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Chae J, Cho HJ, Yoon SH, Kim DS. The association between continuous polypharmacy and hospitalization, emergency department visits, and death in older adults: a nationwide large cohort study. Front Pharmacol 2024; 15:1382990. [PMID: 39144630 PMCID: PMC11322047 DOI: 10.3389/fphar.2024.1382990] [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: 02/06/2024] [Accepted: 07/04/2024] [Indexed: 08/16/2024] Open
Abstract
Background This study aimed to investigate the association between continuous polypharmacy and hospitalization, emergency department (ED) visits, and death. Methods This retrospective study utilized 6,443,896 patients aged between 65 and 84 years of National Health Insurance claims data from 2016 to 2018. Polypharmacy and excessive polypharmacy were defined as the concurrent use of 5 or more and 10 or more medications, respectively, for durations of both 90 days or more and 180 days or more within a 1-year observation period. The primary outcome measures included all-cause hospitalization, ED visits, and mortality. Multiple logistic regression models were used adjusting for patients' general characteristics, comorbidities, and history of hospitalization or ED visits. Results Among 2,693,897 patients aged 65-84 years who had used medicines for 180 days or more (2,955,755 patients taking medicines for 90 days or more), the adverse outcomes were as follows: 20.5% (20.3%) experienced hospitalization, 10.9% (10.8%) visited the ED, and 1% (1%) died, respectively. In patients who exhibited polypharmacy for more than 180 days, the adjusted odds ratio of adverse outcomes was 1.32 (95% confidence interval [CI], 1.31-1.33) for hospitalization, 1.32 (95% CI, 1.31-1.33) for ED visits, 1.63 (95% CI, 1.59-1.67) for death, and that in excessive polypharmacy patients for more than 180 days was 1.85 for hospitalization, 1.92 for ED visits, and 2.57 for death, compared to non-polypharmacy patients. Conclusion Our results suggest that polypharmacy in older adults might lead to negative health consequences. Thus, interventions to optimize polypharmacy may need to be implemented.
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Affiliation(s)
- Jungmi Chae
- Department of Research, Health Insurance Review and Assessment Service, Wonju, Republic of Korea
| | - Ho Jin Cho
- Department of Research, Health Insurance Review and Assessment Service, Wonju, Republic of Korea
| | - Sang-Heon Yoon
- Department of Research, Health Insurance Review and Assessment Service, Wonju, Republic of Korea
| | - Dong-Sook Kim
- Department of Health Administration, Kongju National University, Gongju, Republic of Korea
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Machado TRL, de Pádua CAM, de Miranda Drummond PL, Silveira LP, Malta JS, Dos Santos RMM, Costa NL, Reis AMM. Factors associated with potentially inappropriate medications in elderly with multiple myeloma. J Oncol Pharm Pract 2024; 30:873-879. [PMID: 37525611 DOI: 10.1177/10781552231190009] [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] [Indexed: 08/02/2023]
Abstract
INTRODUCTION Elderly with cancer often have multimorbidity, which determines a higher risk of polypharmacy. This is related to negative clinical results such as adverse drug reaction and emergence service visits. Furthermore, polypharmacy increases the risk of using potentially inappropriate medications. OBJECTIVE To evaluate the use of potentially inappropriate medication in elderly with multiple myeloma and associated factors. METHODS The study was conducted with older adults with multiple myeloma treated at outpatient oncology and hematology services in a southeastern Brazilian capital. Potentially inappropriate medications were classified using the American Geriatric Society/Beers 2019 Criteria. Variables were described using frequency and proportions, performing multiple logistic regression to identify factors associated with the use of potentially inappropriate medications. RESULTS One hundred fifty-three older adults with multiple myeloma were included, with a median age of 70.9 years. The median number of medications was 8, and 63% of patients used polypharmacy. More than half (54%) of the patients used potentially inappropriate medications, and proton pump inhibitors (46%) and benzodiazepines (8%) were the most employed therapeutic classes. Older adults who used potentially inappropriate medications differed from those who did not use them in the following characteristics: income up to three minimum wages, higher schooling level, private service, multimorbidity, hypertension, cardiovascular disease, chronic kidney disease, depression, adverse event, and polypharmacy. Higher schooling levels and polypharmacy were independently associated with the use of potentially inappropriate medications in the multivariate analysis. CONCLUSION Potentially inappropriate medication use was high in patients with multiple myeloma studied. The use of polypharmacy and higher schooling levels were independently and positively associated with the use of potentially inappropriate medications.
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Affiliation(s)
- Taisa R L Machado
- Faculdade de Farmácia, Universidade Federal de Minas Gerais, Belo Horizonte, Minas Gerais, Brazil
| | - Cristiane A M de Pádua
- Faculdade de Farmácia, Universidade Federal de Minas Gerais, Belo Horizonte, Minas Gerais, Brazil
| | - Paula L de Miranda Drummond
- Faculdade de Farmácia, Universidade Federal de Minas Gerais, Belo Horizonte, Minas Gerais, Brazil
- Fundação Ezequiel Dias, Belo Horizonte, Minas Gerais, Brazil
| | - Lívia P Silveira
- Faculdade de Farmácia, Universidade Federal de Minas Gerais, Belo Horizonte, Minas Gerais, Brazil
- Hospital das Clínicas, Universidade Federal de Minas Gerais, Belo Horizonte, Brazil
| | - Jéssica S Malta
- Faculdade de Farmácia, Universidade Federal de Minas Gerais, Belo Horizonte, Minas Gerais, Brazil
| | | | - Naiane L Costa
- Faculdade de Farmácia, Universidade Federal de Minas Gerais, Belo Horizonte, Minas Gerais, Brazil
| | - Adriano M M Reis
- Faculdade de Farmácia, Universidade Federal de Minas Gerais, Belo Horizonte, Minas Gerais, Brazil
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Suh Y, Jeong J, Park SM, Heo KN, Lee MY, Ah YM, Kim JW, Kim KI, Lee JY. Development of a claims-based risk-scoring model to predict emergency department visits in older patients receiving anti-neoplastic therapy. Sci Rep 2024; 14:1485. [PMID: 38233529 PMCID: PMC10794170 DOI: 10.1038/s41598-024-51981-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/11/2023] [Accepted: 01/11/2024] [Indexed: 01/19/2024] Open
Abstract
This study developed and validated a risk-scoring model, with a particular emphasis on medication-related factors, to predict emergency department (ED) visits among older Korean adults (aged 65 and older) undergoing anti-neoplastic therapy. Utilizing national claims data, we constructed two cohorts: the development cohort (2016-2018) with 34,642 patients and validation cohort (2019) with 10,902 patients. The model included a comprehensive set of predictors: demographics, cancer type, comorbid conditions, ED visit history, and medication use variables. We employed the least absolute shrinkage and selection operator (LASSO) regression to refine and select the most relevant predictors. Out of 120 predictor variables, 12 were integral to the final model, including seven related to medication use. The model demonstrated acceptable predictive performance in the validation cohort with a C-statistic of 0.76 (95% CI 0.74-0.77), indicating reasonable calibration. This risk-scoring model, after further clinical validation, has the potential to assist healthcare providers in the effective management and care of older patients receiving anti-neoplastic therapy.
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Affiliation(s)
- Yewon Suh
- College of Pharmacy and Research Institute of Pharmaceutical Sciences, Seoul National University, 1 Gwanak-ro, Gwanak-gu, Seoul, 08826, Republic of Korea
- Department of Pharmacy, Seoul National University Bundang Hospital, Seongnam, Gyeonggi-do, Republic of Korea
| | - Jonghyun Jeong
- College of Pharmacy and Research Institute of Pharmaceutical Sciences, Seoul National University, 1 Gwanak-ro, Gwanak-gu, Seoul, 08826, Republic of Korea
| | - Soh Mee Park
- College of Pharmacy and Research Institute of Pharmaceutical Sciences, Seoul National University, 1 Gwanak-ro, Gwanak-gu, Seoul, 08826, Republic of Korea
- Department of Pharmacy, Seoul National University Bundang Hospital, Seongnam, Gyeonggi-do, Republic of Korea
| | - Kyu-Nam Heo
- College of Pharmacy and Research Institute of Pharmaceutical Sciences, Seoul National University, 1 Gwanak-ro, Gwanak-gu, Seoul, 08826, Republic of Korea
| | - Mee Yeon Lee
- College of Pharmacy and Research Institute of Pharmaceutical Sciences, Seoul National University, 1 Gwanak-ro, Gwanak-gu, Seoul, 08826, Republic of Korea
| | - Young-Mi Ah
- College of Pharmacy, Yeungnam University, Gyeongsan, Gyeongbuk, Republic of Korea
| | - Jin Won Kim
- Division of Hematology and Medical Oncology, Department of Internal Medicine, Seoul National University Bundang Hospital, Seongnam, Gyeonggi-do, Republic of Korea
- Department of Internal Medicine, Seoul National University College of Medicine, Seoul, Republic of Korea
| | - Kwang-Il Kim
- Department of Internal Medicine, Seoul National University College of Medicine, Seoul, Republic of Korea
- Division of Geriatrics, Department of Internal Medicine, Seoul National University Bundang Hospital, Seongnam, Gyeonggi-do, Republic of Korea
| | - Ju-Yeun Lee
- College of Pharmacy and Research Institute of Pharmaceutical Sciences, Seoul National University, 1 Gwanak-ro, Gwanak-gu, Seoul, 08826, Republic of Korea.
- Department of Pharmacy, Seoul National University Bundang Hospital, Seongnam, Gyeonggi-do, Republic of Korea.
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Wardill HR, Wooley LT, Bellas OM, Cao K, Cross CB, van Dyk M, Kichenadasse G, Bowen JM, Zannettino ACW, Shakib S, Crawford GB, Boublik J, Davis MM, Smid SD, Price TJ. Supporting gut health with medicinal cannabis in people with advanced cancer: potential benefits and challenges. Br J Cancer 2024; 130:19-30. [PMID: 37884682 PMCID: PMC10781684 DOI: 10.1038/s41416-023-02466-w] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/06/2023] [Revised: 10/08/2023] [Accepted: 10/12/2023] [Indexed: 10/28/2023] Open
Abstract
The side effects of cancer therapy continue to cause significant health and cost burden to the patient, their friends and family, and governments. A major barrier in the way in which these side effects are managed is the highly siloed mentality that results in a fragmented approach to symptom control. Increasingly, it is appreciated that many symptoms are manifestations of common underlying pathobiology, with changes in the gastrointestinal environment a key driver for many symptom sequelae. Breakdown of the mucosal barrier (mucositis) is a common and early side effect of many anti-cancer agents, known to contribute (in part) to a range of highly burdensome symptoms such as diarrhoea, nausea, vomiting, infection, malnutrition, fatigue, depression, and insomnia. Here, we outline a rationale for how, based on its already documented effects on the gastrointestinal microenvironment, medicinal cannabis could be used to control mucositis and prevent the constellation of symptoms with which it is associated. We will provide a brief update on the current state of evidence on medicinal cannabis in cancer care and outline the potential benefits (and challenges) of using medicinal cannabis during active cancer therapy.
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Affiliation(s)
- Hannah R Wardill
- The School of Biomedicine, Faculty of Health and Medical Sciences, The University of Adelaide, Adelaide, SA, Australia.
- Supportive Oncology Research Group, Precision Cancer Medicine Theme, South Australian Health and Medical Research Institute (SAHMRI), Adelaide, SA, Australia.
| | - Luke T Wooley
- The School of Biomedicine, Faculty of Health and Medical Sciences, The University of Adelaide, Adelaide, SA, Australia
| | - Olivia M Bellas
- The School of Biomedicine, Faculty of Health and Medical Sciences, The University of Adelaide, Adelaide, SA, Australia
- Supportive Oncology Research Group, Precision Cancer Medicine Theme, South Australian Health and Medical Research Institute (SAHMRI), Adelaide, SA, Australia
| | - Katrina Cao
- Supportive Oncology Research Group, Precision Cancer Medicine Theme, South Australian Health and Medical Research Institute (SAHMRI), Adelaide, SA, Australia
- School of Public Health, Faculty of Health and Medical Sciences, The University of Adelaide, Adelaide, SA, Australia
| | - Courtney B Cross
- The School of Biomedicine, Faculty of Health and Medical Sciences, The University of Adelaide, Adelaide, SA, Australia
- Supportive Oncology Research Group, Precision Cancer Medicine Theme, South Australian Health and Medical Research Institute (SAHMRI), Adelaide, SA, Australia
| | - Madele van Dyk
- Flinders Centre for Innovation in Cancer, Flinders Medical Centre/Flinders University, SA Health, Adelaide, SA, Australia
| | - Ganessan Kichenadasse
- Flinders Centre for Innovation in Cancer, Flinders Medical Centre/Flinders University, SA Health, Adelaide, SA, Australia
- Northern Adelaide Local Health Network South Australia, SA Health, Adelaide, SA, Australia
| | - Joanne M Bowen
- The School of Biomedicine, Faculty of Health and Medical Sciences, The University of Adelaide, Adelaide, SA, Australia
| | - Andrew C W Zannettino
- The School of Biomedicine, Faculty of Health and Medical Sciences, The University of Adelaide, Adelaide, SA, Australia
| | - Sepehr Shakib
- The School of Biomedicine, Faculty of Health and Medical Sciences, The University of Adelaide, Adelaide, SA, Australia
| | - Gregory B Crawford
- Northern Adelaide Local Health Network South Australia, SA Health, Adelaide, SA, Australia
- Adelaide Medical School, Faculty of Health and Medical Sciences, The University of Adelaide, Adelaide, SA, Australia
| | | | - Mellar M Davis
- The Geisinger Commonwealth School of Medicine, Scranton, PA, USA
| | - Scott D Smid
- The School of Biomedicine, Faculty of Health and Medical Sciences, The University of Adelaide, Adelaide, SA, Australia
| | - Timothy J Price
- Adelaide Medical School, Faculty of Health and Medical Sciences, The University of Adelaide, Adelaide, SA, Australia
- Queen Elizabeth Hospital, Adelaide, SA, Australia
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Galiti D, Linardou H, Agelaki S, Karampeazis A, Tsoukalas N, Psyrri A, Karamouzis M, Syrigos KN, Ardavanis A, Athanasiadis I, Arvanitou E, Sgourou S, Mala A, Vallilas C, Boukovinas I. Exploring the Use of a Digital Platform for Cancer Patients to Report Their Demographics, Disease and Therapy Characteristics, Age, and Educational Disparities: An Early-Stage Feasibility Study. Curr Oncol 2023; 30:7608-7619. [PMID: 37623032 PMCID: PMC10453047 DOI: 10.3390/curroncol30080551] [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: 04/01/2023] [Revised: 08/05/2023] [Accepted: 08/08/2023] [Indexed: 08/26/2023] Open
Abstract
INTRODUCTION The increasing burden of cancer, the development of novel therapies, and the COVID-19 pandemic have made cancer care more complex. Digital innovation was then pushed toward developing platforms to facilitate access to cancer care. Age, education, and other disparities were, however, shown to limit the use of the digital health innovation. The aim of this early-stage feasibility study was to assess whether Greek cancer patients would register at CureCancer and self-report their demographics, disease and therapy characteristics, and socioeconomic issues. The study was organized by the Hellenic Society of Medical Oncology. METHODS Patients from nine cancer centers were invited to register on the CureCancer platform and complete an anonymous questionnaire on demographics, disease and therapy characteristics, and socioeconomic issues. Patients were also encouraged to upload, in a secure area for them, their medical files and share them with their physicians. They were then asked to comment on their experience of registration and how easy it was to upload their medical files. RESULTS Of the 159 patients enrolled, 144 (90.56%) registered, and 114 of those (79.16%) completed the questionnaire, suggesting that the study is feasible. Users' median age was 54.5 years, and 86.8% of them were university and high school graduates. Most patients (79.8%) reported their specific type of cancer diagnosis, and all reported their therapy characteristics. Breast and lung cancers were the most common. A total of 87 patients (76.3%) reported being on active cancer therapy, 46 (40.4%) had metastatic disease, and 51 (44.7%) received supportive care medications. Eighty-one (71.05%) patients received prior cancer therapies, and twenty-seven recalled prior supportive care medications. All patients reported visiting non-oncology Health Care Professionals during the study. Nineteen of 72 (26.39%) patients who worked prior to cancer diagnosis changed work status; 49 (42.98) patients had children under 24 years; and 16 (14%) patients lived alone. Nine (7.9%) patients were members of patient associations. Registration was "much/very much" easy for 98 (86.0%) patients, while 67 (58.8%) had difficulties uploading their files. Patients commented on the well-organized data access, improved communication, feeling safe, medication adherence, interventions from a distance, and saving time and money. Over 80% of patients "preferred the digital way". DISCUSSION A total of 114 patients succeeded in registering on the digital platform and reporting their demographics, disease and therapy characteristics, and socioeconomic issues. Age and educational disparities were disclosed and highlighted the need for educational programs to help older people and people of lower education use digital innovation. Health care policy measures would support patients' financial burden associated with work changes, living alone, and children under 24 years old at school or college. Policy actions would motivate patients to increase their participation in patient associations. According to the evidence DEFINED framework, the number of patients, and the focus on enrollment, engagement, and user experience, the study fulfills actionability level criterion 1.
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Affiliation(s)
- Dimitra Galiti
- Clinic of Oral Diagnosis and Radiology, School of Dentistry, National and Kapodistrian University of Athens, 15772 Athens, Greece
| | | | - Sofia Agelaki
- Hellenic Society of Medical Oncology, 11475 Athens, Greece
| | | | | | - Amanda Psyrri
- Hellenic Society of Medical Oncology, 11475 Athens, Greece
| | | | | | | | | | | | | | - Anastasia Mala
- Hellenic Society of Medical Oncology, 11475 Athens, Greece
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Tian F, Zhao M, Chen Z, Yang R. Prescription of Potentially Inappropriate Medication Use in Older Cancer Outpatients With Multimorbidity: Concordance Among the Chinese, AGS/Beers, and STOPP Criteria. Front Pharmacol 2022; 13:857811. [PMID: 35496292 PMCID: PMC9039126 DOI: 10.3389/fphar.2022.857811] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/19/2022] [Accepted: 03/18/2022] [Indexed: 12/14/2022] Open
Abstract
Objectives: Age-related multimorbidity is a general problem in older patients, which increases the prevalence of potentially inappropriate medication (PIM) use. This study aimed to examine the prevalence and predictors of PIM use in older Chinese cancer outpatients with multimorbidity based on the 2017 Chinese criteria, 2019 AGS/Beers criteria, and 2014 STOPP criteria. Methods: A cross-sectional study was conducted using electronic medical data from nine tertiary hospitals in Chengdu from January 2018 to December 2018. The 2017 Chinese criteria, 2019 AGS/Beers criteria, and 2014 STOPP criteria were used to evaluate the PIM status of older cancer outpatients (age ≥65 years), the concordance among the three PIM criteria was calculated using kappa tests, and multivariate logistic regression was used to identify the risk factors associated with PIM use. Results: A total of 6,160 cancer outpatient prescriptions were included in the study. The prevalence of PIM use was 34.37, 32.65, and 15.96%, according to the 2017 Chinese criteria, 2019 AGS/Beers criteria, and 2014 STOPP criteria, respectively. Furthermore, 62.43% of PIMs met table 2, 0.27% of PIMs met table 3, 34.68% of PIMs met table 4, 2.62% of PIMs met table 5 of 2019 AGS/Beers criteria, respectively. According to the three criteria, 84.93%, 82.25%, and 94.61% of older cancer outpatients had one PIM. The most frequently used PIM in cancer outpatients was estazolam. The Chinese criteria and the STOPP criteria indicated poor concordance, whereas the 2019 AGS/Beers criteria showed moderate concordance with the other two criteria. Logistic regression demonstrated that age ≥ 80, more diseases, polypharmacy, irrational use of drugs, and lung cancer were positively associated with PIM use in older cancer outpatients. Conclusion: The prevalence of PIM use in Chinese older cancer outpatients with multimorbidity is high in China, and poor-to-moderate concordance among the three criteria was observed. Research on building PIM criteria for the older cancer population is necessary in the future.
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Affiliation(s)
- Fangyuan Tian
- Department of Pharmacy, West China Hospital, Sichuan University, Chengdu, China
- Department of Epidemiology and Health Statistics, West China School of Public Health and West China Fourth Hospital, Sichuan University, Chengdu, China
- *Correspondence: Fangyuan Tian, , orcid.org/0000-0002-5187-0386
| | - Mengnan Zhao
- Department of Pharmacy, West China Hospital, Sichuan University, Chengdu, China
| | - Zhaoyan Chen
- Department of Pharmacy, West China Hospital, Sichuan University, Chengdu, China
| | - Ruonan Yang
- Department of Epidemiology and Health Statistics, West China School of Public Health and West China Fourth Hospital, Sichuan University, Chengdu, China
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