Weintraub D, Willis AW. Annual Prevalence of Use of Potentially Inappropriate Medications for Treatment of Affective Disorders in Parkinson's Disease. Am J Geriatr Psychiatry 2021; 29:35-47. [PMID: 32553997 PMCID: PMC7671949 DOI: 10.1016/j.jagp.2020.05.014] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/05/2020] [Revised: 05/06/2020] [Accepted: 05/13/2020] [Indexed: 11/18/2022]
Abstract
OBJECTIVE To examine the national prevalence of pharmacological treatment of affective disorders in older adults with Parkinson's disease (PD), and determine the prevalence and risk factors for receipt of an American Geriatrics Society Beers Criteria® defined potentially inappropriate medication (PIM) for affective disorder treatment. DESIGN Cross-sectional analysis of 2014 Medicare data. SETTING Research Identifiable File data from the Centers for Medicare and Medicaid Services. PARTICIPANTS Individuals ≥65 years of age with PD whose inpatient, outpatient, and prescription care is administered through the U.S. Medicare Program. MEASUREMENTS The 2014 prevalence of affective (i.e., depressive and anxiety) disorders was calculated. We assessed prescription fills for affective disorder treatment and classified prescriptions according to PIM status. Patient and clinician factors associated with PIM prescriptions were determined. RESULTS Of 84,323 beneficiaries with PD, 15.1% had prevalent depression only, 7.5% had anxiety only, and 8.5% had comorbid depression and anxiety. Among those with depression only, 80.7% were treated in 2014 (12.8% of treated received at least one PIM). The annual treatment prevalence was 62.9% (75.9% PIM) and 93.1% (63.9% PIM) in the anxiety only and comorbid group, respectively. In most groups, PIM use was less likely among men and those with dementia; geriatricians were less likely to prescribe PIMs. CONCLUSION Treatment of affective disorders in persons diagnosed with PD is high. PIM use is also common, particularly in persons with anxiety. Future research will quantify the potential effects of these PIMs on clinical and patient outcomes.
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Affiliation(s)
- Danielle S Abraham
- Department of Neurology, University of Pennsylvania Perelman School of Medicine, (DSA, TPPN, DW, AWW), Philadelphia, PA; Department of Neurology Translational Center for Excellence for Neuroepidemiology and Neurological Outcomes Research, University of Pennsylvania Perelman School of Medicine, (DSA, TPPN, AWW), Philadelphia, PA; Center for Clinical Epidemiology and Biostatistics, University of Pennsylvania Perelman School of Medicine, (DSA, TPPN, SH, DX, AWW), Philadelphia, PA; Department of Biostatics, Epidemiology, and Informatics, University of Pennsylvania Perelman School of Medicine, (DSA, TPPN, SH, DX, AWW), Philadelphia, PA.
| | - Thanh Phuong Pham Nguyen
- Department of Neurology, University of Pennsylvania Perelman School of Medicine, (DSA, TPPN, DW, AWW), Philadelphia, PA; Department of Neurology Translational Center for Excellence for Neuroepidemiology and Neurological Outcomes Research, University of Pennsylvania Perelman School of Medicine, (DSA, TPPN, AWW), Philadelphia, PA; Center for Clinical Epidemiology and Biostatistics, University of Pennsylvania Perelman School of Medicine, (DSA, TPPN, SH, DX, AWW), Philadelphia, PA; Department of Biostatics, Epidemiology, and Informatics, University of Pennsylvania Perelman School of Medicine, (DSA, TPPN, SH, DX, AWW), Philadelphia, PA
| | - Sean Hennessy
- Center for Clinical Epidemiology and Biostatistics, University of Pennsylvania Perelman School of Medicine, (DSA, TPPN, SH, DX, AWW), Philadelphia, PA; Department of Biostatics, Epidemiology, and Informatics, University of Pennsylvania Perelman School of Medicine, (DSA, TPPN, SH, DX, AWW), Philadelphia, PA
| | - Shelly L Gray
- Department of Pharmacy, University of Washington School of Pharmacy, (SLG), Seattle, WA
| | - Dawei Xie
- Center for Clinical Epidemiology and Biostatistics, University of Pennsylvania Perelman School of Medicine, (DSA, TPPN, SH, DX, AWW), Philadelphia, PA; Department of Biostatics, Epidemiology, and Informatics, University of Pennsylvania Perelman School of Medicine, (DSA, TPPN, SH, DX, AWW), Philadelphia, PA
| | - Daniel Weintraub
- Department of Neurology, University of Pennsylvania Perelman School of Medicine, (DSA, TPPN, DW, AWW), Philadelphia, PA; Parkinson's Disease Research, Education and Clinical Center, Corporal Michael J. Crescenz VA Medical Center, (DW), Philadelphia, PA; Department of Psychiatry, University of Pennsylvania Perelman School of Medicine, (DW), Philadelphia, PA
| | - Allison W Willis
- Department of Neurology, University of Pennsylvania Perelman School of Medicine, (DSA, TPPN, DW, AWW), Philadelphia, PA; Department of Neurology Translational Center for Excellence for Neuroepidemiology and Neurological Outcomes Research, University of Pennsylvania Perelman School of Medicine, (DSA, TPPN, AWW), Philadelphia, PA; Center for Clinical Epidemiology and Biostatistics, University of Pennsylvania Perelman School of Medicine, (DSA, TPPN, SH, DX, AWW), Philadelphia, PA; Department of Biostatics, Epidemiology, and Informatics, University of Pennsylvania Perelman School of Medicine, (DSA, TPPN, SH, DX, AWW), Philadelphia, PA
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25
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Alves MKL, Oliveira NGN, Pegorari MS, Tavares DMDS, Rodrigues MCS, Bolina AF. Evidence of association between the use of drugs and community-dwelling older people frailty: a cross-sectional study. SAO PAULO MED J 2020; 138:465-474. [PMID: 33053050 PMCID: PMC9685580 DOI: 10.1590/1516-3180.2020.0205.r1.06082020] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/01/2020] [Accepted: 08/06/2020] [Indexed: 11/22/2022] Open
Abstract
BACKGROUND The scientific literature has shown that an association between polypharmacy and frailty exists. However, few studies have also considered drug interactions and the use of potentially inappropriate medications. OBJECTIVE To evaluate the association between the use of drugs and frailty among community-dwelling older people. DESIGN AND SETTING Cross-sectional study carried out among 580 older people in Uberaba (MG). METHODS Data were collected at these older people's homes using instruments validated in Brazil. Descriptive, bivariate and binary logistic regression analyses were performed (P < 0.05). RESULTS Most of these individuals were classified as pre-frail (55.7%), while 13.1% were frail. It was found that 31.7% of them presented polypharmacy, 41.7% had drug interactions and 43.8% were using potentially inappropriate medications. In the initial model, polypharmacy (odds ratio, OR = 1.91; confidence interval, CI = 1.27-2.86) and use of potentially inappropriate medications (OR = 2.45; CI = 1.68-3.57) increased the chance that these older people would be pre-frail or frail. In the final adjusted model, use of potentially inappropriate drugs remained associated with the outcome (OR = 2.26; CI = 1.43-3.57). CONCLUSION Use of potentially inappropriate medications was the independent variable that explained the occurrence of frailty in a representative sample of community-dwelling older adults.
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Affiliation(s)
- Marcos Kaic Lopes Alves
- BSc. Pharmacist, Universidade de Brasília – Campus Darcy Ribeiro (UnB), Brasília (DF) Brazil.
| | | | - Maycon Sousa Pegorari
- PhD. Physiotherapist and Adjunct Professor, Physiotherapy Course, Universidade Federal do Amapá (UNIFAP), Macapá (AP), Brazil.
| | - Darlene Mara dos Santos Tavares
- PhD. Nurse and Associate Professor, Department of Nursing Education and Community Health Nursing Undergraduate Program, Universidade Federal do Triângulo Mineiro (UFTM), Uberaba (MG), Brazil.
| | - Maria Cristina Soares Rodrigues
- PhD. Nurse and Pharmacist, Associate Professor, Universidade de Brasília – Campus Darcy Ribeiro (UnB). Brasília (DF), Brazil.
| | - Alisson Fernandes Bolina
- PhD. Nurse and Adjunct Professor, Universidade de Brasília – Campus Darcy Ribeiro (UnB), Brasília (DF), Brazil.
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Vandenberg AE, Kegler M, Hastings SN, Hwang U, Wu D, Stevens MB, Clevenger C, Eucker S, Genes N, Huang W, Ikpe-Ekpo E, Nassisi D, Previll L, Rodriguez S, Sanon M, Schlientz D, Vigliotti D, Vaughan CP. Sequential implementation of the EQUIPPED geriatric medication safety program as a learning health system. Int J Qual Health Care 2020; 32:470-476. [PMID: 32671390 DOI: 10.1093/intqhc/mzaa077] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/14/2020] [Revised: 06/30/2020] [Accepted: 07/07/2020] [Indexed: 01/26/2023] Open
Abstract
OBJECTIVES To present the three-site EQUIPPED academic health system research collaborative, which engaged in sequential implementation of the EQUIPPED medication safety program, as a learning health system; to understand how the organizations worked together to build resources for program scale-up. DESIGN Following the Replicating Effective Programs framework, we analyzed content from implementation teams' focus groups, local and cross-site meeting minutes and sites' organizational profiles to develop an implementation package. SETTING Three academic emergency departments that each implemented EQUIPPED over three successive years. PARTICIPANTS Implementation team members at each site participating in focus groups (n = 18), local meetings during implementation years, and cross-site meetings during all years of the projects. INTERVENTION(S) EQUIPPED provides Emergency Department providers with clinical decision support (education, order sets, and feedback) to reduce prescribing of potentially inappropriate medications to adults aged 65 years and older who received a prescription at time of discharge. MAIN OUTCOME MEASURE(S) Implementation process components assembled through successive implementation. RESULTS Each site had clinical and environmental characteristics to be addressed in implementing the EQUIPPED program. We identified 10 process elements and describe lessons for each. Lessons guided the compilation of the EQUIPPED intervention package or toolkit, including the EQUIPPED logic model. CONCLUSIONS Our academic health system research collaborative addressing medication safety through sequential implementation is a learning health system that can serve as a model for other quality improvement projects with multiple sites. The network produced an implementation package that can be vetted, piloted, evaluated, and finalized for large-scale dissemination in community-based settings.
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Affiliation(s)
| | - Michelle Kegler
- Rollins School of Public Health, Emory University, Atlanta, GA 30322, USA
| | | | - Ula Hwang
- Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA
| | - Daniel Wu
- Emory University School of Medicine, Atlanta, GA 30322, USA
| | | | | | - Stephanie Eucker
- Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA
| | - Nick Genes
- Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA
| | - Wennie Huang
- Duke University School of Medicine, Durham, NC 27710, USA
| | | | - Denise Nassisi
- Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA
| | - Laura Previll
- Duke University School of Medicine, Durham, NC 27710, USA
| | - Sandra Rodriguez
- Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA
| | - Martine Sanon
- Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA
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Abraham DS, Pham Nguyen TP, Hennessy S, Weintraub D, Gray SL, Xie D, Willis AW. Frequency of and risk factors for potentially inappropriate medication use in Parkinson's disease. Age Ageing 2020; 49:786-792. [PMID: 32255485 DOI: 10.1093/ageing/afaa033] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/10/2019] [Revised: 12/16/2019] [Accepted: 01/01/2020] [Indexed: 12/26/2022] Open
Abstract
BACKGROUND impairments in neurotransmitter pathways put Parkinson's disease (PD) patients at risk for drug-disease interactions and adverse medication events. OBJECTIVE to determine the prevalence and risk factors for potentially inappropriate medication (PIM) prescriptions, as defined by the 2015 Beers List, in PD. METHODS cross-sectional analysis was conducted on 2014 Medicare beneficiaries with PD who had parts A, B and D coverage. The prevalence of PIM prescriptions for older adults was determined overall, and specifically for medications that can exacerbate motor symptoms or cognitive impairment in PD. Logistic regression models were constructed to determine the association between age, sex, race, geography and poverty with PIM prescriptions. RESULTS the final sample included 458,086 beneficiaries. In 2014, 35.8% of beneficiaries with PD filled a prescription for at least one PIM for older adults. In total, 8.7% of beneficiaries received a PIM that could exacerbate motor symptoms and 29.0% received a PIM that could worsen cognitive impairment. After adjustment, in all models, beneficiaries who were younger, female, white, urban-dwelling and eligible for Medicaid benefits were more likely to receive a PIM. CONCLUSION PIM prescriptions are not uncommon in PD, particularly for medications that can exacerbate cognitive impairment. Future research will examine underlying drivers of sex and other disparities in PIM prescribing. Additional studies are needed to understand the impact of PIMs on disease symptoms, healthcare utilisation and patient outcomes.
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Affiliation(s)
- Danielle S Abraham
- Department of Neurology, University of Pennsylvania School of Medicine, Philadelphia, PA, USA
- Department of Neurology Translational Center for Excellence for Neuroepidemiology and Neurological Outcomes Research, University of Pennsylvania School of Medicine, Philadelphia, PA, USA
- Center for Clinical Epidemiology and Biostatistics, University of Pennsylvania School of Medicine, Philadelphia, PA, USA
- Department of Biostatics, Epidemiology, and Informatics, University of Pennsylvania School of Medicine, Philadelphia, PA, USA
| | - Thanh Phuong Pham Nguyen
- Department of Neurology, University of Pennsylvania School of Medicine, Philadelphia, PA, USA
- Department of Neurology Translational Center for Excellence for Neuroepidemiology and Neurological Outcomes Research, University of Pennsylvania School of Medicine, Philadelphia, PA, USA
- Center for Clinical Epidemiology and Biostatistics, University of Pennsylvania School of Medicine, Philadelphia, PA, USA
- Department of Biostatics, Epidemiology, and Informatics, University of Pennsylvania School of Medicine, Philadelphia, PA, USA
| | - Sean Hennessy
- Center for Clinical Epidemiology and Biostatistics, University of Pennsylvania School of Medicine, Philadelphia, PA, USA
- Department of Biostatics, Epidemiology, and Informatics, University of Pennsylvania School of Medicine, Philadelphia, PA, USA
| | - Daniel Weintraub
- Department of Neurology, University of Pennsylvania School of Medicine, Philadelphia, PA, USA
- Parkinson’s Disease Research, Education and Clinical Center, Corporal Michael J. Crescenz VA Medical Center, Philadelphia, PA, USA
- Department of Psychiatry, University of Pennsylvania School of Medicine, Philadelphia, PA, USA
| | - Shelly L Gray
- Department of Pharmacy, University of Washington School of Pharmacy, Seattle, WA, USA
| | - Dawei Xie
- Center for Clinical Epidemiology and Biostatistics, University of Pennsylvania School of Medicine, Philadelphia, PA, USA
- Department of Biostatics, Epidemiology, and Informatics, University of Pennsylvania School of Medicine, Philadelphia, PA, USA
| | - Allison W Willis
- Department of Neurology, University of Pennsylvania School of Medicine, Philadelphia, PA, USA
- Department of Neurology Translational Center for Excellence for Neuroepidemiology and Neurological Outcomes Research, University of Pennsylvania School of Medicine, Philadelphia, PA, USA
- Center for Clinical Epidemiology and Biostatistics, University of Pennsylvania School of Medicine, Philadelphia, PA, USA
- Department of Biostatics, Epidemiology, and Informatics, University of Pennsylvania School of Medicine, Philadelphia, PA, USA
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Kargar M, Atrianfar F, Rashidian A, Heidari K, Noroozian M, Gholami K, Javadi MR. Prescribing for geriatrics in Tehran; is it appropriate and rational? Med J Islam Repub Iran 2020; 33:143. [PMID: 32280649 PMCID: PMC7137821 DOI: 10.34171/mjiri.33.143] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/15/2018] [Indexed: 11/13/2022] Open
Abstract
Background: The world’s population is growing older. Inappropriate and irrational use of drugs in the elderly is a considerable health concern due to consequences such as increased morbidity and adverse drug events. This study aimed to evaluate the rationality of prescribing and determining the extent of inappropriate prescribing in a sample of geriatric patients in Tehran.
Methods: This cross sectional study was performed on 1512 prescriptions of patients aged ≥ 65 years from 5 pharmacies affiliated to Tehran University of Medical Sciences in 2014. Prescription of potentially inappropriate medications (PIMs) was investigated using the Beers Criteria along with WHO prescribing indices. Date were analyzed using SPSS software, and significance level was set at less than 0.05.
Results: Mean (SD) age of patients was 73.9(6.7) years. A total of 472 (31.2%) patients received at least 1 PIM. Benzodiazepines were the most frequent drug class and general practitioners (GPs) were the most frequent prescriber of PIMs. The highest and the lowest percentage of prescriptions containing brand-names were prescribed by subspecialists (62.5%) and GPs (42.2%), respectively. Antibiotics and injectable medications were prescribed for 26.8% and 28.5% of patients by GPs. Mean (SD) number of drugs per prescription was 3.57 (1.92). Prescriptions containing systemic antibiotics and PIMs had significantly higher mean number of drugs compared to those without these items (both P < 0.001).
Conclusion: There is a need for interventions to improve the quality of prescribing for elderly patients, especially by GPs. Also, there are still some problems in rational use of drugs based on prescribing indices, especially, prescribing brand-names and injectable medications.
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Affiliation(s)
- Mona Kargar
- Research Center for Rational Use of Drugs, Tehran University of Medical Sciences, Tehran, Iran
| | - Fatemeh Atrianfar
- Faculty of Pharmacy, Tehran University of Medical Sciences, Tehran, Iran
| | - Arash Rashidian
- Department of Health Management and Economics, School of Public Health, Tehran University of Medical Sciences, Tehran, Iran
| | - Kazem Heidari
- Research Center for Rational Use of Drugs, Tehran University of Medical Sciences, Tehran, Iran
| | - Maryam Noroozian
- Division of Memory and Behavioral Neurology, Department of Psychiatry, Roozbeh Hospital, Tehran University of Medical Sciences, Tehran, Iran
| | - Kheirollah Gholami
- Research Center for Rational Use of Drugs, Tehran University of Medical Sciences, Tehran, Iran
| | - Mohammad Reza Javadi
- Research Center for Rational Use of Drugs, Tehran University of Medical Sciences, Tehran, Iran
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Rogero-Blanco E, Lopez-Rodriguez JA, Sanz-Cuesta T, Aza-Pascual-Salcedo M, Bujalance-Zafra MJ, Cura-Gonzalez I. Use of an Electronic Clinical Decision Support System in Primary Care to Assess Inappropriate Polypharmacy in Young Seniors With Multimorbidity: Observational, Descriptive, Cross-Sectional Study. JMIR Med Inform 2020; 8:e14130. [PMID: 32149715 PMCID: PMC7078622 DOI: 10.2196/14130] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/25/2019] [Revised: 10/22/2019] [Accepted: 12/17/2019] [Indexed: 01/25/2023] Open
Abstract
Background Multimorbidity is a global health problem that is usually associated with polypharmacy, which increases the risk of potentially inappropriate prescribing (PIP). PIP entails higher hospitalization rates and mortality and increased usage of services provided by the health system. Tools exist to improve prescription practices and decrease PIP, including screening tools and explicit criteria that can be applied in an automated manner. Objective This study aimed to describe the prevalence of PIP in primary care consultations among patients aged 65-75 years with multimorbidity and polypharmacy, detected by an electronic clinical decision support system (ECDSS) following the 2015 American Geriatrics Society Beers Criteria, the European Screening Tool of Older Person’s Prescription (STOPP), and the Screening Tool to Alert doctors to Right Treatment (START). Methods This was an observational, descriptive, cross-sectional study. The sample included 593 community-dwelling adults aged 65-75 years (henceforth called young seniors), with multimorbidity (≥3 diseases) and polypharmacy (≥5 medications), who had visited their primary care doctor at least once over the last year at 1 of the 38 health care centers participating in the Multimorbidity and Polypharmacy in Primary Care (Multi-PAP) trial. Sociodemographic data, clinical and pharmacological treatment variables, and PIP, as detected by 1 ECDSS, were recorded. A multivariate logistic regression model with robust estimators was built to assess the factors affecting PIP according to the STOPP criteria. Results PIP was detected in 57.0% (338/593; 95% CI 53-61) and 72.8% (432/593; 95% CI 69.3-76.4) of the patients according to the STOPP criteria and the Beers Criteria, respectively, whereas 42.8% (254/593; 95% CI 38.9-46.8) of the patients partially met the START criteria. The most frequently detected PIPs were benzodiazepines (BZD) intake for more than 4 weeks (217/593, 36.6%) using the STOPP version 2 and the prolonged use of proton pump inhibitors (269/593, 45.4%) using the 2015 Beers Criteria. Being a woman (odds ratio [OR] 1.43, 95% CI 1.01-2.01; P=.04), taking a greater number of medicines (OR 1.25, 95% CI 1.14-1.37; P<.04), working in the primary sector (OR 1.91, 95% CI 1.25-2.93; P=.003), and being prescribed drugs for the central nervous system (OR 3.75, 95% CI 2.45-5.76; P<.001) were related to a higher frequency of PIP. Conclusions There is a high prevalence of PIP in primary care as detected by an ECDSS in community-dwelling young seniors with comorbidity and polypharmacy. The specific PIP criteria defined by this study are consistent with the current literature. This ECDSS can be useful for supervising prescriptions in primary health care consultations.
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Affiliation(s)
- Eloisa Rogero-Blanco
- General Ricardos Primary Health Care Centre, Madrid, Spain.,Medical Specialties and Public Health, School of Health Sciences, University Rey Juan Carlos, Alcorcón, Madrid, Spain.,Health Services Research on Chronic Patients Network (REDISSEC), Madrid, Spain
| | - Juan A Lopez-Rodriguez
- General Ricardos Primary Health Care Centre, Madrid, Spain.,Medical Specialties and Public Health, School of Health Sciences, University Rey Juan Carlos, Alcorcón, Madrid, Spain.,Health Services Research on Chronic Patients Network (REDISSEC), Madrid, Spain.,Research Support Unit, Primary Care Management, Madrid, Spain
| | - Teresa Sanz-Cuesta
- Health Services Research on Chronic Patients Network (REDISSEC), Madrid, Spain.,Research Support Unit, Primary Care Management, Madrid, Spain
| | | | - M Jose Bujalance-Zafra
- Dirección Unidad Gestión Clínica Victoria en Málaga, Servicio Andaluz de Salud, Málaga, Spain
| | - Isabel Cura-Gonzalez
- Medical Specialties and Public Health, School of Health Sciences, University Rey Juan Carlos, Alcorcón, Madrid, Spain.,Health Services Research on Chronic Patients Network (REDISSEC), Madrid, Spain.,Research Support Unit, Primary Care Management, Madrid, Spain
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Vandenberg AE, Echt KV, Kemp L, McGwin G, Perkins MM, Mirk AK. Academic Detailing with Provider Audit and Feedback Improve Prescribing Quality for Older Veterans. J Am Geriatr Soc 2019. [PMID: 29532466 DOI: 10.1111/jgs.15247] [Citation(s) in RCA: 17] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
Suboptimal prescribing persists as a driver of poor quality care of older veterans and is associated with risk of hospitalization and emergency department visits. We adapted a successful medication management model, Integrated Management and Polypharmacy Review of Vulnerable Elders (IMPROVE), from an urban geriatric specialty clinic to rural community-based clinics that deliver primary care. The goals were to promote prescribing quality and safety for older adults, including reduced prescribing of potentially inappropriate medications (PIMs). We augmented the original model, which involved a pharmacist-led, one-on-one medication review with high-risk older veterans, to provide rural primary care providers (PCPs) and pharmacists with educational outreach through academic detailing and tools to support safe geriatric prescribing practices, as well as individual audit and feedback on prescribing practice and confidential peer benchmarking. Twenty PCPs and 4 pharmacists at 4 rural Georgia community-based outpatient clinics participated. More than 7,000 older veterans were seen in more than 20,000 PCP encounters during the 14-month intervention period. Implementation of the IMPROVE intervention reduced PIM prescribing incidence from 9.6 new medications per 100 encounters during baseline to 8.7 after the intervention (P = .009). IMPROVE reduced PIM prevalence (proportion of encounters involving veterans who were taking at least 1 PIM) from 22.6% to 16.7% (P < .001). These approaches were effective in reducing PIMs prescribed to older veterans in a rural setting and constitute a feasible model for disseminating geriatric best practices to the primary care setting.
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Affiliation(s)
- Ann E Vandenberg
- Birmingham/Atlanta Veterans Affairs Geriatric Research, Education, and Clinical Center, Decatur, Georgia.,Division of General Medicine and Geriatrics, School of Medicine, Emory University, Atlanta, Georgia
| | - Katharina V Echt
- Birmingham/Atlanta Veterans Affairs Geriatric Research, Education, and Clinical Center, Decatur, Georgia.,Division of General Medicine and Geriatrics, School of Medicine, Emory University, Atlanta, Georgia.,Atlanta Veterans Affairs Medical Center, Decatur, Georgia
| | - Lawanda Kemp
- Atlanta Veterans Affairs Medical Center, Decatur, Georgia
| | - Gerald McGwin
- Birmingham/Atlanta Veterans Affairs Geriatric Research, Education, and Clinical Center, Decatur, Georgia
| | - Molly M Perkins
- Birmingham/Atlanta Veterans Affairs Geriatric Research, Education, and Clinical Center, Decatur, Georgia.,Division of General Medicine and Geriatrics, School of Medicine, Emory University, Atlanta, Georgia
| | - Anna K Mirk
- Birmingham/Atlanta Veterans Affairs Geriatric Research, Education, and Clinical Center, Decatur, Georgia.,Division of General Medicine and Geriatrics, School of Medicine, Emory University, Atlanta, Georgia.,Atlanta Veterans Affairs Medical Center, Decatur, Georgia
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Kristensen RU, Nørgaard A, Jensen-Dahm C, Gasse C, Wimberley T, Waldemar G. Polypharmacy and Potentially Inappropriate Medication in People with Dementia: A Nationwide Study. J Alzheimers Dis 2019; 63:383-394. [PMID: 29578483 DOI: 10.3233/jad-170905] [Citation(s) in RCA: 57] [Impact Index Per Article: 11.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/05/2023]
Abstract
BACKGROUND Polypharmacy (use of ≥5 different medications) and potentially inappropriate medication (PIM) are well-known risk factors for numerous negative health outcomes. However, the use of polypharmacy and PIM in people with dementia is not well-described. OBJECTIVE To examine the prevalence of polypharmacy and PIM in older people with and without dementia in a nationwide population. METHODS Cross-sectional study of the Danish population aged ≥65 in 2014 (n = 1,032,120) based on register data, including information on diagnoses and dispensed prescriptions. Polypharmacy and PIM use among people with (n = 35,476) and without dementia (n = 994,231) were compared, stratified by living situation and adjusted for age, sex, and comorbidity. The red-yellow-green list from the Danish Institute for Rational Pharmacotherapy and the German PRISCUS list were used to define PIM. RESULTS People with dementia were more frequently exposed to polypharmacy (dementia: 62.6% versus no-dementia: 35.1%, p < 0.001) and likewise PIM (red-yellow-green: 45.0% versus 29.7%, p < 0.001; PRISCUS: 24.4% versus 13.2%, p < 0.001). After adjustments for age, sex, and comorbidity, the likelihood of polypharmacy and PIM was higher for community-dwelling people with dementia than without dementia (odds ratio (OR); [95% confidence interval (CI)] polypharmacy: 1.50 [1.45-1.55]; red-yellow-green: 1.27 [1.23-1.31]; PRISCUS: 1.25 [1.20-1.30]). In contrast, dementia slightly decreased the odds of polypharmacy and PIM in nursing home residents. CONCLUSION Use of polypharmacy and PIM were widespread in the older population and more so in people with dementia. This could have negative implications for patient-safety and demonstrates the need for interventions to improve drug therapy in people with dementia.
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Affiliation(s)
- Rachel Underlien Kristensen
- Department of Neurology, Danish Dementia Research Centre (DDRC), Rigshospitalet, University of Copenhagen, Copenhagen Ø, Denmark
| | - Ane Nørgaard
- Department of Neurology, Danish Dementia Research Centre (DDRC), Rigshospitalet, University of Copenhagen, Copenhagen Ø, Denmark
| | - Christina Jensen-Dahm
- Department of Neurology, Danish Dementia Research Centre (DDRC), Rigshospitalet, University of Copenhagen, Copenhagen Ø, Denmark
| | - Christiane Gasse
- National Centre for Register-based Research, Aarhus University, Aarhus V, Denmark.,CIRRAU-Centre for Integrated Register-based Research, Aarhus University, Aarhus, Denmark.,The Lundbeck Foundation Initiative for Integrative Psychiatric Research, iPSYCH, Aarhus, Denmark
| | - Theresa Wimberley
- National Centre for Register-based Research, Aarhus University, Aarhus V, Denmark
| | - Gunhild Waldemar
- Department of Neurology, Danish Dementia Research Centre (DDRC), Rigshospitalet, University of Copenhagen, Copenhagen Ø, Denmark
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Friedrichs M, Shoshi A. History and Future of KALIS: Towards Computer-assisted Decision Making in Prescriptive Medicine. J Integr Bioinform 2019; 16:/j/jib.ahead-of-print/jib-2019-0011/jib-2019-0011.xml. [PMID: 31145693 PMCID: PMC6798848 DOI: 10.1515/jib-2019-0011] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/26/2019] [Accepted: 04/23/2019] [Indexed: 11/15/2022] Open
Abstract
With an increasing older population in Germany and the need for polypharmacy to treat multimorbid patients computer-assisted decision making on an individual level is increasingly important to reduce prescription errors and adverse drug reactions. While current systems focus on guidelines and prescribing information, molecular information is equally important for explanation and discovery of drug-related problems. Based on the existing KALIS system and newer projects like PIMBase, a new concept for the KALIS-2 system is presented. Improvements to the modularisation of components enable future extension and greater maintainability. Interoperability with available electronic health records standards and protocols allows the integration and communication with existing workflows for healthcare professionals. Finally, new visualisation modes empower the user to explore and analyze the patient situation in an individual patient subgraph. For offline use and dialogue between patient and general practitioner, the results can be printed out using a new reporting tool. The adherence to findings from previous decision support systems and reasons for their failed adoption is an important task in the development of KALIS-2.
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Affiliation(s)
- Marcel Friedrichs
- Bielefeld University, Faculty of Technology, Bioinformatics/Medical Informatics Department, Bielefeld, Germany
| | - Alban Shoshi
- Bielefeld University, Faculty of Technology, Bioinformatics/Medical Informatics Department, Bielefeld, Germany
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Mangin D, Lawson J, Cuppage J, Shaw E, Ivanyi K, Davis A, Risdon C. Legacy Drug-Prescribing Patterns in Primary Care. Ann Fam Med 2018; 16:515-520. [PMID: 30420366 PMCID: PMC6231929 DOI: 10.1370/afm.2315] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/23/2018] [Revised: 08/27/2018] [Accepted: 09/10/2018] [Indexed: 12/15/2022] Open
Abstract
PURPOSE Polypharmacy is a key clinical challenge for primary care. Drugs that should be prescribed for an intermediate term (longer than 3 months, but not indefinitely) that are not appropriately discontinued could contribute to polypharmacy. We named this type of prescribing legacy prescribing. Commonly prescribed drugs with legacy prescribing potential include antidepressants, bisphosphonates, and proton pump inhibitors (PPIs). We evaluated the proportion of legacy prescribing within these drug classes. METHODS We conducted a population-based retrospective cohort study using prospectively collected data from the McMaster University Sentinel and Information Collaboration (MUSIC) Primary Care Practice Based Research Network, located in Hamilton, Ontario. All adult patients (aged 18 or older) in the MUSIC data set during 2010-2016 were included (N = 50,813). We calculated rates of legacy prescribing of antidepressants (prescription longer than 15 months), bisphosphonates (longer than 5.5 years), and PPIs (longer than 15 months). RESULTS The proportion of patients having a legacy prescription at some time during the study period was 46% (3,766 of 8,119) for antidepressants, 14% (228 of 1,592) for bisphosphonates, and 45% (2,885 of 6,414) for PPIs. Many of these patients held current prescriptions. The mean duration of prescribing for all legacy prescriptions was significantly longer than that for non-legacy prescriptions (P <.001). Concurrent legacy prescriptions for both antidepressants and PPIs was common, signaling a potential prescribing cascade. CONCLUSIONS The phenomenon of legacy prescribing appears prevalent. These data demonstrate the potential of legacy prescribing to contribute to unnecessary polypharmacy, providing an opportunity for system-level intervention in primary care with enormous potential benefit for patients.
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Affiliation(s)
- Dee Mangin
- Department of Family Medicine, McMaster University, Hamilton, Ontario, Canada .,University of Otago, Christchurch, New Zealand
| | - Jennifer Lawson
- Department of Family Medicine, McMaster University, Hamilton, Ontario, Canada
| | | | - Elizabeth Shaw
- Department of Family Medicine, McMaster University, Hamilton, Ontario, Canada
| | - Katalin Ivanyi
- Department of Family Medicine, McMaster University, Hamilton, Ontario, Canada.,Stonechurch Family Health Centre, Hamilton, Ontario, Canada
| | - Amie Davis
- Department of Family Medicine, McMaster University, Hamilton, Ontario, Canada.,Halton McMaster Family Health Centre, Burlington, Ontario, Canada
| | - Cathy Risdon
- Department of Family Medicine, McMaster University, Hamilton, Ontario, Canada
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Renom-Guiteras A, Thürmann PA, Miralles R, Klaaßen-Mielke R, Thiem U, Stephan A, Bleijlevens MHC, Jolley D, Leino-Kilpi H, Rahm Hallberg I, Saks K, Soto-Martin M, Zabalegui A, Meyer G. Potentially inappropriate medication among people with dementia in eight European countries. Age Ageing 2018; 47:68-74. [PMID: 28985257 DOI: 10.1093/ageing/afx147] [Citation(s) in RCA: 42] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/09/2017] [Accepted: 08/02/2017] [Indexed: 11/14/2022] Open
Abstract
Objectives to evaluate the frequency of potentially inappropriate medication (PIM) prescription among older people with dementia (PwD) from eight countries participating in the European study 'RightTimePlaceCare', and to evaluate factors and adverse outcomes associated with PIM prescription. Methods survey of 2,004 PwD including a baseline assessment and follow-up after 3 months. Interviewers gathered data on age, sex, prescription of medication, cognitive status, functional status, comorbidity, setting and admission to hospital, fall-related injuries and mortality in the time between baseline and follow-up. The European Union(7)-PIM list was used to evaluate PIM prescription. Multivariate regression analysis was used to investigate factors and adverse outcomes associated with PIM prescription. Results overall, 60% of the participants had at least one PIM prescription and 26.4% at least two. The PIM therapeutic subgroups most frequently prescribed were psycholeptics (26% of all PIM prescriptions) and 'drugs for acid-related disorders' (21%). PwD who were 80 years and older, lived in institutional long-term care settings, had higher comorbidity and were more functionally impaired were at higher risk of being prescribed two PIM or more. The prescription of two or more PIM was associated with higher chance of suffering from at least one fall-related injury and at least one episode of hospitalisation in the time between baseline and follow-up. Conclusions PIM use among PwD is frequent and is associated with institutional long-term care, age, advanced morbidity and functional impairment. It also appears to be associated with adverse outcomes. Special attention should be paid to psycholeptics and drugs for acid-related disorders.
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Affiliation(s)
- Anna Renom-Guiteras
- School of Nursing Science, University of Witten/Herdecke, Witten, Germany
- Geriatrics Department, University Hospital Parc de Salut Mar, Barcelona, Spain
- Universitat Autònoma de Barcelona, Barcelona, Spain
| | - Petra A Thürmann
- Chair of Clinical Pharmacology, University of Witten/Herdecke, Witten, Germany
- Philipp Klee-Institute of Clinical Pharmacology, HELIOS University Clinic Wuppertal, Wuppertal, Germany
| | - Ramón Miralles
- Geriatrics Department, University Hospital Parc de Salut Mar, Barcelona, Spain
- Universitat Autònoma de Barcelona, Barcelona, Spain
| | - Renate Klaaßen-Mielke
- Department of Medical Informatics, Biometry and Epidemiology, Ruhr University, Bochum, Germany
| | - Ulrich Thiem
- Department of Medical Informatics, Biometry and Epidemiology, Ruhr University, Bochum, Germany
- Department of Geriatrics, Elisabeth Krankenhaus Essen, Essen, Germany
| | - Astrid Stephan
- School of Nursing Science, University of Witten/Herdecke, Witten, Germany
- Institute of Health and Nursing Science, Medical Faculty, Martin Luther UniversityHalle-Wittenberg, Halle (Saale), Germany
| | - Michel H C Bleijlevens
- Care and Public Health Research Institute (Caphri), Department of Health Services Research, Maastricht University, Maastricht, The Netherlands
| | - David Jolley
- Honorary Reader in Old Age Psychiatry, Personal Social Services Unit, University of Manchester, Manchester, UK
| | - Helena Leino-Kilpi
- Department of Nursing Science and Nurse Director, University of Turku, Turku University Hospital, Turku, Finland
| | | | - Kai Saks
- Department of Internal Medicine, University of Tartu, Tartu, Estonia
| | - Maria Soto-Martin
- Department of Geriatric Medicine, Gerontopole, Alzheimer Disease Research Center, Inserm UMR 1027, University Hospital of Toulouse, France
| | - Adelaida Zabalegui
- Hospital Clinic de Barcelona, Barcelona, Spain
- School of Medicine, Universitat de Barcelona, Barcelona, Spain
| | - Gabriele Meyer
- School of Nursing Science, University of Witten/Herdecke, Witten, Germany
- Institute of Health and Nursing Science, Medical Faculty, Martin Luther UniversityHalle-Wittenberg, Halle (Saale), Germany
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Friedrichs M, Shoshi A, Kleine M. Data-Driven Assessment of Potentially Inappropriate Medication in the Elderly. Stud Health Technol Inform 2018; 253:125-129. [PMID: 30147056] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/08/2023]
Abstract
Multimorbid patients taking polypharmacy represent a growing population at high risk for inappropriate prescribing. Various lists for identifying potentially inappropriate medication are spread across scientific journals and difficult to access. To address this ongoing need, a new database named PIMBase is developed which integrates these well-known lists and unifies their rating scales. The analysis of the pharmacovigilance data reveals the benefits of combining the lists. PIMBase is meant to be a web-based system and starting point for the data-driven assessment of polypharmacy to identify inappropriate medication and to improve the quality of prescribing. PIMBase is available at https://pimbase.kalis-amts.de.
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Affiliation(s)
- Marcel Friedrichs
- Bioinformatics/Medical Informatics Department, Bielefeld University, Germany
| | - Alban Shoshi
- Bioinformatics/Medical Informatics Department, Bielefeld University, Germany
| | - Maren Kleine
- Bioinformatics/Medical Informatics Department, Bielefeld University, Germany
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Ödesjö H, Anell A, Boman A, Fastbom J, Franzén S, Thorn J, Björck S. Pay for performance associated with increased volume of medication reviews but not with less inappropriate use of medications among the elderly - an observational study. Scand J Prim Health Care 2017; 35:271-278. [PMID: 28830291 PMCID: PMC5592354 DOI: 10.1080/02813432.2017.1358434] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/04/2022] Open
Abstract
OBJECTIVE A pay for performance programme was introduced in 2009 by a Swedish county with 1.6 million inhabitants. A process measure with payment linked to coding for medication reviews among the elderly was adopted. We assessed the association with inappropriate medication for five years after baseline. DESIGN AND SETTING Observational study that compared medication for elderly patients enrolled at primary care units that coded for a high or low volume of medication reviews. PATIENTS 144,222 individuals at 196 primary care centres, age 75 or older. MAIN OUTCOME MEASURES Percentage of patients receiving inappropriate drugs or polypharmacy during five years at primary care units with various levels of reported medication reviews. RESULTS The proportion of patients with a registered medication review had increased from 3.2% to 44.1% after five years. The high-coding units performed better for most indicators but had already done so at baseline. Primary care units with the lowest payment for coding for medication reviews improved just as well in terms of inappropriate drugs as units with the highest payment - from 13.0 to 8.5%, compared to 11.6 to 7.4% and from 13.6 to 7.2% vs 11.8 to 6.5% for polypharmacy. CONCLUSIONS Payment linked to coding for medication reviews was associated with an increase in the percentage of patients for whom a medication review had been registered. However, the impact of payment on quality improvement is uncertain, given that units with the lowest payment for medication reviews improved equally well as units with the highest payment.
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Affiliation(s)
- H. Ödesjö
- Department of Public Health and Community Medicine, Institute of Medicine, Sahlgrenska Academy, University of Gothenburg, Primary Health Care, Region Västra Götaland, Gothenburg, Sweden
- CONTACT Helena Ödesjö Primary Health Care, Region Västra Götaland, Närhälsan Torslanda Vårdcentral, Nordhagsvägen 2A, SE-423 34 Torslanda, Sweden
| | - A. Anell
- Lund University School of Economics and Management, Lund, Sweden
| | - A. Boman
- Department of Economics, School of Business, Economics and Law, University of Gothenburg, Gothenburg, Sweden
| | - J. Fastbom
- Aging Research Centre, Karolinska Institutet and Stockholm University, Stockholm, Sweden
| | - S. Franzén
- Centre of Registers, Region Västra Götaland, Gothenburg, Sweden
| | - J. Thorn
- Department of Public Health and Community Medicine, Institute of Medicine, Sahlgrenska Academy, University of Gothenburg, Primary Health Care, Region Västra Götaland, Gothenburg, Sweden
| | - S. Björck
- Centre of Registers, Region Västra Götaland, Gothenburg, Sweden
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Page AT, Clifford RM, Potter K, Seubert L, McLachlan AJ, Hill X, King S, Clark V, Ryan C, Parekh N, Etherton-Beer CD. Exploring the enablers and barriers to implementing the Medication Appropriateness Tool for Comorbid Health conditions during Dementia (MATCH-D) criteria in Australia: a qualitative study. BMJ Open 2017; 7:e017906. [PMID: 28838905 PMCID: PMC5724063 DOI: 10.1136/bmjopen-2017-017906] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/18/2022] Open
Abstract
OBJECTIVES The Medication Appropriateness Tool for Comorbid Health conditions in Dementia (MATCH-D) criteria provide expert consensus guidance about medication use for people with dementia. This study aimed to identify enablers and barriers to implementing the criteria in practice. SETTING Participants came from both rural and metropolitan communities in two Australian states. PARTICIPANTS Focus groups were held with consumers, general practitioners, nurses and pharmacists. OUTCOMES data were analysed thematically. RESULTS Nine focus groups were conducted. Fifty-five participants validated the content of MATCH-D, appraising them as providing patient-centred principles of care. Participants identified potential applications (including the use of MATCH-D as a discussion aid or educational tool for consumers about medicines) and suggested supporting resources. CONCLUSION Participants provided insights into applying MATCH-D in practice and suggested resources to be included in an accompanying toolkit. These data provide external validation of MATCH-D and an empiric basis for their translation to practice. Following resource development, we plan to evaluate the feasibility and efficacy of implementation in practice.
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Affiliation(s)
- Amy Theresa Page
- Western Australian Centre for Health and Ageing, School of Medicine, University of Western Australia, Perth, Australia
- School of Allied Health, University of Western Australia, Perth, Australia
| | | | - Kathleen Potter
- Western Australian Centre for Health and Ageing, School of Medicine, University of Western Australia, Perth, Australia
| | - Liza Seubert
- School of Allied Health, University of Western Australia, Perth, Australia
| | - Andrew J McLachlan
- Faculty of Pharmacy and Centre for Education and Research on Ageing, University of Sydney, Sydney, New South Wales, Australia
- Concord Hospital, Sydney, New South Wales, Australia
| | - Xaysja Hill
- School of Allied Health, University of Western Australia, Perth, Australia
| | - Stephanie King
- School of Allied Health, University of Western Australia, Perth, Australia
| | - Vaughan Clark
- School of Allied Health, University of Western Australia, Perth, Australia
| | - Cristin Ryan
- School of Pharmacy, Royal College of Surgeons in Ireland, Dublin, Ireland
| | | | - Christopher D Etherton-Beer
- Western Australian Centre for Health and Ageing, School of Medicine, University of Western Australia, Perth, Australia
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Nauta KJ, Groenhof F, Schuling J, Hugtenburg JG, van Hout HPJ, Haaijer-Ruskamp FM, Denig P. Application of the STOPP/START criteria to a medical record database. Pharmacoepidemiol Drug Saf 2017; 26:1242-1247. [PMID: 28799295 DOI: 10.1002/pds.4283] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/20/2017] [Revised: 07/10/2017] [Accepted: 07/11/2017] [Indexed: 11/09/2022]
Abstract
PURPOSE The STOPP/START criteria are increasingly used to assess prescribing quality in elderly patients at practice level. Our aim was to test computerized algorithms for applying these criteria to a medical record database. METHODS STOPP/START criteria-based computerized algorithms were defined using Anatomical-Therapeutic-Chemical (ATC) codes for medication and International Classification of Primary Care (ICPC) codes for diagnoses. The algorithms were applied to a Dutch primary care database, including patients aged ≥65 years using ≥5 chronic drugs. We tested for associations with patient characteristics that have previously shown a relationship with the original STOPP/START criteria, using multivariate logistic regression models. RESULTS Included were 1187 patients with a median age of 75 years. In total, 39 of the 62 STOPP and 18 of the 26 START criteria could be converted to a computerized algorithm. The main reasons for inapplicability were lack of information on the severity of a condition and insufficient covering of ICPC-codes. We confirmed a positive association between the occurrence of both the STOPP and the START criteria and the number of chronic drugs (adjusted OR ranging from 1.37, 95% CI 1.04-1.82 to 3.19, 95% CI 2.33-4.36) as well as the patient's age (adjusted OR for STOPP 1.30, 95% CI 1.01-1.67; for START 1.73, 95% CI 1.35-2.21), and also between female gender and the occurrence of STOPP criteria (adjusted OR 1.41, 95% CI 1.09-1.82). CONCLUSION Sixty-five percent of the STOPP/START criteria could be applied with computerized algorithms to a medical record database with ATC-coded medication and ICPC-coded diagnoses.
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Affiliation(s)
- Katinka J Nauta
- University of Groningen, University Medical Center Groningen, Groningen, The Netherlands
| | - Feikje Groenhof
- Department of General Practice, University of Groningen, University Medical Center Groningen, Groningen, The Netherlands
| | - Jan Schuling
- Department of General Practice, University of Groningen, University Medical Center Groningen, Groningen, The Netherlands
| | - Jacqueline G Hugtenburg
- Department of Clinical Pharmacology and Pharmacy, VU University Medical Center, Amsterdam, The Netherlands
| | - Hein P J van Hout
- Department of General Practice and Elderly Care Medicine, VU University Medical Center, EMGO+ Institute, Amsterdam, The Netherlands
| | - Flora M Haaijer-Ruskamp
- Department of Clinical Pharmacy and Pharmacology, University of Groningen, University Medical Center Groningen, Groningen, The Netherlands
| | - Petra Denig
- Department of Clinical Pharmacy and Pharmacology, University of Groningen, University Medical Center Groningen, Groningen, The Netherlands
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Rinne ST, Elwy AR, Liu CF, Wiener RS, Thayer L, Gerity A, Bastian LA. Implementation of guideline-based therapy for chronic obstructive pulmonary disease: Differences between men and women veterans. Chron Respir Dis 2017; 14:385-391. [PMID: 28618875 PMCID: PMC5729732 DOI: 10.1177/1479972317702141] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022] Open
Abstract
Chronic obstructive pulmonary disease (COPD) is common among both men and women, and guidelines recommend the same therapy for both sexes. While previous studies have identified gender differences in other chronic disease management, few studies have examined how implementation of COPD guidelines differs between men and women. We performed a cross-sectional study of veterans admitted to Veterans Affairs (VA) hospitals for COPD during October 1, 2008, to September 30, 2011. We collected information on baseline COPD medications during the 6 months prior to hospitalization and categorized therapies as “appropriate” or “inappropriate” based on current guidelines. We used multivariable logistic regression to examine the differences in COPD medications between men and women, after controlling for baseline patient characteristics. We also examined the differences in hospital outcomes, including length of stay and hospital readmission. We identified 33,558 veterans, including 1149 women and 32,409 men who were admitted to 130 VA hospitals. Women were significantly less likely to have received inhaler therapies prior to admission, with lower rates of short-acting beta agonists, short-acting muscarinic antagonists, long-acting beta agonists, and long-acting muscarinic antagonists compared to men. Women also received fewer appropriate inhaler combinations (odds ratio [OR] = 0.83, 95% confidence interval [CI] 0.74–0.93) and more inappropriate combinations (OR = 1.33, 95% CI 1.17–1.51). Women and men were prescribed similar rates of inhaled steroid and oral steroids. Hospital outcomes were also similar between the two groups. These findings highlight a potential gender disparity in appropriate outpatient COPD therapy. Improving the quality of care for patients with COPD should include equitable implementation of guideline-based COPD management.
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Affiliation(s)
- Seppo T Rinne
- 1 Center for Healthcare Organization & Implementation Research, Edith Nourse Rogers Memorial VA Hospital, Bedford, MA, USA
| | - A Rani Elwy
- 2 Department of Veterans Affairs, VA Boston Healthcare System, Boston, MA, USA.,3 Department of Health Law, Policy and Management, Boston University School of Public Health, Boston, MA, USA
| | - Chuan-Fen Liu
- 4 Department of Veterans Affairs, Seattle, WA, USA.,5 Department of Health Services, University of Washington, Seattle, WA, USA
| | - Renda Soylemez Wiener
- 1 Center for Healthcare Organization & Implementation Research, Edith Nourse Rogers Memorial VA Hospital, Bedford, MA, USA.,6 The Pulmonary Center, Boston University School of Medicine, Boston, MA, USA
| | - Lisa Thayer
- 7 Pain Research, Informatics, Multimorbidity, & Education Center, VA Connecticut Healthcare System, Department of Veterans Affairs, West Haven, CT, USA
| | - Alexandra Gerity
- 7 Pain Research, Informatics, Multimorbidity, & Education Center, VA Connecticut Healthcare System, Department of Veterans Affairs, West Haven, CT, USA
| | - Lori A Bastian
- 7 Pain Research, Informatics, Multimorbidity, & Education Center, VA Connecticut Healthcare System, Department of Veterans Affairs, West Haven, CT, USA.,8 Department of Medicine, Yale University, New Haven, CT, USA
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