Polypharmacy Patterns: Unravelling Systematic Associations between Prescribed Medications

被引:53
作者
Calderon-Larranaga, Amaia [1 ,2 ,3 ,4 ]
Gimeno-Feliu, Luis A. [1 ,5 ,7 ]
Gonzalez-Rubio, Francisca [1 ,6 ,7 ]
Poblador-Plou, Beatriz [1 ,4 ]
Lairla-San Jose, Maria [1 ]
Abad-Diez, Jose M. [1 ,2 ,8 ]
Poncel-Falco, Antonio [1 ,9 ]
Prados-Torres, Alexandra [1 ,2 ,3 ,4 ]
机构
[1] Miguel Servet Univ Hosp, IIS Aragon, Aragon Hlth Sci Inst IACS, EpiChron Res Grp Chron Dis, Zaragoza, Spain
[2] Univ Zaragoza, Dept Microbiol Prevent Med & Publ Hlth, Zaragoza, Spain
[3] Carlos III Hlth Inst, Red Invest Serv Salud Enfermedades Cron REDISSEC, Madrid, Spain
[4] IIS Aragon, Aragon Hlth Sci Inst IACS, Teaching Unit Prevent Med & Publ Hlth, Zaragoza, Spain
[5] San Pablo Hlth Ctr, Zaragoza, Spain
[6] Delicias Sur Hlth Ctr, Zaragoza, Spain
[7] Univ Zaragoza, Dept Med Psychiat & Dermatol, Zaragoza, Spain
[8] Govt Aragon, Dept Hlth Wellbeing & Family, Zaragoza, Spain
[9] Aragon Hlth Serv, Primary Care Directorate, Zaragoza, Spain
关键词
OPEN-ANGLE GLAUCOMA; RISK-FACTORS; THERAPY; DISEASE; COMORBIDITY; DEPRESSION; GUIDELINES; INHIBITORS; SYMPTOMS; IDENTIFY;
D O I
10.1371/journal.pone.0084967
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
070301 [无机化学]; 070403 [天体物理学]; 070507 [自然资源与国土空间规划学]; 090105 [作物生产系统与生态工程];
摘要
Objectives: The aim of this study was to demonstrate the existence of systematic associations in drug prescription that lead to the establishment of patterns of polypharmacy, and the clinical interpretation of the associations found in each pattern. Methods: A cross-sectional study was conducted based on information obtained from electronic medical records and the primary care pharmacy database in 2008. An exploratory factor analysis of drug dispensing information regarding 79,089 adult patients was performed to identify the patterns of polypharmacy. The analysis was stratified by age and sex. Results: Seven patterns of polypharmacy were identified, which may be classified depending on the type of disease they are intended to treat: cardiovascular, depression-anxiety, acute respiratory infection (ARI), chronic obstructive pulmonary disease (COPD), rhinitis-asthma, pain, and menopause. Some of these patterns revealed a clear clinical consistency and included drugs that are prescribed together for the same clinical indication (i.e., AR! and COPD patterns). Other patterns were more complex but also clinically consistent: in the cardiovascular pattern, drugs for the treatment of known risk factors such as hypertension or dyslipidemia were combined with other medications for the treatment of diabetes or established cardiovascular pathology (e.g., antiplatelet agents). Almost all of the patterns included drugs for preventing or treating potential side effects of other drugs in the same pattern. Conclusions: The present study demonstrated the existence of non-random associations in drug prescription, resulting in patterns of polypharmacy that are sound from the pharmacological and clinical viewpoints and that exist in a significant proportion of the population. This finding necessitates future longitudinal studies to confirm some of the proposed causal associations. The information discovered would further the development and/or adaptation of clinical patient guidelines to patients with multimorbidity who are taking multiple drugs.
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页数:10
相关论文
共 46 条
[1]
[Anonymous], COCHRANE DATABASE SY
[2]
[Anonymous], 2012, EFPC RESP EU REFL CH
[3]
Evaluating approved medications to treat allergic rhinitis in the United States: an evidence-based review of efficacy for nasal symptoms by class [J].
Benninger, Michael ;
Farrar, Judith R. ;
Blaiss, Michael ;
Chipps, Bradley ;
Ferguson, Berrylin ;
Krouse, John ;
Marple, Bradley ;
Storms, William ;
Kaliner, Michael .
ANNALS OF ALLERGY ASTHMA & IMMUNOLOGY, 2010, 104 (01) :13-29
[4]
Multiple symptoms in patients with chronic obstructive pulmonary disease in Norway [J].
Bentsen, Signe Berit ;
Gundersen, Doris ;
Assmus, Joerg ;
Bringsvor, Heidi ;
Berland, Astrid .
NURSING & HEALTH SCIENCES, 2013, 15 (03) :292-299
[5]
Benyamin R, 2008, PAIN PHYSICIAN, V11, pS105
[6]
ACCF/ACG/AHA 2008 Expert Consensus Document on Reducing the Gastrointestinal Risks of Antiplatelet Therapy and NSAID Use [J].
Bhatt, Deepak L. ;
Scheiman, James ;
Abraham, Neena S. ;
Antman, Elliott M. ;
Chan, Francis K. L. ;
Furberg, Curt D. ;
Johnson, David A. ;
Mahaffey, Kenneth W. ;
Quigley, Eamonn M. ;
Harrington, Robert A. ;
Bates, Eric R. ;
Bridges, Charles R. ;
Eisenberg, Mark J. ;
Ferrari, Victor A. ;
Hlatky, Mark A. ;
Kaul, Sanjay ;
Lindner, Jonathan R. ;
Moliterno, David J. ;
Mukherjee, Debabrata ;
Schofield, Richard S. ;
Rosenson, Robert S. ;
Stein, James H. ;
Weitz, Howard H. ;
Wesley, Deborah J. .
AMERICAN JOURNAL OF GASTROENTEROLOGY, 2008, 103 (11) :2890-2907
[7]
Polypharmacy: Misleading, but manageable [J].
Bushardt, Reamer L. ;
Massey, Emily B. ;
Simpson, Temple W. ;
Ariail, Jane C. ;
Simpson, Kit N. .
CLINICAL INTERVENTIONS IN AGING, 2008, 3 (02) :383-389
[8]
Calderon-Larranaga A, 2010, BMC HEALTH SERV RES, V21, P10, DOI DOI 10.1186/1472-6963-10-S2-A22
[9]
Cano Parra J, 2005, Arch Soc Esp Oftalmol, V80, P137
[10]
EULAR evidence-based recommendations for the management of fibromyalgia syndrome [J].
Carville, S. F. ;
Arendt-Nielsen, S. ;
Bliddal, H. ;
Blotman, F. ;
Branco, J. C. ;
Buskila, D. ;
Da Silva, J. A. P. ;
Danneskiold-Samsoe, B. ;
Dincer, F. ;
Henriksson, C. ;
Henriksson, K. G. ;
Kosek, E. ;
Longley, K. ;
McCarthy, G. M. ;
Perrot, S. ;
Puszczewicz, M. ;
Sarzi-Puttini, P. ;
Silman, A. ;
Spaeth, M. ;
Choy, E. H. .
ANNALS OF THE RHEUMATIC DISEASES, 2008, 67 (04) :536-541