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Garcia BH, Omma KK, Småbrekke L, Johansen JS, Skjold F, Halvorsen KH. Investigating the impact of a pharmacist intervention on inappropriate prescribing practices at hospital admission and discharge in older patients: a secondary outcome analysis from a randomized controlled trial. Ther Adv Drug Saf 2024; 15:20420986241299683. [PMID: 39555108 PMCID: PMC11569490 DOI: 10.1177/20420986241299683] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/24/2024] [Accepted: 10/28/2024] [Indexed: 11/19/2024] Open
Abstract
Background Inappropriate medication prescribing in older patients increases the risk of poorer health outcomes and increased costs. The IMMENSE trial, integrated a clinical pharmacist into the health care team, to improve medication therapy among older patients, and to investigate the impact on acute revisits to hospital. Objectives This study investigated the prevalence of potentially inappropriate medications (PIMs) and prescribing omissions (PPOs) at hospital admission and discharge. It also explored the impact of the pharmacist intervention on PIMs and PPOs, and other factors associated with PIMs and PPOs at discharge. Design The STOPP/START criteria version 2 were retrospectively applied at admission and discharge. PIM and PPO changes were compared, and Poisson regression was used to assess factors influencing prevalence at discharge. Results At hospital admission, PIM prevalence was 58.6% among intervention patients and 64.8% among control patients. PPO prevalence was 55.3% and 55.5%, respectively. A larger proportion of PIMs identified at admission were resolved by discharge in the intervention group (42.9%) compared to the control group (27.4%). No difference was seen for PPOs. Poisson regression identified a significantly higher risk for PIMs at discharge in the control group compared to the intervention group (IRR 1.255; 95% CI 1.063-1.480, p = 0.007), but no effect for PPOs. Patients living in a nursing home, a home care facility, or an institution showed a higher risk of PPOs at discharge compared to patients living at home (IRR 1.378; 95% CI 1.156-1.644, p < 0.001). Conclusion The IMMENSE intervention significantly reduced the risk of PIMs at discharge, with no effect on PPOs. Living in nursing homes, home care facilities, or institutions prior to hospitalization increased the risk of PPOs at discharge. Pharmacists may contribute to improved medication appropriateness in older hospitalized patients.
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Affiliation(s)
- Beate Hennie Garcia
- Department of Pharmacy, Faculty of Health Sciences, UiT the Arctic University of Norway, Tromsø, Tromsoe, 9037, Norway
- Hospital Pharmacy of North Norway Trust, Tromsø, Norway
| | - Katharina Kaino Omma
- Department of Pharmacy, Faculty of Health Sciences, UiT the Arctic University of Norway, Tromsø, Norway
| | - Lars Småbrekke
- Department of Pharmacy, Faculty of Health Sciences, UiT the Arctic University of Norway, Tromsø, Norway
| | | | - Frode Skjold
- Department of Pharmacy, Faculty of Health Sciences, UiT the Arctic University of Norway, Tromsø, Norway
| | - Kjell Hermann Halvorsen
- Department of Pharmacy, Faculty of Health Sciences, UiT the Arctic University of Norway, Tromsø, Norway
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Rodrigues RC, Gomes GKA, Sodré BMC, Lima RF, Barros DSL, Figueiredo ACMG, Stefani CM, Silva DLMD. Lists of potentially inappropriate medications for older people in primary care: a systematic review of health outcomes. CAD SAUDE PUBLICA 2024; 40:e00016423. [PMID: 38775606 PMCID: PMC11111166 DOI: 10.1590/0102-311xen016423] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/10/2023] [Revised: 02/15/2024] [Accepted: 03/01/2024] [Indexed: 05/24/2024] Open
Abstract
This study is a systematic literature review of the association between lists of potentially inappropriate medications (PIM) in clinical practice and health outcomes of older adults followed up in primary health care. For this purpose, the PRISMA protocol was used to systematize the search for articles in the PubMed, Web of Science, Scopus, Cochrane Central, LIVIVO and LILACS databases, in addition to the gray literature. Studies with randomized clinical trials were selected, using explicit criteria (lists) for the identification and management of PIM in prescriptions of older patients in primary care. Of the 2,400 articles found, six were used for data extraction. The interventions resulted in significant reductions in the number of PIM and adverse drug events and, consequently, in potentially inappropriate prescriptions (PIP) in polymedicated older adults. However, there were no significant effects of the interventions on negative clinical outcomes, such as emergency room visits, hospitalizations and death, or on improving the health status of the older adults. The use of PIM lists promotes adequate medication prescriptions for older adults in primary health care, but further studies are needed to determine the impact of reducing PIM on primary clinical outcomes.
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Alotaibi FM. The current view of potentially inappropriate medications (PIMs) among older adults in Saudi Arabia: a systematic review. Front Pharmacol 2023; 14:1325871. [PMID: 38186639 PMCID: PMC10770872 DOI: 10.3389/fphar.2023.1325871] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/22/2023] [Accepted: 12/12/2023] [Indexed: 01/09/2024] Open
Abstract
Introduction: Potentially inappropriate medications PIMs are common among elderly population and becoming a global health issue. It has been associated with negative health consequences like preventable adverse drug reactions, hospitalization and mortality. Objectives: To investigate the most commonly potentially inappropriate medications in older adults in Saudi Arabia. Additionally, we aim to gain insights into the typical healthcare settings where healthcare providers offer services related to PIMs. Methods: This is a systematic review design using Preferred Reporting Items Systematic Reviews and Meta-Analysis (PRISMA) statement. PubMed and Google Scholar were used to search for the relevant studies using the following keywords (older adults, elderly, potentially inappropriate medications, inappropriate medications, PMIs, Saudi Arabia, Kingdom of Saudi Arabia) with no restrictions to the date of publications nor the study language. Results: Only 8 studies have met our inclusion and exclusion criteria, which was most of them were cross-sectional study design (n = 6.75%) and all of them have been conducted in hospital-based settings. In addition, the prevalence of PIMs ranged from 19% to 80% depends on the site and administration of the study. We have found that proton pump inhibitors, non-steroidal anti-inflammatory drugs, aspirin, diuretics, gastrointestinal medications, and antidepressants were the most common reported PIMs in the included studies. Conclusion: The prevalence of PIMs among the elderly in Saudi Arabia is notably high ranged from 19% to 80%, underscoring the need for additional research to assess the existing practices within this vulnerable demographic across various healthcare settings.
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Affiliation(s)
- Fawaz M. Alotaibi
- Pharmacy Practice Department, College of Clinical Pharmacy, Imam Abdulrahman Bin Faisal University, Dammam, Saudi Arabia
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Alwhaibi M, Alkofide H. Potentially Inappropriate Medications Use among Older Adults with Dyslipidaemia. J Clin Med 2023; 12:4063. [PMID: 37373754 PMCID: PMC10299134 DOI: 10.3390/jcm12124063] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/18/2023] [Revised: 06/05/2023] [Accepted: 06/10/2023] [Indexed: 06/29/2023] Open
Abstract
BACKGROUND Since older patients with dyslipidemia frequently receive many prescriptions, medication errors are typical and expected in this population. This risk has increased by using potentially inappropriate medications. The 2019 Beers criteria were used in this study to investigate potentially inappropriate medication use among older individuals with dyslipidemia. METHODS A cross-sectional retrospective analysis used data from electronic medical records from an ambulatory-care environment. Patients with dyslipidemia who were older adults (>65 years old) were included. To describe and find potential determinants of potentially inappropriate medication usage, descriptive statistics and logistic regression were employed. RESULTS This study included 2209 older adults (age ≥ 65) with dyslipidemia. The mean age was 72.1 ± 6.0 years, and the majority of the study sample had hypertension (83.7%) and diabetes (61.7%), and around 80.0% were using polypharmacy. The prevalence of potentially inappropriate medications to be avoided among older adults with dyslipidemia was 48.6%. A high risk of potentially inappropriate medication usage was found in older patients with dyslipidemia who had polypharmacy and comorbid diabetes, ischemic heart disease, and anxiety. CONCLUSIONS This study showed that the number of medications prescribed and the presence of concurrent chronic health conditions are important indicators of the risk of potentially inappropriate medications in ambulatory older patients with dyslipidemia.
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Affiliation(s)
- Monira Alwhaibi
- Medication Safety Research Chair, College of Pharmacy, King Saud University, Riyadh 11149, Saudi Arabia
- Department of Clinical Pharmacy, College of Pharmacy, King Saud University, Riyadh 11149, Saudi Arabia;
| | - Hadeel Alkofide
- Department of Clinical Pharmacy, College of Pharmacy, King Saud University, Riyadh 11149, Saudi Arabia;
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Alwhaibi M, Balkhi B. Gender Differences in Potentially Inappropriate Medication Use among Older Adults. Pharmaceuticals (Basel) 2023; 16:869. [PMID: 37375816 DOI: 10.3390/ph16060869] [Citation(s) in RCA: 10] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/21/2023] [Revised: 06/05/2023] [Accepted: 06/08/2023] [Indexed: 06/29/2023] Open
Abstract
BACKGROUND Use of potentially inappropriate medication (PIMs) is a prominent concern that leads to significant medication-related issues among older adults. Notably, older women tend to utilize more medicines than men; older women frequently take more drugs. In addition, some evidence suggests that prescription PIMs vary by gender. This study examines the gender-based variation in prescribing PIM among older adults in Saudi Arabia. METHODS A cross-sectional retrospective analysis of electronic medical records from a large hospital in Saudi Arabia was carried out. Patients over the age of 65 who received ambulatory treatment were included in the study. The utilization of PIM was assessed based on Beers criteria. Descriptive statistics and logistic regression were employed to describe patterns of PIM utilization and identify factors associated with their use. All statistical analyses were performed using Version 9.4 of the Statistical Analysis Software (SAS® 9.4). RESULTS The study comprised 4062 older people (age 65) who visited ambulatory care clinics; the average age was (72.6 ± 6.2) years. The majority of the study sample was women (56.8%). Among older adults, 44.7% of older men and 58.3% of older women reported having PIMs that should be avoided, indicating a higher prevalence of PIMs among women compared to men. In terms of the PIM categories used, women had a much higher utilization rate of cardiovascular and gastrointestinal drugs than men. In men, the use of PIMs was frequently associated with hypertension, ischemic heart disease, asthma, osteoarthritis, and cancer, while in women PIM use was associated with age, dyslipidemia, chronic kidney disease, and osteoporosis. CONCLUSIONS This study revealed sex differences in PIM prescribing among older adults; PIM use is more common among women. Sex differences exist in clinical and socioeconomic characteristics and factors related to using potentially inappropriate medications. This study revealed essential areas that could be targeted by further interventions to improve drug-prescribing practices among older adults at risk of PIM.
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Affiliation(s)
- Monira Alwhaibi
- Department of Clinical Pharmacy, College of Pharmacy, King Saud University, Riyadh 11149, Saudi Arabia
- Medication Safety Research Chair, College of Pharmacy, King Saud University, Riyadh 11149, Saudi Arabia
| | - Bander Balkhi
- Department of Clinical Pharmacy, College of Pharmacy, King Saud University, Riyadh 11149, Saudi Arabia
- Pharmacoeconomics Research Unit, College of Pharmacy, King Saud University, Riyadh 11451, Saudi Arabia
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Ladjouzi N, Romdhani A, Zouloumis G, Ould Ouali C, Jhouri A, Schlatter J. Reassessment of Treatments in a Long-Term Care Unit. Gerontol Geriatr Med 2023; 9:23337214231156030. [PMID: 36819230 PMCID: PMC9932759 DOI: 10.1177/23337214231156030] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/06/2022] [Revised: 01/11/2023] [Accepted: 01/21/2023] [Indexed: 02/16/2023] Open
Abstract
The risks of iatrogenic medication related adverse events are high among older patients. Assessing prescriptions is critical to prevent overusing, underusing, or misusing medications. The aim of this study is to evaluate the prescription reassessment in older patients hospitalized in long-term care unit. Among the 30 patients (M age = 83 years, woman 66%), polymedication was present, patients taking 5 to 18 drugs (mean 11 drugs). The length of stay varied from 92 days to 4.5 years (mean 564 ± 430 days). The prescription reassessment of the patients hospitalized in our long-term care unit varied from 1 to 125 days with a mean of 16 days. Plan the prescription reassessment could reduce the iatrogenic medication in weakened patients.
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Affiliation(s)
- Nadia Ladjouzi
- Hôpital Paul Doumer, Assistance
Publique des Hôpitaux de Paris, Labruyère, France
| | - Ahmed Romdhani
- Hôpital Paul Doumer, Assistance
Publique des Hôpitaux de Paris, Labruyère, France
| | - Georges Zouloumis
- Hôpital Paul Doumer, Assistance
Publique des Hôpitaux de Paris, Labruyère, France
| | - Cid Ould Ouali
- Hôpital Paul Doumer, Assistance
Publique des Hôpitaux de Paris, Labruyère, France
| | - Aziza Jhouri
- Hôpital Paul Doumer, Assistance
Publique des Hôpitaux de Paris, Labruyère, France
| | - Joël Schlatter
- Hôpital Paul Doumer, Assistance
Publique des Hôpitaux de Paris, Labruyère, France,Joël Schlatter, Hôpital Paul Doumer,
Assistance Publique des Hôpitaux de Paris, 1 route de l’hôpital, Labruyère
60140, France.
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Hamidah KF, Rahmadi M, Meutia F, Kriswidyatomo P, Rahman FS, Izzah Z, Zulkarnain BS, Aminde LN, Alderman CP, Yulistiani, Suprapti B. Prevalence and factors associated with potentially inappropriate medication and medication complexity for older adults in the emergency department of a secondary teaching hospital in Indonesia. Pharm Pract (Granada) 2022; 20:2735. [PMID: 36793915 PMCID: PMC9891774 DOI: 10.18549/pharmpract.2022.4.2735] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/01/2022] [Accepted: 09/19/2022] [Indexed: 12/13/2022] Open
Abstract
Background Older adults experience progressive decline in various organs and changes in pharmacokinetics and pharmacodynamics of the drugs in the body which lead to an increased risk of medication-related problems. Potentially inappropriate medications (PIMs) and medication complexity are key factors contributing to adverse drug events in the emergency department (ED). Objective To estimate the prevalence and investigate the risk factors of PIMs and medication complexity among older adults admitted to the ED. Methods A retrospective observational study was conducted among patients aged > 60 years admitted to the ED of Universitas Airlangga Teaching Hospital in January - June 2020. PIMs and medication complexity were measured using the 2019 American Geriatrics Society Beers Criteria® and Medication Regimen Complexity Index (MRCI), respectively. Results A total of 1005 patients were included and 55.0% (95% confidence interval [CI]: 52 - 58%) of them received at least one PIM. Whereas, the pharmacological therapy prescribed to older adults had a high complexity index (mean MRCI 17.23 + 11.15). Multivariate analysis showed that those with polypharmacy (OR= 6.954; 95% CI: 4.617 - 10.476), diseases of the circulatory system (OR= 2.126; 95% CI: 1.166 - 3.876), endocrine, nutritional, and metabolic diseases (OR= 1.924; 95% CI: 1.087 - 3.405), and diseases of the digestive system (OR= 1.858; 95% CI: 1.214 - 2.842) had an increased risk of receiving PIM prescriptions. Meanwhile, disease of the respiratory system (OR = 7.621; 95% CI: 2.833 - 15.150), endocrine, nutritional and metabolic diseases (OR = 6.601; 95% CI: 2.935 - 14.847), and polypharmacy (OR = 4.373; 95% CI: 3.540 - 5.401) were associated with higher medication complexity. Conclusion In our study, over one in every two older adults admitted to the ED had PIMs, and a high medication complexity was observed. Endocrine, nutritional and metabolic disease was the leading risk factors for receiving PIMs and high medication complexity.
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Affiliation(s)
- Khusnul Fitri Hamidah
- Department of Pharmacy, Universitas Airlangga Teaching Hospital, Surabaya, Indonesia.
| | - Mahardian Rahmadi
- Department of Pharmacy Practice, Faculty of Pharmacy, Universitas Airlangga, Surabaya, Indonesia.
| | - Farah Meutia
- Master of Clinical Pharmacy Program, Faculty of Pharmacy, Universitas Airlangga Surabaya, Indonesia.
| | - Prihatma Kriswidyatomo
- Department of Anesthesiology and Reanimation, Faculty of Medicine, Universitas Airlangga, Emergency Department, Universitas Airlangga Teaching Hospital, Surabaya, Indonesia.
| | - Firman Suryadi Rahman
- Doctoral Program of Public Health, Faculty of Public Health, Universitas Airlangga, Surabaya, Indonesia.
| | - Zamrotul Izzah
- Department of Pharmacy, Universitas Airlangga Teaching Hospital, Department of Pharmacy Practice, Faculty of Pharmacy, Universitas Airlangga, Surabaya, Indonesia. Groningen Research Institute of Pharmacy, University of Groningen, Groningen, The Netherlands.
| | | | - Leopold N Aminde
- School of Medicine, Griffith University, Gold Coast, QLD, Australia.
| | - Christopher Paul Alderman
- Department of Pharmacy Practice, Faculty of Pharmacy, Universitas Airlangga, Surabaya, Indonesia. School of Pharmacy and Medical Sciences, University of South Australia, Adelaide, SA, Australia.
| | - Yulistiani
- Department of Pharmacy, Universitas Airlangga Teaching Hospital, Department of Pharmacy Practice, Faculty of Pharmacy, Universitas Airlangga, Surabaya, Indonesia.
| | - Budi Suprapti
- Department of Pharmacy, Universitas Airlangga Teaching Hospital, Department of Pharmacy Practice, Faculty of Pharmacy, Universitas Airlangga, Surabaya, Indonesia.
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Ahmed A, Saqlain M, Bashir N, Dujaili J, Hashmi F, Mazhar F, Khan A, Jabeen M, Blebil A, Awaisu A. Health-related quality of life and its predictors among adults living with HIV/AIDS and receiving antiretroviral therapy in Pakistan. Qual Life Res 2021; 30:1653-1664. [PMID: 33582967 PMCID: PMC8178128 DOI: 10.1007/s11136-021-02771-y] [Citation(s) in RCA: 33] [Impact Index Per Article: 8.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 01/15/2021] [Indexed: 01/30/2023]
Abstract
BACKGROUND Health-related quality of life (HRQoL) is considered to be the fourth 90 of UNAIDS 90-90-90 target to monitor the effects of combination antiretroviral therapy (ART). ART has significantly increased the life expectancy of people living with HIV/AIDS (PLWHA). However, the impact of chronic infection on HRQoL remains unclear, while factors influencing the HRQoL may vary from one country to another. The current study aimed to assess HRQoL and its associated factors among PLWHA receiving ART in Pakistan. METHODS A cross-sectional descriptive study was conducted among PLWHA attending an ART centre of a tertiary care hospital in Islamabad, Pakistan. HRQoL was assessed using a validated Urdu version of EuroQol 5 dimensions 3 level (EQ-5D-3L) and its Visual Analogue Scale (EQ-VAS). RESULTS Of the 602 patients included in the analyses, 59.5% (n = 358) reported no impairment in self-care, while 63.1% (n = 380) were extremely anxious/depressed. The overall mean EQ-5D utility score and visual analogue scale (EQ-VAS) score were 0.388 (SD: 0.41) and 66.20 (SD: 17.22), respectively. Multivariate linear regression analysis revealed that the factors significantly associated with HRQoL were: female gender; age > 50 years; having primary and secondary education; > 1 year since HIV diagnosis; HIV serostatus AIDS-converted; higher CD 4 T lymphocytes count; detectable viral load; and increased time to ART. CONCLUSIONS The current findings have shown that PLWHA in Pakistan adherent to ART had a good overall HRQoL, though with significantly higher depression. Some of the factors identified are amenable to institution-based interventions while mitigating depression to enhance the HRQoL of PLWHA in Pakistan. The HRQoL determined in this study could be useful for future economic evaluation studies for ART and in designing future interventions.
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Affiliation(s)
- Ali Ahmed
- School of Pharmacy, Monash University, Jalan Lagoon Selatan, Bandar Sunway, 47500 Subang Jaya, Selangor Malaysia
| | - Muhammad Saqlain
- Department of Pharmacy, Quaid I Azam University Islamabad, Islamabad, Pakistan
| | - Naila Bashir
- HIV Treatment Center, Pims, National AIDs Control Programme, Islamabad, Pakistan
| | - Juman Dujaili
- School of Pharmacy, Monash University, Jalan Lagoon Selatan, Bandar Sunway, 47500 Subang Jaya, Selangor Malaysia
| | - Furqan Hashmi
- University College of Pharmacy, University of the Punjab, Allama Iqbal Campus, Lahore, 54000 Pakistan
| | - Faizan Mazhar
- Unit of Clinical Pharmacology, Department of Biomedical and Clinical Sciences L. Sacco, “Luigi Sacco” University Hospital, Università Di Milano, 20157 Milan, Italy
| | - Amjad Khan
- Department of Pharmacy, Quaid-I-Azam university, Islamabad, Pakistan
| | | | - Ali Blebil
- School of Pharmacy, Monash University, Jalan Lagoon Selatan, Bandar Sunway, 47500 Subang Jaya, Selangor Malaysia
| | - Ahmed Awaisu
- Department of Clinical Pharmacy & Practice, College of Pharmacy, QU Health, Qatar University, P.O. Box 2713, Doha, Qatar
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Anfinogenova ND, Trubacheva IA, Popov SV, Efimova EV, Ussov WY. Trends and concerns of potentially inappropriate medication use in patients with cardiovascular diseases. Expert Opin Drug Saf 2021; 20:1191-1206. [PMID: 33970732 DOI: 10.1080/14740338.2021.1928632] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/21/2022]
Abstract
Introduction: The use of potentially inappropriate medications (PIM) is an alarming social risk factor in cardiovascular patients. PIM administration may result in iatrogenic disorders and adverse consequences may be attenuated by limiting PIM intake.Areas covered: The goal of this review article is to discuss the trends, risks, and concerns regarding PIM administration with focus on cardiovascular patients. To find data, we searched literature using electronic databases (Pubmed/Medline 1966-2021 and Web of Science 1975-2021). The data search terms were cardiovascular diseases, potentially inappropriate medication, potentially harmful drug-drug combination, potentially harmful drug-disease combination, drug interaction, deprescribing, and electronic health record.Expert opinion: Drugs for heart diseases are the most commonly prescribed medications in older individuals. Despite the availability of explicit and implicit PIM criteria, the incidence of PIM use in cardiovascular patients remains high ranging from 7 to 85% in different patient categories. Physician-induced disorders often occur when PIM is administered and adverse effects may be reduced by limiting PIM intake. Main strategies promising for addressing PIM use include deprescribing, implementation of systematic electronic records, pharmacist medication review, and collaboration among cardiologists, internists, geriatricians, clinical pharmacologists, pharmacists, and other healthcare professionals as basis of multidisciplinary assessment teams.
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Affiliation(s)
- Nina D Anfinogenova
- Cardiology Research Institute, Tomsk National Research Medical Center, Russian Academy of Sciences, Russian Federation
| | - Irina A Trubacheva
- Cardiology Research Institute, Tomsk National Research Medical Center, Russian Academy of Sciences, Russian Federation
| | - Sergey V Popov
- Cardiology Research Institute, Tomsk National Research Medical Center, Russian Academy of Sciences, Russian Federation
| | - Elena V Efimova
- Cardiology Research Institute, Tomsk National Research Medical Center, Russian Academy of Sciences, Russian Federation
| | - Wladimir Y Ussov
- Cardiology Research Institute, Tomsk National Research Medical Center, Russian Academy of Sciences, Russian Federation
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A prognostic model predicted deterioration in health-related quality of life in older patients with multimorbidity and polypharmacy. J Clin Epidemiol 2020; 130:1-12. [PMID: 33065164 DOI: 10.1016/j.jclinepi.2020.10.006] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/16/2020] [Revised: 08/12/2020] [Accepted: 10/07/2020] [Indexed: 01/07/2023]
Abstract
OBJECTIVES To develop and validate a prognostic model to predict deterioration in health-related quality of life (dHRQoL) in older general practice patients with at least one chronic condition and one chronic prescription. STUDY DESIGN AND SETTING We used individual participant data from five cluster-randomized trials conducted in the Netherlands and Germany to predict dHRQoL, defined as a decrease in EQ-5D-3 L index score of ≥5% after 6-month follow-up in logistic regression models with stratified intercepts to account for between-study heterogeneity. The model was validated internally and by using internal-external cross-validation (IECV). RESULTS In 3,582 patients with complete data, of whom 1,046 (29.2%) showed deterioration in HRQoL, and 12/87 variables were selected that were related to single (chronic) conditions, inappropriate medication, medication underuse, functional status, well-being, and HRQoL. Bootstrap internal validation showed a C-statistic of 0.71 (0.69 to 0.72) and a calibration slope of 0.88 (0.78 to 0.98). In the IECV loop, the model provided a pooled C-statistic of 0.68 (0.65 to 0.70) and calibration-in-the-large of 0 (-0.13 to 0.13). HRQoL/functionality had the strongest prognostic value. CONCLUSION The model performed well in terms of discrimination, calibration, and generalizability and might help clinicians identify older patients at high risk of dHRQoL. REGISTRATION PROSPERO ID: CRD42018088129.
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