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Särkilahti I, Reponen E, Skants N. Patient-reported pain, satisfaction, adverse effects, and deviations from ambulatory surgery pain medication. Scand J Pain 2024; 24:sjpain-2023-0133. [PMID: 38843006 DOI: 10.1515/sjpain-2023-0133] [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: 11/16/2023] [Accepted: 05/13/2024] [Indexed: 12/24/2024]
Abstract
OBJECTIVES Addressing the challenges of ambulatory surgery involves balancing effective pain relief with minimizing the side effects of pain medication. Due to the heightened risk of opioid abuse, Helsinki University Hospital (Finland) has had a stringent oxycodone prescription policy. This policy prompts an exploration into whether ambulatory surgery patients experience severe post-surgical pain and whether an increase in prescribed opioids would cause elevation in adverse effects. METHODS This prospective cohort study, with a 1-week follow-up, included 111 adult ambulatory surgery patients (orthopaedics, urology). The patients documented their pain levels within the first postoperative week (using a numerical rating scale [NRS] of 0-10) and pain medication intake up to two days postoperatively. Furthermore, they completed a questionnaire assessing their satisfaction with pain relief, medication-related adverse effects, and adherence to instructions. Medication intake was cross-referenced with the provided instructions and prescriptions. RESULTS A notable 56% of patients reported experiencing intense pain (NRS ≥5) within a week following surgery. Of these, 52% received a single dose of slow-release oxycodone (5-20 mg) at discharge for use on the night of surgery. Predominantly prescribed pain medications included a combination of paracetamol and codeine (64%) or ibuprofen (62%). Satisfaction rates were high, with 87% expressing satisfaction with pain medication given at hospital discharge and 90% expressing contentment with the prescribed medication. The most common adverse effects were tiredness/grogginess (45%), sleep disturbances (38%), nausea (37%), and constipation (27%). Also, 24% of patients self-reported deviations from medication instructions. A comparison of self-reported and instructed medications revealed that 14% exceeded prescribed dosages, and 28% opted for preparations different from those prescribed. Notably, patients who self-reported deviations from instructions differed from those objectively deviating from instructions. CONCLUSIONS Although 56% of patients had intense pain, the majority expressed satisfaction with the provided pain relief. Instances of non-adherence to medication instructions were prevalent, often going unnoticed by the patients themselves.
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Affiliation(s)
- Iiris Särkilahti
- Helsinki University Hospital and University of Helsinki, Perioperative and Intensive Care, Peijas Hospital, PO Box 900 (Sairaalakatu 1), FI-00029 HUS, Vantaa, Finland
| | - Elina Reponen
- Helsinki University Hospital and University of Helsinki, Perioperative and Intensive Care, Peijas Hospital, PO Box 900 (Sairaalakatu 1), FI-00029 HUS, Vantaa, Finland
| | - Noora Skants
- Helsinki University Hospital and University of Helsinki, Perioperative and Intensive Care, Peijas Hospital, PO Box 900 (Sairaalakatu 1), FI-00029 HUS, Vantaa, Finland
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Pan Y, Wu X, Zhu M, Zhang T, Gao L, Zhu Y, Mao H, Lv X, Sun G. Clinical significance and correlation of compliance to thirst in maintenance hemodialysis patients. Technol Health Care 2024; 32:1733-1743. [PMID: 38073346 DOI: 10.3233/thc-230749] [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: 05/12/2024]
Abstract
BACKGROUND The main treatment method for end-stage renal disease (ESRD) is maintenance hemodialysis (MHD). With the continuous improvement of dialysis technology, the survival period of MHD patients has been effectively prolonged, but dialysis technology still cannot completely replace renal function. OBJECTIVE To study the dietary compliance and its correlation with thirst in MHD patients and to provide guidance for clinical development of corresponding intervention countermeasures. METHODS A total of 90 patients who received MHD treatment from March 2021 to March 2022 were selected as objects. The Renal Adherence Attitudes Questionnaire (RAAQ) and the Renal Adherence Behaviour Questionnaire (RABQ) were used to analyze the dietary compliance and thirst status of patients. Pearson correlation analysis was used to analyze the correlation between diet compliance and thirst. RESULTS Positive correlations were found between VAS and DTI, SXI and TDS (P< 0.05). Social restrictive attitude was positively correlated with VAS, DTI, SXI, TDS, acceptance attitude and compliance in facing difficulties (P< 0.05), and negatively correlated with self-care compliance (r=-0.35, P< 0.05). Health attitude was positively correlated with VAS, DTI and SXI (P< 0.05). Acceptance attitude was positively correlated with DTI, SXI and TDS (P< 0.05). High RAAQ was associated with high VAS (b= 0.11, 95% CI: 0.05, 0.18), DTI (b= 0.28, 95% CI: 0.17, 0.38), SXI (b= 0.24, 95% CI: 0.14, 0.34) and TDS (b= 0.26, 95% CI: 0.13, 0.4). CONCLUSION The overall performance of dietary compliance in patients with MHD is at a moderate level, and dietary compliance is negatively correlated with disease perception.
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Affiliation(s)
- Yanyan Pan
- Department of Nephrology, First Affiliated Hospital of Nanjing Medical University, Nanjing, Jiangsu, China
| | - Xiujuan Wu
- Department of Nephrology, First Affiliated Hospital of Nanjing Medical University, Nanjing, Jiangsu, China
| | - Miao Zhu
- Department of Nephrology, First Affiliated Hospital of Nanjing Medical University, Nanjing, Jiangsu, China
| | - Tingting Zhang
- Department of Nephrology, First Affiliated Hospital of Nanjing Medical University, Nanjing, Jiangsu, China
| | - Lanlan Gao
- Department of Nephrology, First Affiliated Hospital of Nanjing Medical University, Nanjing, Jiangsu, China
| | - Yamei Zhu
- Department of Nephrology, First Affiliated Hospital of Nanjing Medical University, Nanjing, Jiangsu, China
| | - Huijuan Mao
- Department of Nephrology, First Affiliated Hospital of Nanjing Medical University, Nanjing, Jiangsu, China
| | - Xiaolin Lv
- Department of Nephrology, First Affiliated Hospital of Nanjing Medical University, Nanjing, Jiangsu, China
| | - Guozhen Sun
- Department of Cardiovascular Medicine, First Affiliated Hospital of Nanjing Medical University, Nanjing, Jiangsu, China
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Oliveira HC, Hayashi D, Carvalho SDL, Barros RDCLD, Neves MLDS, Andrechuk CRS, Alexandre NMC, Ribeiro PAB, Rodrigues RCM. Quality of measurement properties of medication adherence instruments in cardiovascular diseases and type 2 diabetes mellitus: a systematic review and meta-analysis. Syst Rev 2023; 12:222. [PMID: 37993931 PMCID: PMC10664314 DOI: 10.1186/s13643-023-02340-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/14/2022] [Accepted: 08/29/2023] [Indexed: 11/24/2023] Open
Abstract
BACKGROUND Medication adherence has a major impact on reducing mortality and healthcare costs related to the treatment of cardiovascular diseases and diabetes mellitus. Selecting the best patient-reported outcome measure (PROM) among the many available for this kind of patient is extremely important. This study aims to critically assess, compare and synthesize the quality of the measurement properties of patient-reported outcome measures to assess medication adherence among patients with cardiovascular diseases and/or type 2 diabetes mellitus. METHODS This review followed the COnsensus-based Standards for the selection of health Measurement INstruments (COSMIN) guidelines and was reported according to the Preferred Reporting Items for Systematic Review and Meta-Analyses (PRISMA). The searches were performed in Web of Science, SCOPUS, PubMed, CINAHL, EMBASE, LILACS, PsycINFO, and ProQuest (gray literature). RESULTS A total of 110 records encompassing 27 different PROMs were included in the review. The included records were published between 1986 and 2023, most of which reported studies conducted in the United States and were published in English. None of the PROMs were classified in the category "a", thus being recommended for use due to the quality of its measurement properties. The PROMs that should not be recommended for use (category "c") are the MTA, GMAS, DMAS-7, MALMAS, ARMS-D, and 5-item questionnaire. The remaining PROMs, e.g., MMAS-8, SMAQ, MEDS, MNPS, ARMS-12, MGT, MTA-OA, MTA-Insulin, LMAS-14, MARS-5, A-14, ARMS-10, IADMAS, MAQ, MMAS-5, ProMAS, ARMS-7, 3-item questionnaire, AS, 12-item questionnaire, and Mascard were considered as having the potential to be recommended for use (category "b"). CONCLUSION None of the included PROMs met the criteria for being classified as trusted and recommended for use for patients with cardiovascular diseases and/or type 2 diabetes mellitus. However, 21 PROMs have the potential to be recommended for use, but further studies are needed to ensure their quality based on the COSMIN guideline for systematic reviews of PROMs. SYSTEMATIC REVIEW REGISTRATION PROSPERO CRD42019129109.
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Affiliation(s)
- Henrique Ceretta Oliveira
- CEPSchool of Nursing - University of Campinas (Unicamp), 126 Tessália Vieira de Camargo Street, Campinas, São Paulo, 13083-887, Brazil.
| | - Daisuke Hayashi
- CEPSchool of Nursing - University of Campinas (Unicamp), 126 Tessália Vieira de Camargo Street, Campinas, São Paulo, 13083-887, Brazil
| | - Samantha Dalbosco Lins Carvalho
- CEPSchool of Nursing - University of Campinas (Unicamp), 126 Tessália Vieira de Camargo Street, Campinas, São Paulo, 13083-887, Brazil
| | - Rita de Cássia Lopes de Barros
- CEPSchool of Nursing - University of Campinas (Unicamp), 126 Tessália Vieira de Camargo Street, Campinas, São Paulo, 13083-887, Brazil
| | - Mayza Luzia Dos Santos Neves
- CEPSchool of Nursing - University of Campinas (Unicamp), 126 Tessália Vieira de Camargo Street, Campinas, São Paulo, 13083-887, Brazil
| | - Carla Renata Silva Andrechuk
- CEPSchool of Nursing - University of Campinas (Unicamp), 126 Tessália Vieira de Camargo Street, Campinas, São Paulo, 13083-887, Brazil
| | - Neusa Maria Costa Alexandre
- CEPSchool of Nursing - University of Campinas (Unicamp), 126 Tessália Vieira de Camargo Street, Campinas, São Paulo, 13083-887, Brazil
| | - Paula Aver Bretanha Ribeiro
- Research Centre of the Montreal University Hospital (CRCHUM), 850 Rue Saint-Denis, Montréal, Québec, H2X 0A9, Canada
| | - Roberta Cunha Matheus Rodrigues
- CEPSchool of Nursing - University of Campinas (Unicamp), 126 Tessália Vieira de Camargo Street, Campinas, São Paulo, 13083-887, Brazil
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Rickles NM, Mulrooney M, Sobieraj D, Hernandez AV, Manzey LL, Gouveia-Pisano JA, Townsend KA, Luder H, Cappelleri JC, Possidente CJ. A systematic review of primary care-focused, self-reported medication adherence tools. J Am Pharm Assoc (2003) 2023; 63:477-490.e1. [PMID: 36372640 DOI: 10.1016/j.japh.2022.09.007] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/10/2022] [Revised: 08/23/2022] [Accepted: 09/14/2022] [Indexed: 10/14/2022]
Abstract
BACKGROUND Clinician recognition of nonadherence is generally low. Tools that clinicians have used to assess medication adherence are self-reported adherence instruments that ask patients questions about their medication use experience. There is a need for more structured reviews that help clinicians comprehensively distinguish which tool might be most useful and valuable for their clinical setting and patient populations. OBJECTIVES This systematic review aimed to (1) identify validated, self-reported medication adherence tools that are applicable to the primary care setting and (2) summarize selected features of the tools as an assessment of clinical feasibility and applicability. METHODS The investigators systematically reviewed MEDLINE via Ovid, Embase via Ovid, International Pharmaceutical Abstracts, and CINAHL from inception to December 1, 2020. Investigators independently screened 3394 citations, identifying 43 articles describing validation parameters for 25 unique adherence tools. After screening each tool, 17 tools met the inclusion criteria and were qualitatively summarized. RESULTS Findings highlight 25 various tool characteristics (i.e., descriptions, parameters and diseases, measures and validity comparators, and other information), which clinicians might consider when selecting a self-reported adherence tool with strong measurement validity that is practical to administer to patients. There was much variability about the nature and extent of adherence measurement. Considerable variation was noted in the objective measures used to correlate to the self-reported tools' measurements. There were wide ranges of correlation between self-reported and objective measures. Several included tools had relatively low to moderate criterion validities. Many manuscripts did not describe whether tools were associated with costs, had copyrights, and were available in other languages; how much time was required for patients to complete self-report tools; and whether patient input informed tool development. CONCLUSION There is a critical need to ensure that adherence tool developers establish a key list of tool characteristics to report to help clinicians and researchers make practical comparisons among tools.
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Chen J, Sadasivam R, Blok AC, Ritchie CS, Nagawa C, Orvek E, Patel K, Houston TK. The Association Between Patient-reported Clinical Factors and 30-day Acute Care Utilization in Chronic Heart Failure. Med Care 2020; 58:336-343. [PMID: 32197028 PMCID: PMC7069395 DOI: 10.1097/mlr.0000000000001258] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/26/2022]
Abstract
BACKGROUND Heart failure patients have high rates of repeat acute care use. Current efforts for risk prediction often ignore postdischarge data. OBJECTIVE To identify postdischarge patient-reported clinical factors associated with repeat acute care use. RESEARCH DESIGN In a prospective cohort study that followed patients with chronic heart failure for 30 days postdischarge, for 7 days after discharge (or fewer days if patients used acute care within 7 days postdischarge), patients reported health status, heart failure symptoms, medication management, knowledge of follow-up plans, and other issues using a daily interactive automatic phone call. SUBJECTS A total of 156 patients who had responded to phone surveys. MEASURES The outcome variable was dichotomous 30-day acute care use (rehospitalization or emergency department visit). We examined the association between each patient-reported issue and the outcome, using multivariable logistic regression to adjust for confounders. RESULTS Patients were 63 years old (SD=12.4), with 51% African-American and 53% women. Within 30 days postdischarge, 30 (19%) patients used acute care. After adjustment, poor health status [odds ratio (OR)=3.53; 95% confidence interval (CI), 1.06-11.76], pain (OR=2.44; 95% CI, 1.02-5.84), and poor appetite (OR=3.05; 95% CI, 1.13-8.23) were positively associated with 30-day acute care utilization. Among 58 reports of pain in follow-up nursing notes, 39 (67%) were noncardiac, 2 (3%) were cardiac, and 17 (29%) were indeterminate. CONCLUSIONS Patient-reported poor health status, pain, and poor appetite were positively associated with 30-day acute care utilization. These novel postdischarge markers require further study before incorporation into risk prediction to drive quality improvement efforts.
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Affiliation(s)
- Jinying Chen
- Department of Population and Quantitative Health Sciences, University of Massachusetts Medical School, Worcester
| | - Rajani Sadasivam
- Department of Population and Quantitative Health Sciences, University of Massachusetts Medical School, Worcester
| | - Amanda C Blok
- Center for Health care Organization and Implementation Research (CHOIR), Edith Nourse Rogers Memorial Veterans Hospital, Bedford, MA
| | - Christine S Ritchie
- School of Medicine, University of California San Francisco, San Francisco, CA
| | - Catherine Nagawa
- Department of Population and Quantitative Health Sciences, University of Massachusetts Medical School, Worcester
| | - Elizabeth Orvek
- Department of Population and Quantitative Health Sciences, University of Massachusetts Medical School, Worcester
| | - Kanan Patel
- School of Medicine, University of California San Francisco, San Francisco, CA
| | - Thomas K Houston
- Department of Population and Quantitative Health Sciences, University of Massachusetts Medical School, Worcester
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Conway C, Kelechi T, Gregoski M. Measuring Medication Adherence Among Type 2 Diabetes: An Integrative Review. J Nurs Meas 2020; 28:JNM-D-18-00091. [PMID: 32179724 DOI: 10.1891/jnm-d-18-00091] [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: 11/25/2022]
Abstract
BACKGROUND AND PURPOSE The literature indicates there is a lack of evidence of a standard for diabetes medication adherence (MA) measures. The purpose of this integrative review (IR) was to identify instruments appropriate to measure MA among adults with T2DM. METHODS The IR was conducted according to Whittemore and Knafl (2005) methodology. The databases CINAHL, OVID, PubMed, and Scopus were searched for manuscripts published between 2006 and 2016 using the keywords "adherence," "diabetes," "instrument," and "measure." Ten manuscripts reflecting the psychometric properties of twelve published instruments were reviewed. RESULTS The most commonly used instrument was the Morisky Medication Adherence 8 item. Reliability and validity varied among studies. CONCLUSION The findings suggest the need for continued psychometric testing of diabetes MA instruments.
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Affiliation(s)
- Cheryl Conway
- Medical University of South Carolina, Charleston, South Carolina
| | - Teresa Kelechi
- Medical University of South Carolina, Charleston, South Carolina
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Sumida CA, Vo TT, Van Etten EJ, Schmitter-Edgecombe M. Medication Management Performance and Associated Cognitive Correlates in Healthy Older Adults and Older Adults with aMCI. Arch Clin Neuropsychol 2019; 34:290-300. [PMID: 29912269 PMCID: PMC6454840 DOI: 10.1093/arclin/acy038] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/29/2017] [Revised: 02/19/2018] [Accepted: 04/08/2018] [Indexed: 01/09/2023] Open
Abstract
OBJECTIVE Difficulties managing medications, particularly among older adults experiencing cognitive deficits, is an important contributing factor to medication nonadherence that may have significant negative financial and health outcomes. The current study examined the performance of healthy older adults' (HOA) and individuals with amnestic mild cognitive impairment (aMCI) on the medication management abilities assessment's (MMAA, a performance-based measure of medication management) original scoring criteria and derived error process measures, assessing medication overtaking and undertaking magnitude. Exploratory correlations between performances on the MMAA and self-reported confidence in medication management skills and cognitive abilities were also examined. METHOD A sample of 25 HOAs with aMCI and 25 age- and education-matched HOAs completed the MMAA, a self-reported medication management confidence rating and a battery of neuropsychological tests. RESULTS HOAs performed significantly better on the MMAA score and committed significantly less process errors than individuals with aMCI. Despite these differences in MMAA performance, the HOA and aMCI groups rated similar high levels of confidence in their ability to manage a new medication routine. Notably, while the HOA group's performance on all of the MMAA measures did not relate to cognitive measures, the aMCI group's performance on the MMAA score was significantly related to memory and executive functioning and a new process error score for overtaking was related to processing speed. CONCLUSIONS Although these results present promising potential for the MMAA as a measure of medication management in a clinical setting, further studies need to examine the validity of the MMAA against real-world adherence measures.
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Affiliation(s)
| | - Thao T Vo
- Department of Psychology, Washington State University, Pullman, WA, USA
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Wang TY, Kaltenbach LA, Cannon CP, Fonarow GC, Choudhry NK, Henry TD, Cohen DJ, Bhandary D, Khan ND, Anstrom KJ, Peterson ED. Effect of Medication Co-payment Vouchers on P2Y12 Inhibitor Use and Major Adverse Cardiovascular Events Among Patients With Myocardial Infarction: The ARTEMIS Randomized Clinical Trial. JAMA 2019; 321:44-55. [PMID: 30620370 PMCID: PMC6583585 DOI: 10.1001/jama.2018.19791] [Citation(s) in RCA: 65] [Impact Index Per Article: 10.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/17/2022]
Abstract
IMPORTANCE Despite guideline recommendations, many patients discontinue P2Y12 inhibitor therapy earlier than the recommended 1 year after myocardial infarction (MI), and higher-potency P2Y12 inhibitors are underutilized. Cost is frequently cited as an explanation for both of these observations. OBJECTIVE To determine whether removing co-payment barriers increases P2Y12 inhibitor persistence and lowers risk of major adverse cardiovascular events (MACE). DESIGN, SETTING, AND PARTICIPANTS Cluster randomized clinical trial among 301 hospitals enrolling adult patients with acute MI (June 5, 2015, through September 30, 2016); patients were followed up for 1 year after discharge (final date of follow-up was October 23, 2017), with blinded adjudication of MACE; choice of P2Y12 inhibitor was per clinician discretion. INTERVENTIONS Hospitals randomized to the intervention (n = 131 [6436 patients]) provided patients with co-payment vouchers for clopidogrel or ticagrelor for 1 year (median voucher value for a 30-day supply, $137 [25th-75th percentile, $20-$339]). Hospitals randomized to usual care (n = 156 [4565 patients]) did not provide study vouchers. MAIN OUTCOMES AND MEASURES Independent coprimary outcomes were patient-reported persistence with P2Y12 inhibitor (defined as continued treatment without gap in use ≥30 days) and MACE (death, recurrent MI, or stroke) at 1 year among patients discharged with a prescription for clopidogrel or ticagrelor. RESULTS Among 11 001 enrolled patients (median age, 62 years; 3459 [31%] women), 10 102 patients were discharged with prescriptions for clopidogrel or ticagrelor (clopidogrel prescribed to 2317 [36.0%] in the intervention group and 2497 [54.7%] in the usual care group), 4393 of 6135 patients (72%) in the intervention group used the voucher, and follow-up data at 1 year were available for 10 802 patients (98.2%). Patient-reported persistence with P2Y12 inhibitors at 1 year was higher in the intervention group than in the control group (unadjusted rates, 5340/6135 [87.0%] vs 3324/3967 [83.8%], respectively; P < .001; adjusted difference, 2.3% [95% CI, 0.4% to 4.1%]; adjusted odds ratio, 1.19 [95% CI, 1.02 to 1.40]). There was no significant difference in MACE at 1 year between intervention and usual care groups (unadjusted cumulative incidence, 10.2% vs 10.6%; P = .65; adjusted difference, 0.66% [95% CI, -0.73% to 2.06%]; adjusted hazard ratio, 1.07 [95% CI, 0.93 to 1.25]). CONCLUSIONS AND RELEVANCE Among patients with MI, provision of vouchers to offset medication co-payments for P2Y12 inhibitors, compared with no vouchers, resulted in a 3.3% absolute increase in patient-reported persistence with P2Y12 inhibitors and no significant reduction in 1-year MACE outcomes. TRIAL REGISTRATION ClinicalTrials.gov Identifier: NCT02406677.
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Affiliation(s)
- Tracy Y. Wang
- Duke Clinical Research Institute, Durham, North Carolina
| | | | | | | | | | | | - David J. Cohen
- Saint Luke’s Mid America Heart Institute, University of Missouri–Kansas City School of Medicine
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Nichols GA, Raebel MA, Dyer W, Schmittdiel JA. The Effect of Age and Comorbidities on the Association Between the Medicare STAR Oral Antihyperglycemic Adherence Metric and Glycemic Control. J Manag Care Spec Pharm 2018; 24:856-861. [PMID: 30156449 PMCID: PMC10398005 DOI: 10.18553/jmcp.2018.24.9.856] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/05/2022]
Abstract
BACKGROUND The Medicare STAR program for Medicare Advantage Plans that include drug benefits provides monetary incentives for health plans to achieve good adherence to oral antihyperglycemic (OAH) agents but does not account for differential case mix that could affect the ability of health plans to achieve the required quality metrics. OBJECTIVE To determine whether OAH adherence varies by age and comorbidities among patients aged 65 years or older and the extent to which adherence affects glycemic control across age and comorbidity strata. METHODS We studied 54,480 patients with diabetes aged > 65 years from the Colorado, Northwest, and Northern California regions of Kaiser Permanente who received OAH agents but not insulin in 2010. We calculated adherence using the proportion of days covered (PDC) method. Per the STAR program, hemoglobin A1c < 8% defined good glycemic control. We also defined poor control as A1c > 9%. We used modified Poisson regression to identify predictors of adherence and to determine its effects on A1c across age and comorbidity strata, adjusting for sociodemographics and medication-related variables. RESULTS The risk of being adherent to OAH declined moderately with an increasing number of comorbidities (risk ratio [RR] = 0.99, 95% CI = 0.98-1.00 for 1 comorbidity and RR = 0.90, 95% CI = 0.88-0.91 for 4 or more comorbidities). Adherence to OAH agents was associated with a 0%-3% increased risk of A1c < 8% across age and comorbidity categories, as well as a large decreased risk (RR = 0.55-0.73) of A1c > 9% for patients aged < 80 years or with < 3 comorbidities. CONCLUSIONS Among patients with diabetes aged > 65 years, having multiple comorbidities affects adherence. Adherence reduces the risk of poor A1c control among patients aged 65-79 years or with 2 or fewer comorbidities. Our results suggest that health plan case mix minimally influenced the Medicare STAR OAH adherence metric, but it may affect glycemic control quality measures, especially if a HEDIS-like measure of poor control were adopted. DISCLOSURES This study was supported by grant number 1R21DK103146-01A1 from the National Institute of Diabetes and Digestive and Kidney Disorders. Nichols currently receives grant funding from Boehringer-Ingelheim, Sanofi, Amarin Pharma, and Janssen Pharmaceuticals for other unrelated research projects. The other authors declare no conflicts of interest. This study was presented at the American Diabetes Association's 77th Scientific Sessions; June 9-13, 2017; San Diego, CA.
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Affiliation(s)
- Gregory A Nichols
- 1 Kaiser Permanente Northwest Center for Health Research, Portland, Oregon
| | - Marsha A Raebel
- 2 Kaiser Permanente Colorado Institute for Health Research, Denver
| | - Wendy Dyer
- 3 Kaiser Permanente Northern California Division of Research, Oakland
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Bjarnadottir MV, Czerwinski D, Onukwugha E. Sensitivity of the Medication Possession Ratio to Modelling Decisions in Large Claims Databases. PHARMACOECONOMICS 2018; 36:369-380. [PMID: 29230712 DOI: 10.1007/s40273-017-0597-y] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/07/2023]
Abstract
OBJECTIVES When preparing administrative medical and pharmacy claims data for analysis, decisions about data clean up and analytical approach need to be made. However, information about the effects of various modelling decisions on adherence measures such as the medication possession ratio (MPR) is limited. We address this gap with this study. METHODS We utilized cross-sectional administrative claims data for commercially insured members filling at least two prescriptions for drugs within five classes of hypertension medication between 2008 and 2010. We divided nine modelling decisions into three categories: data scrubbing, study design, and MPR definition/calculations. We defined the base-case settings with commonly used values, varied each modelling decision singly and in combination, and measured the effects on the MPR. RESULTS Claims data for 358,418 individuals were available for analysis. Two modelling decisions were found to be highly influential, each yielding a difference of over 25 percentage points from the base case: the decision of whether to use interval- or prescription-based study periods, and the decision of how to handle overlapping prescription claims. The effect of other decisions was smaller, with a difference of 1-9 percentage points from the base case. CONCLUSIONS Some of the decisions considered had a large impact on the MPR. Therefore, it is important for researchers to standardize approaches for study period length and overlapping prescription claims. We also conclude that transparent reporting of modelling decisions will facilitate the interpretation of results and comparisons across studies.
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Affiliation(s)
- Margret V Bjarnadottir
- Department of Decision, Operations, and Information Technologies, Robert H. Smith School of Business, University of Maryland College Park, College Park, MD, USA
| | - David Czerwinski
- Department of Marketing and Decision Sciences, College of Business, San José State University, San José, CA, USA
| | - Eberechukwu Onukwugha
- Department of Pharmaceutical Health Services Research, University of Maryland School of Pharmacy, 220 Arch Street, Baltimore, MD, 21201, USA.
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Illustrating Informed Presence Bias in Electronic Health Records Data: How Patient Interactions with a Health System Can Impact Inference. EGEMS 2017; 5:22. [PMID: 29930963 PMCID: PMC5994954 DOI: 10.5334/egems.243] [Citation(s) in RCA: 41] [Impact Index Per Article: 5.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 11/20/2022]
Abstract
Electronic health record (EHR) data are becoming a primary resource for clinical research. Compared to traditional research data, such as those from clinical trials and epidemiologic cohorts, EHR data have a number of appealing characteristics. However, because they do not have mechanisms set in place to ensure that the appropriate data are collected, they also pose a number of analytic challenges. In this paper, we illustrate that how a patient interacts with a health system influences which data are recorded in the EHR. These interactions are typically informative, potentially resulting in bias. We term the overall set of induced biases informed presence. To illustrate this, we use examples from EHR based analyses. Specifically, we show that: 1) Where a patient receives services within a health facility can induce selection bias; 2) Which health system a patient chooses for an encounter can result in information bias; and 3) Referral encounters can create an admixture bias. While often times addressing these biases can be straightforward, it is important to understand how they are induced in any EHR based analysis.
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Naalweh KS, Barakat MA, Sweileh MW, Al-Jabi SW, Sweileh WM, Zyoud SH. Treatment adherence and perception in patients on maintenance hemodialysis: a cross - sectional study from Palestine. BMC Nephrol 2017; 18:178. [PMID: 28558719 PMCID: PMC5450383 DOI: 10.1186/s12882-017-0598-2] [Citation(s) in RCA: 47] [Impact Index Per Article: 5.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/14/2016] [Accepted: 05/19/2017] [Indexed: 02/07/2023] Open
Abstract
BACKGROUND Adherence to diet recommendations, fluid restriction, prescribed medications, and attendance at hemodialysis (HD) sessions are essential for optimal and effective treatment of patients with end-stage renal disease. No data regarding this issue are available from Palestine. Therefore, this study was carried out to assess adherence to diet, fluid restriction, medications, and HD sessions. METHODS A cross-sectional study of HD patients at An-Najah National University Hospital was carried out during summer, 2016. Self-reported adherence behavior was obtained using a valid and reliable questionnaire (End-Stage Renal Disease Adherence Questionnaire: ESRD-AQ). Predialytic serum levels of potassium and phosphate were obtained as clinical indicator of diet and medication adherence respectively. In addition, interdialytic body weight (IDW) was also obtained from medical records and analyzed in relation to reported adherence of fluid restriction. RESULTS A total of 220 patients answered all questions pertaining to ESRD-AQ. The mean age ± standard deviation of participants was 56.82 ± 14.51 years. Dietary adherence was observed in 24% while that of fluid restriction adherence was observed in 31% of studied patients. Reported adherence to HD sessions was 52% while that for medications was 81%. Overall, 122 (55.5%) patients had good adherence, 89 (40.5%) had moderate adherence, and 9 (4.1%) had poor adherence behavior. Male patients had significantly higher overall adherence scores than females (p = 0.034). A significant correlation between reported diet adherence and serum pre-HD potassium level (p < 0.01) was observed. A significant correlation between reported fluid restriction adherence and IDW (p < 0.01) was also found. However, no significant correlation between reported adherence and pre-HD phosphate level. There was significant correlation between overall perception and overall adherence score (p < 0.001). Counselling of patients regarding importance of adherence modalities was lowest for "staying for the entire dialysis time". Multivariate analysis indicated that elderly male patients who were city residents had higher odds of having higher adherence score. CONCLUSIONS There was a good percentage of patients who had overall moderate or poor adherence. ESRD-AQ could be used to assess some aspects of HD adherence. Counselling and education of patients on HD are important to improve therapeutic outcome.
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Affiliation(s)
- Karam Sh. Naalweh
- Department of Medicine, College of Medicine and Health Sciences, An-Najah National University, Nablus, 44839 Palestine
| | - Mohammad A. Barakat
- Department of Medicine, College of Medicine and Health Sciences, An-Najah National University, Nablus, 44839 Palestine
| | - Moutaz W. Sweileh
- Department of Medicine, College of Medicine and Health Sciences, An-Najah National University, Nablus, 44839 Palestine
| | - Samah W. Al-Jabi
- Division of Clinical and Community Pharmacy, Department of Pharmacy, College of Medicine and Health Sciences, An-Najah National University, Nablus, 44839 Palestine
| | - Waleed M. Sweileh
- Department of Pharmacology and Toxicology, College of Medicine and Health Sciences, An-Najah National University, Nablus, 44839 Palestine
| | - Sa’ed H. Zyoud
- Division of Clinical and Community Pharmacy, Department of Pharmacy, College of Medicine and Health Sciences, An-Najah National University, Nablus, 44839 Palestine
- Poison Control and Drug Information Center (PCDIC), College of Medicine and Health Sciences, An-Najah National University, Nablus, 44839 Palestine
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