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Al-Sahab B, Leviton A, Loddenkemper T, Paneth N, Zhang B. Biases in Electronic Health Records Data for Generating Real-World Evidence: An Overview. JOURNAL OF HEALTHCARE INFORMATICS RESEARCH 2024; 8:121-139. [PMID: 38273982 PMCID: PMC10805748 DOI: 10.1007/s41666-023-00153-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/30/2023] [Revised: 09/05/2023] [Accepted: 11/07/2023] [Indexed: 01/27/2024]
Abstract
Electronic Health Records (EHR) are increasingly being perceived as a unique source of data for clinical research as they provide unprecedentedly large volumes of real-time data from real-world settings. In this review of the secondary uses of EHR, we identify the anticipated breadth of opportunities, pointing out the data deficiencies and potential biases that are likely to limit the search for true causal relationships. This paper provides a comprehensive overview of the types of biases that arise along the pathways that generate real-world evidence and the sources of these biases. We distinguish between two levels in the production of EHR data where biases are likely to arise: (i) at the healthcare system level, where the principal source of bias resides in access to, and provision of, medical care, and in the acquisition and documentation of medical and administrative data; and (ii) at the research level, where biases arise from the processes of extracting, analyzing, and interpreting these data. Due to the plethora of biases, mainly in the form of selection and information bias, we conclude with advising extreme caution about making causal inferences based on secondary uses of EHRs.
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Affiliation(s)
- Ban Al-Sahab
- Department of Family Medicine, College of Human Medicine, Michigan State University, B100 Clinical Center, 788 Service Road, East Lansing, MI USA
| | - Alan Leviton
- Department of Neurology, Harvard Medical School, Boston, MA USA
- Department of Neurology, Boston Children’s Hospital, Boston, MA USA
| | - Tobias Loddenkemper
- Department of Neurology, Harvard Medical School, Boston, MA USA
- Department of Neurology, Boston Children’s Hospital, Boston, MA USA
| | - Nigel Paneth
- Department of Epidemiology and Biostatistics, College of Human Medicine, Michigan State University, East Lansing, MI USA
- Department of Pediatrics and Human Development, College of Human Medicine, Michigan State University, East Lansing, MI USA
| | - Bo Zhang
- Department of Neurology, Boston Children’s Hospital, Boston, MA USA
- Biostatistics and Research Design, Institutional Centers of Clinical and Translational Research, Boston Children’s Hospital, Boston, MA USA
- Harvard Medical School, Boston, MA USA
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Romanowska J, Bjornevik K, Cortese M, Tuominen JA, Solheim M, Abolpour Mofrad A, Igland J, Scherzer CR, Riise T. Association Between Use of Any of the Drugs Prescribed in Norway and the Subsequent Risk of Parkinson Disease: A Drug-wide Association Study. Neurology 2023; 101:e2068-e2077. [PMID: 37816645 PMCID: PMC10663041 DOI: 10.1212/wnl.0000000000207899] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/16/2023] [Accepted: 08/17/2023] [Indexed: 10/12/2023] Open
Abstract
BACKGROUND AND OBJECTIVES The incidence rate of Parkinson disease (PD) has been increasing rapidly during the past years. Yet, no treatments exist to prevent or slow the progression of the disease. Moreover, we are unable to detect early disease stages during which intervention with disease-modifying therapies is most likely to succeed. The objective of this study was to perform an agnostic drug-wide association study estimating the association between the use of any of the drugs prescribed in Norway and the subsequent risk of PD. METHODS This registry-based cohort study use data from the entire Norwegian population between 2004 and 2019 linked to the Norwegian Prescription Registry, with more than 600 million individual prescriptions. Drug classes were screened according to Anatomical Therapeutic Chemical codes at level 2, corresponding to therapeutic subgroups. We used Cox regression models to estimate hazard ratios (HRs) and 95% CIs for the associations between drug classes and PD risk. All p values were corrected for multiple testing using the false discovery rate. In addition, we conducted sensitivity analyses of exposure definition as well as time-lag and dose-response analyses. RESULTS The study population comprised 3,223,672 individuals, 15,849 of whom developed PD during the follow-up. We identified 31 drug classes that were statistically significantly associated with PD risk in Norway during the follow-up. Drugs acting on the renin-angiotensin system (HR 0.92, 95% CI 0.89-0.95), corticosteroids for systemic use (0.88, 95% CI 0.84-0.93), and vaccines (0.89, 95% CI 0.82-0.96) were associated with a decreased risk of PD even up to 10 years before PD onset. Drug classes used to treat symptoms related to prodromal signs of PD, such as constipation, urological issues, and depression, were associated with an increased risk of subsequent diagnosis of PD with HRs of 1.6 (95% CI 1.49-1.73), 1.48 (1.42-1.53), and 1.94 (1.87-2.01), respectively. DISCUSSION This drug-wide study identified 31 drug classes that were associated with the PD risk change. It reveals the links of renin-angiotensin system medications, vaccines, and corticosteroids with PD risk and suggests that monitoring drug usage using pharmacoepidemiology may allow identifying individuals with prodromal PD.
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Affiliation(s)
- Julia Romanowska
- From the Department of Global Public Health and Primary Care (J.R., K.B., M.C., J.A.T., M.S., A.A.M., J.I., T.R.), University of Bergen, Norway; Department of Nutrition (K.B., M.C.), and Department of Epidemiology (K.B.), Harvard T.H. Chan School of Public Health; and Precision Neurology Program (C.R.S., T.R.), and APDA Center for Advanced Parkinson Research (C.R.S.), Harvard Medical School, Brigham and Women's Hospital, Boston, MA.
| | - Kjetil Bjornevik
- From the Department of Global Public Health and Primary Care (J.R., K.B., M.C., J.A.T., M.S., A.A.M., J.I., T.R.), University of Bergen, Norway; Department of Nutrition (K.B., M.C.), and Department of Epidemiology (K.B.), Harvard T.H. Chan School of Public Health; and Precision Neurology Program (C.R.S., T.R.), and APDA Center for Advanced Parkinson Research (C.R.S.), Harvard Medical School, Brigham and Women's Hospital, Boston, MA
| | - Marianna Cortese
- From the Department of Global Public Health and Primary Care (J.R., K.B., M.C., J.A.T., M.S., A.A.M., J.I., T.R.), University of Bergen, Norway; Department of Nutrition (K.B., M.C.), and Department of Epidemiology (K.B.), Harvard T.H. Chan School of Public Health; and Precision Neurology Program (C.R.S., T.R.), and APDA Center for Advanced Parkinson Research (C.R.S.), Harvard Medical School, Brigham and Women's Hospital, Boston, MA
| | - Julia A Tuominen
- From the Department of Global Public Health and Primary Care (J.R., K.B., M.C., J.A.T., M.S., A.A.M., J.I., T.R.), University of Bergen, Norway; Department of Nutrition (K.B., M.C.), and Department of Epidemiology (K.B.), Harvard T.H. Chan School of Public Health; and Precision Neurology Program (C.R.S., T.R.), and APDA Center for Advanced Parkinson Research (C.R.S.), Harvard Medical School, Brigham and Women's Hospital, Boston, MA
| | - Magne Solheim
- From the Department of Global Public Health and Primary Care (J.R., K.B., M.C., J.A.T., M.S., A.A.M., J.I., T.R.), University of Bergen, Norway; Department of Nutrition (K.B., M.C.), and Department of Epidemiology (K.B.), Harvard T.H. Chan School of Public Health; and Precision Neurology Program (C.R.S., T.R.), and APDA Center for Advanced Parkinson Research (C.R.S.), Harvard Medical School, Brigham and Women's Hospital, Boston, MA
| | - Asieh Abolpour Mofrad
- From the Department of Global Public Health and Primary Care (J.R., K.B., M.C., J.A.T., M.S., A.A.M., J.I., T.R.), University of Bergen, Norway; Department of Nutrition (K.B., M.C.), and Department of Epidemiology (K.B.), Harvard T.H. Chan School of Public Health; and Precision Neurology Program (C.R.S., T.R.), and APDA Center for Advanced Parkinson Research (C.R.S.), Harvard Medical School, Brigham and Women's Hospital, Boston, MA
| | - Jannicke Igland
- From the Department of Global Public Health and Primary Care (J.R., K.B., M.C., J.A.T., M.S., A.A.M., J.I., T.R.), University of Bergen, Norway; Department of Nutrition (K.B., M.C.), and Department of Epidemiology (K.B.), Harvard T.H. Chan School of Public Health; and Precision Neurology Program (C.R.S., T.R.), and APDA Center for Advanced Parkinson Research (C.R.S.), Harvard Medical School, Brigham and Women's Hospital, Boston, MA
| | - Clemens R Scherzer
- From the Department of Global Public Health and Primary Care (J.R., K.B., M.C., J.A.T., M.S., A.A.M., J.I., T.R.), University of Bergen, Norway; Department of Nutrition (K.B., M.C.), and Department of Epidemiology (K.B.), Harvard T.H. Chan School of Public Health; and Precision Neurology Program (C.R.S., T.R.), and APDA Center for Advanced Parkinson Research (C.R.S.), Harvard Medical School, Brigham and Women's Hospital, Boston, MA
| | - Trond Riise
- From the Department of Global Public Health and Primary Care (J.R., K.B., M.C., J.A.T., M.S., A.A.M., J.I., T.R.), University of Bergen, Norway; Department of Nutrition (K.B., M.C.), and Department of Epidemiology (K.B.), Harvard T.H. Chan School of Public Health; and Precision Neurology Program (C.R.S., T.R.), and APDA Center for Advanced Parkinson Research (C.R.S.), Harvard Medical School, Brigham and Women's Hospital, Boston, MA
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Ren Z, Xu Y, Sun J, Han Y, An L, Liu J. Chronic diseases and multimorbidity patterns, their recent onset, and risk of new-onset Parkinson's disease and related functional degeneration in older adults: a prospective cohort study. EClinicalMedicine 2023; 65:102265. [PMID: 37855021 PMCID: PMC10579290 DOI: 10.1016/j.eclinm.2023.102265] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/10/2023] [Revised: 09/18/2023] [Accepted: 09/25/2023] [Indexed: 10/20/2023] Open
Abstract
Background Certain chronic diseases contribute to increased risks of Parkinson's disease (PD), but the association between time-varying multimorbidity patterns and new-onset PD remains underexplored. Methods Data were from the Survey of Health, Ageing and Retirement in Europe (SHARE) waves 5-8 conducted between January 2013 and March 2020. Eleven chronic diseases were included, with ≥2 denoting multimorbidity. Three multimorbidity patterns were further defined: somatic multimorbidity (SMM), neuropsychiatric multimorbidity (NPM), and cardiometabolic multimorbidity (CMM). PD-related function degeneration included functional limitations, mobility limitations, depressive symptoms, and cognitive decline. Time-dependent analyses, competing-risk analyses, and mixed-effect models were utilised. Findings In this prospective cohort study, 557 developed new-onset PD during follow-ups among 64,273 participants included at baseline, as defined by participants' self-reported physician diagnoses. Participants with (vs. without) multimorbidity, SMM, NPM, and CMM were at 1.40-2.70 times higher PD risk after considering the competing role of all-cause death, which remained significant in all sensitivity analyses and were more pronounced in lower-income participants (P for interaction <0.05). Similarly, they tended to develop functional degeneration faster than those without these multimorbidity patterns (P < 0.05). Participants with recent-onset (newly diagnosed in 2015) multimorbidity patterns were at 1.45-3.72 times higher risk of PD than those never diagnosed. Interestingly, they were at comparable or even higher (though P values for >0.05) PD risk compared to participants with multimorbidity patterns diagnosed in 2013 or before. Furthermore, recent-onset (vs. prior diagnosed) NPM exhibited faster functional deterioration and cognitive decline (P for difference <0.05). Interpretation Our findings suggest that promoting early prevention of multimorbidity, especially recent-onset multimorbidity and NPM, could prevent some subsequent cases of PD and related functional degeneration among older adults. However, further studies are needed to confirm this association. Funding The National Key Research and Development Program, Ministry of Science and Technology, China; Zhongnanshan Medical Foundation of Guangdong Province; Major Project of the National Social Science Fund of China; Fundamental Research Funds for the Central Universities.
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Affiliation(s)
- Ziyang Ren
- Institute of Reproductive and Child Health/National Health Commission Key Laboratory of Reproductive Health, Peking University, Beijing, China
- Department of Epidemiology and Biostatistics, School of Public Health, Peking University, Beijing, China
| | - Yunhan Xu
- Department of Maternal and Child Health, School of Public Health, Peking University, Beijing, China
| | - Jinfang Sun
- Office of Epidemiology, Chinese Centre for Disease Control and Prevention, Beijing, China
| | - Yanqing Han
- Department of Neurology, Cardiovascular Affiliated Hospital of Shanxi Medical University, Taiyuan, China
| | - Lin An
- Department of Maternal and Child Health, School of Public Health, Peking University, Beijing, China
| | - Jufen Liu
- Institute of Reproductive and Child Health/National Health Commission Key Laboratory of Reproductive Health, Peking University, Beijing, China
- Department of Epidemiology and Biostatistics, School of Public Health, Peking University, Beijing, China
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Zhang X, Lee W, Bian JS. Recent Advances in the Study of Na +/K +-ATPase in Neurodegenerative Diseases. Cells 2022; 11:cells11244075. [PMID: 36552839 PMCID: PMC9777075 DOI: 10.3390/cells11244075] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/26/2022] [Revised: 12/11/2022] [Accepted: 12/13/2022] [Indexed: 12/23/2022] Open
Abstract
Na+/K+-ATPase (NKA), a large transmembrane protein, is expressed in the plasma membrane of most eukaryotic cells. It maintains resting membrane potential, cell volume and secondary transcellular transport of other ions and neurotransmitters. NKA consumes about half of the ATP molecules in the brain, which makes NKA highly sensitive to energy deficiency. Neurodegenerative diseases (NDDs) are a group of diseases characterized by chronic, progressive and irreversible neuronal loss in specific brain areas. The pathogenesis of NDDs is sophisticated, involving protein misfolding and aggregation, mitochondrial dysfunction and oxidative stress. The protective effect of NKA against NDDs has been emerging gradually in the past few decades. Hence, understanding the role of NKA in NDDs is critical for elucidating the underlying pathophysiology of NDDs and identifying new therapeutic targets. The present review focuses on the recent progress involving different aspects of NKA in cellular homeostasis to present in-depth understanding of this unique protein. Moreover, the essential roles of NKA in NDDs are discussed to provide a platform and bright future for the improvement of clinical research in NDDs.
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Affiliation(s)
- Xiaoyan Zhang
- Department of Pharmacology, School of Medicine, Southern University of Science and Technology, Shenzhen 518055, China
| | - Weithye Lee
- Department of Pharmacology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore 117600, Singapore
| | - Jin-Song Bian
- Department of Pharmacology, School of Medicine, Southern University of Science and Technology, Shenzhen 518055, China
- Correspondence:
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Marques L, Vale N. Salbutamol in the Management of Asthma: A Review. Int J Mol Sci 2022; 23:14207. [PMID: 36430683 PMCID: PMC9696300 DOI: 10.3390/ijms232214207] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/11/2022] [Revised: 11/09/2022] [Accepted: 11/14/2022] [Indexed: 11/19/2022] Open
Abstract
Asthma is a common inflammatory disease of the lungs. The prevalence of asthma is increasing worldwide, and the tendency indicates that the number of asthma sufferers will soar in the coming years for several reasons, in particular, the lifestyles we have adopted that expose us to risk factors. Salbutamol is the first selective short-acting β2-agonist (SABA) used as an alternative reliever in the treatment of asthma. Its therapeutic effect is based on its potent smooth muscle relaxant properties, which allow the inhibition of bronchial smooth muscle contraction and subsequent bronchodilation. Salbutamol can be administered orally, intravenously (IV), intramuscularly (IM), subcutaneously, or by inhalation. For this reason, the pharmacokinetic (PK) parameters-absorption, distribution, metabolism, and elimination-are highly diverse and, consequently, the efficacy and adverse effects also differ between each formulation. Here, we review the pharmacological profile of different salbutamol formulations, focusing on their efficacy and adverse effects for its original application, asthma.
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Affiliation(s)
- Lara Marques
- OncoPharma Research Group, Center for Health Technology and Services Research (CINTESIS), Rua Doutor Plácido da Costa, 4200-450 Porto, Portugal
- Faculty of Medicine, University of Coimbra, Azinhaga de Santa Comba, Celas, 3000-548 Coimbra, Portugal
| | - Nuno Vale
- OncoPharma Research Group, Center for Health Technology and Services Research (CINTESIS), Rua Doutor Plácido da Costa, 4200-450 Porto, Portugal
- CINTESIS@RISE, Faculty of Medicine, University of Porto, Alameda Professor Hernâni Monteiro, 4200-319 Porto, Portugal
- Department of Community Medicine, Health Information and Decision (MEDCIDS), Faculty of Medicine, University of Porto, Rua Doutor Plácido da Costa, 4200-450 Porto, Portugal
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Khan H, Garg A, Yasmeen, Agarwal NB, Yadav DK, Ashif Khan M, Hussain S. Zolpidem use and risk of suicide: A systematic review and meta-analysis. Psychiatry Res 2022; 316:114777. [PMID: 35985088 DOI: 10.1016/j.psychres.2022.114777] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/25/2022] [Revised: 07/29/2022] [Accepted: 08/07/2022] [Indexed: 11/30/2022]
Abstract
INTRODUCTION Zolpidem is one of the most commonly prescribed nonbenzodiazepine hypnotic drugs for insomnia. Published epidemiological studies linked zolpidem with the risk of suicide. However, to date, no meta-analysis investigated this association. Hence, we systematically reviewed and meta-analysed the current evidence from real-world studies reporting the risk of suicide with the use of zolpidem. METHODS Medline (Ovid), Embase (Ovid), and PsycINFO databases were searched from inception till June 2021 for real-world evidence studies reporting the risk of suicide with the use of zolpidem. The quality assessment of included studies was assessed using the New-Castle Ottawa Scale (NOS). Random-effect meta-analysis was performed using a generic inverse variance method. RESULTS This meta-analysis was based on four studies with 344,753 participants, of which 42,279 were zolpidem users. The methodological quality of all the included studies was of high quality. A significantly increased risk of suicide or suicide attempt was found in zolpidem users compared to non-users, with a pooled relative risk of 1.88 (95% CI: 1.54 - 2.30). Furthermore, an increased risk of suicidal death was observed in zolpidem users compared to non-users, with a pooled relative risk of 1.82 (95% CI: 1.43 - 2.30). Dose-response analysis also revealed a significantly increased risk of suicide in patients receiving ≥ 180cDDD (cumulative defined daily doses) of zolpidem (124 times), followed by 90-179cDDD (113 times) and <90cDDD (93 times) of zolpidem compared to non-users. CONCLUSION In conclusion, zolpidem use was associated with an increased risk of suicide or suicide attempt and suicidal death. Therefore, careful prescribing practices must be followed by considering the risk-benefit profile.
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Affiliation(s)
- Hiba Khan
- Centre for Translational & Clinical Research, School of Chemical and Life Sciences, Jamia Hamdard, New Delhi 110062, India
| | - Aakriti Garg
- Centre for Translational & Clinical Research, School of Chemical and Life Sciences, Jamia Hamdard, New Delhi 110062, India
| | - Yasmeen
- Department of Pharmaceutics, School of Pharmaceutical Education and Research, Jamia Hamdard, New Delhi 110062, India
| | - Nidhi B Agarwal
- Centre for Translational & Clinical Research, School of Chemical and Life Sciences, Jamia Hamdard, New Delhi 110062, India
| | | | - Mohd Ashif Khan
- Centre for Translational & Clinical Research, School of Chemical and Life Sciences, Jamia Hamdard, New Delhi 110062, India.
| | - Salman Hussain
- Czech National Centre for Evidence-Based Healthcare and Knowledge Translation (Cochrane Czech Republic, Czech EBHC: JBI Centre of Excellence, Masaryk University GRADE Centre), Institute of Biostatistics and Analyses, Faculty of Medicine, Masaryk University, Brno, Czech Republic
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