1
|
Acton EK, Hennessy S, Gelfand MA, Leonard CE, Bilker WB, Shu D, Willis AW, Kasner SE. Thinking Three-Dimensionally: A Self- and Externally-Controlled Approach to Screening for Drug-Drug-Drug Interactions Among High-Risk Populations. Clin Pharmacol Ther 2024; 116:448-459. [PMID: 38860403 PMCID: PMC11262479 DOI: 10.1002/cpt.3310] [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: 02/05/2024] [Accepted: 05/06/2024] [Indexed: 06/12/2024]
Abstract
The global rise in polypharmacy has increased both the necessity and complexity of drug-drug interaction (DDI) assessments, given the growing potential for interactions involving more than two drugs. Leveraging large-scale healthcare claims data, we piloted a semi-automated, high-throughput case-crossover-based approach for drug-drug-drug interaction (3DI) screening. Cases were direct-acting oral anticoagulant (DOAC) users with either a major bleeding event during ongoing dispensings for potentially interacting, enzyme-inhibiting antihypertensive drugs (AHDs) (Study 1), or a thromboembolic event during ongoing dispensings for potentially interacting, enzyme-inducing antiseizure medications (ASMs) (Study 2). 3DI detection was based on screening for additional drug exposures that served as acute outcome triggers. To mitigate direct effects and confounding by concomitant drugs, self-controlled estimates were adjusted using negative cases (external "control" DOAC users with the same outcomes but co-dispensings for non-interacting AHDs or ASMs). Signal thresholds were set based on P-values and false discovery rate q-values to address multiple comparisons. Study 1: 285 drugs were examined among 3,306 episodes. Self-controlled assessments with q-value thresholds yielded 9 3DI signals (cases) and 40 DDI signals (negative cases). External adjustment generated 10 3DI signals from the P-value threshold and no signals from the q-value threshold. Study 2: 126 drugs were examined among 604 episodes. Assessments with P-value thresholds yielded 3 3DI and 26 DDI signals following self-control, as well as 4 3DI signals following adjustment. No 3DI signals met the q-value threshold. The presented self- and externally-controlled approach aimed to advance paradigms for real-world higher order drug interaction screening among high-susceptibility populations with pre-existent DDI risk.
Collapse
Affiliation(s)
- Emily K. Acton
- Center for Real-World Effectiveness and Safety of Therapeutics, Department of Biostatistics, Epidemiology, and Informatics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, US
- Translational Center of Excellence for Neuroepidemiology and Neurology Outcomes Research, Department of Neurology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, US
| | - Sean Hennessy
- Center for Real-World Effectiveness and Safety of Therapeutics, Department of Biostatistics, Epidemiology, and Informatics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, US
- Leonard Davis Institute of Health Economics, University of Pennsylvania, Philadelphia, PA, US
- Department of Systems Pharmacology and Translational Therapeutics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, US
| | - Michael A. Gelfand
- Department of Neurology, University of Pennsylvania, Philadelphia, PA, US
| | - Charles E. Leonard
- Center for Real-World Effectiveness and Safety of Therapeutics, Department of Biostatistics, Epidemiology, and Informatics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, US
- Leonard Davis Institute of Health Economics, University of Pennsylvania, Philadelphia, PA, US
| | - Warren B. Bilker
- Center for Real-World Effectiveness and Safety of Therapeutics, Department of Biostatistics, Epidemiology, and Informatics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, US
- Department of Psychiatry, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, US
| | - Di Shu
- Center for Real-World Effectiveness and Safety of Therapeutics, Department of Biostatistics, Epidemiology, and Informatics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, US
| | - Allison W. Willis
- Center for Real-World Effectiveness and Safety of Therapeutics, Department of Biostatistics, Epidemiology, and Informatics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, US
- Translational Center of Excellence for Neuroepidemiology and Neurology Outcomes Research, Department of Neurology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, US
- Leonard Davis Institute of Health Economics, University of Pennsylvania, Philadelphia, PA, US
- Department of Neurology, University of Pennsylvania, Philadelphia, PA, US
| | - Scott E. Kasner
- Department of Neurology, University of Pennsylvania, Philadelphia, PA, US
| |
Collapse
|
2
|
Londzin P, Cegieła U, Trawczyński M, Czuba ZP, Folwarczna J. Unfavorable effects of memantine on the skeletal system in female rats. Biomed Pharmacother 2023; 164:114921. [PMID: 37229803 DOI: 10.1016/j.biopha.2023.114921] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/06/2023] [Revised: 05/15/2023] [Accepted: 05/19/2023] [Indexed: 05/27/2023] Open
Abstract
Memantine is an N-methyl-D-aspartate (NMDA) receptor antagonist used in the treatment of Alzheimer's disease (AD). NMDA receptors are expressed on bone cells. The aim of the present study was to investigate the effects of memantine on the rat musculoskeletal system. Taking into account that most of female AD patients are postmenopausal, the study was carried out on intact and ovariectomized (estrogen-deficient) rats. Mature Wistar rats were divided into following groups: non-ovariectomized (NOVX) control rats, NOVX rats treated with memantine, ovariectomized (OVX) control rats, and OVX rats treated with memantine. Memantine (2 mg/kg p.o.) was administered once daily for four weeks, starting one week after ovariectomy. The serum bone turnover marker and cytokine levels, bone density, mass, mineralization, mechanical properties, histomorphometric parameters of compact and cancellous bone, skeletal muscle mass and grip strength were determined. In NOVX rats, memantine slightly decreased the strength of compact bone of the femoral diaphysis (parameters in the yield point) and unfavorably affected histomorphometric parameters of cancellous bone (the femoral epiphysis and metaphysis). In OVX rats, in which estrogen deficiency induced osteoporotic changes, memantine increased the phosphorus content in the femoral bone mineral. No other effects on bone were observed in the memantine-treated OVX rats. In conclusion, the results of the present study indicated slight damaging skeletal effects of memantine in rats with normal estrogen levels.
Collapse
Affiliation(s)
- Piotr Londzin
- Department of Pharmacology, Faculty of Pharmaceutical Sciences in Sosnowiec, Medical University of Silesia, Katowice, Jagiellońska 4, 41-200 Sosnowiec, Poland.
| | - Urszula Cegieła
- Department of Pharmacology, Faculty of Pharmaceutical Sciences in Sosnowiec, Medical University of Silesia, Katowice, Jagiellońska 4, 41-200 Sosnowiec, Poland.
| | - Marcin Trawczyński
- Department of Pharmacology, Faculty of Pharmaceutical Sciences in Sosnowiec, Medical University of Silesia, Katowice, Jagiellońska 4, 41-200 Sosnowiec, Poland.
| | - Zenon P Czuba
- Department of Microbiology and Immunology, Faculty of Medical Sciences in Zabrze, Medical University of Silesia, Katowice, Jordana 19, 41-808 Zabrze, Poland.
| | - Joanna Folwarczna
- Department of Pharmacology, Faculty of Pharmaceutical Sciences in Sosnowiec, Medical University of Silesia, Katowice, Jagiellońska 4, 41-200 Sosnowiec, Poland.
| |
Collapse
|
3
|
Pisa F, Reinold J, Lavikainen P, Koponen M, Taipale H, Tanskanen A, Tiihonen J, Hartikainen S, Tolppanen AM. Hip Fracture Risk in Antiepileptic Drug Initiators and Non-Initiators with Alzheimer's Disease. Clin Epidemiol 2021; 13:295-307. [PMID: 33911901 PMCID: PMC8075175 DOI: 10.2147/clep.s278306] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/22/2020] [Accepted: 03/29/2021] [Indexed: 11/23/2022] Open
Abstract
Objective To determine the risk of hip fracture in persons with Alzheimer´s disease (AD) who initiated antiepileptic drugs (AEDs). Methods In the Medication use and AD (MEDALZ) cohort of 70,719 Finnish community dwellers with clinically verified incident AD diagnosis in 2005-2011, we identified all incident users of AEDs using national Prescription register. AEDs were classified as older (valproate, carbamazepine, clonazepam, phenytoin, levetiracetam, primidone) or newer (pregabalin, gabapentin, oxcarbazepine, lamotrigine, topiramate). We matched each user to 2 non-users. Incident hip fractures until 2015 were identified from the Care register for health care. We calculated inverse probability of treatment weighted hazard ratios (HR), with 95% confidence intervals, using Cox regression. Results Altogether 5522 incident users were identified and matched to 11,044 non-users (in both groups, women: 65%; median age: 81 years). Altogether 53.3% of users initiated with newer AEDs (pregabalin 79.8%, gabapentin 10.2%) while 46.7% initiated with older AEDs (valproate 67.6%, carbamazepine 13.0%). Age- and sex-adjusted IR of hip fracture per 100 person-years was 1.8 (95% CI 1.6-1.9) in non-users and 2.0 (95% CI 1.8-2.2) in users. Increased risk of hip fracture was observed in users (HR 1.17, 95% CI 1.05-1.30) compared with non-users. The risk was higher for short duration of use (<14 weeks, HR 3.64, 95% CI 2.90-4.58) than for medium duration (14 to <64 weeks, HR 1.74, 95% CI 1.48-2.05) or ≥64 weeks' use (HR 1.23, 95% CI 1.08-1.40), compared to non-users with same follow-up time. Older AEDs had HR of 1.46 (1.03-2.08) compared with newer AEDs. Conclusion Our results imply that AED use is associated with an increased risk of hip fracture in people with AD. These findings prompt careful consideration before prescribing AEDs to persons with AD. Persons with AD treated with antiepileptics should be carefully monitored due to their increased risk of falling and fractures.
Collapse
Affiliation(s)
- Federica Pisa
- School of Pharmacy, University of Eastern Finland, Kuopio, Finland.,Kuopio Research Centre of Geriatric Care, University of Eastern Finland, Kuopio, Finland.,Department of Clinical Epidemiology, Leibniz Institute for Prevention Research and Epidemiology - BIPS, Bremen, Germany
| | - Jonas Reinold
- School of Pharmacy, University of Eastern Finland, Kuopio, Finland.,Kuopio Research Centre of Geriatric Care, University of Eastern Finland, Kuopio, Finland.,Department of Clinical Epidemiology, Leibniz Institute for Prevention Research and Epidemiology - BIPS, Bremen, Germany
| | - Piia Lavikainen
- School of Pharmacy, University of Eastern Finland, Kuopio, Finland.,Kuopio Research Centre of Geriatric Care, University of Eastern Finland, Kuopio, Finland
| | - Marjaana Koponen
- School of Pharmacy, University of Eastern Finland, Kuopio, Finland.,Kuopio Research Centre of Geriatric Care, University of Eastern Finland, Kuopio, Finland.,Centre for Medicine Use and Safety, Faculty of Pharmacy and Pharmaceutical Sciences, Monash University, Melbourne, Victoria, Australia
| | - Heidi Taipale
- School of Pharmacy, University of Eastern Finland, Kuopio, Finland.,Kuopio Research Centre of Geriatric Care, University of Eastern Finland, Kuopio, Finland.,Department of Clinical Neuroscience, Karolinska Institutet, Stockholm, Sweden.,Department of Forensic Psychiatry, Niuvanniemi Hospital, University of Eastern Finland, Kuopio, Finland
| | - Antti Tanskanen
- Department of Clinical Neuroscience, Karolinska Institutet, Stockholm, Sweden.,Department of Forensic Psychiatry, Niuvanniemi Hospital, University of Eastern Finland, Kuopio, Finland.,Impact Assessment Unit, National Institute for Health and Welfare, Helsinki, Finland
| | - Jari Tiihonen
- Department of Clinical Neuroscience, Karolinska Institutet, Stockholm, Sweden.,Department of Forensic Psychiatry, Niuvanniemi Hospital, University of Eastern Finland, Kuopio, Finland
| | - Sirpa Hartikainen
- School of Pharmacy, University of Eastern Finland, Kuopio, Finland.,Kuopio Research Centre of Geriatric Care, University of Eastern Finland, Kuopio, Finland
| | - Anna-Maija Tolppanen
- School of Pharmacy, University of Eastern Finland, Kuopio, Finland.,Kuopio Research Centre of Geriatric Care, University of Eastern Finland, Kuopio, Finland
| |
Collapse
|
4
|
Nishtala PS, Chyou TY, Held F, Le Couteur DG, Gnjidic D. Association rules method and big data: Evaluating frequent medication combinations associated with fractures in older adults. Pharmacoepidemiol Drug Saf 2018; 27:1123-1130. [DOI: 10.1002/pds.4432] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/20/2017] [Revised: 03/03/2018] [Accepted: 03/06/2018] [Indexed: 11/08/2022]
Affiliation(s)
| | - Te-yuan Chyou
- School of Pharmacy; University of Otago; Dunedin Otago New Zealand
| | - Fabian Held
- Charles Perkins Centre; University of Sydney; Sydney NSW Australia
| | - David G. Le Couteur
- Centre for Education and Research on Ageing, Ageing and Alzheimers Institute, Concord Hospital; The University of Sydney; Sydney NSW Australia
- Faculty of Pharmacy; The University of Sydney; Sydney NSW Australia
| | - Danijela Gnjidic
- Charles Perkins Centre; University of Sydney; Sydney NSW Australia
- Faculty of Pharmacy; The University of Sydney; Sydney NSW Australia
| |
Collapse
|