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Zou KH, Vigna C, Talwai A, Jain R, Galaznik A, Berger ML, Li JZ. The Next Horizon of Drug Development: External Control Arms and Innovative Tools to Enrich Clinical Trial Data. Ther Innov Regul Sci 2024; 58:443-455. [PMID: 38528279 DOI: 10.1007/s43441-024-00627-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/17/2023] [Accepted: 02/04/2024] [Indexed: 03/27/2024]
Abstract
Conducting clinical trials (CTs) has become increasingly costly and complex in terms of designing and operationalizing. These challenges exist in running CTs on novel therapies, particularly in oncology and rare diseases, where CTs increasingly target narrower patient groups. In this study, we describe external control arms (ECA) and other relevant tools, such as virtualization and decentralized clinical trials (DCTs), and the ability to follow the clinical trial subjects in the real world using tokenization. ECAs are typically constructed by identifying appropriate external sources of data, then by cleaning and standardizing it to create an analysis-ready data file, and finally, by matching subjects in the external data with the subjects in the CT of interest. In addition, ECA tools also include subject-level meta-analysis and simulated subjects' data for analyses. By implementing the recent advances in digital health technologies and devices, virtualization, and DCTs, realigning of CTs from site-centric designs to virtual, decentralized, and patient-centric designs can be done, which reduces the patient burden to participate in the CTs and encourages diversity. Tokenization technology allows linking the CT data with real-world data (RWD), creating more comprehensive and longitudinal outcome measures. These tools provide robust ways to enrich the CT data for informed decision-making, reduce the burden on subjects and costs of trial operations, and augment the insights gained for the CT data.
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Affiliation(s)
| | - Chelsea Vigna
- Medidata Solutions, a Dassault Systèmes Company, Boston, MA, USA
| | - Aniketh Talwai
- Medidata Solutions, a Dassault Systèmes Company, Boston, MA, USA
| | - Rahul Jain
- Medidata Solutions, a Dassault Systèmes Company, Boston, MA, USA
| | - Aaron Galaznik
- Medidata Solutions, a Dassault Systèmes Company, Boston, MA, USA
| | - Marc L Berger
- Medidata Solutions, a Dassault Systèmes Company, Boston, MA, USA
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Demanuele C, Lokker C, Jhaveri K, Georgiev P, Sezgin E, Geoghegan C, Zou KH, Izmailova E, McCarthy M. Considerations for Conducting Bring Your Own “Device” (BYOD) Clinical Studies. Digit Biomark 2022; 6:47-60. [PMID: 35949223 PMCID: PMC9294934 DOI: 10.1159/000525080] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/05/2021] [Accepted: 04/07/2022] [Indexed: 12/21/2022] Open
Abstract
Background Digital health technologies are attracting attention as novel tools for data collection in clinical research. They present alternative methods compared to in-clinic data collection, which often yields snapshots of the participants' physiology, behavior, and function that may be prone to biases and artifacts, e.g., white coat hypertension, and not representative of the data in free-living conditions. Modern digital health technologies equipped with multi-modal sensors combine different data streams to derive comprehensive endpoints that are important to study participants and are clinically meaningful. Used for data collection in clinical trials, they can be deployed as provisioned products where technology is given at study start or in a bring your own “device” (BYOD) manner where participants use their technologies to generate study data. Summary The BYOD option has the potential to be more user-friendly, allowing participants to use technologies that they are familiar with, ensuring better participant compliance, and potentially reducing the bias that comes with introducing new technologies. However, this approach presents different technical, operational, regulatory, and ethical challenges to study teams. For example, BYOD data can be more heterogeneous, and recruiting historically underrepresented populations with limited access to technology and the internet can be challenging. Despite the rapid increase in digital health technologies for clinical and healthcare research, BYOD use in clinical trials is limited, and regulatory guidance is still evolving. Key Messages We offer considerations for academic researchers, drug developers, and patient advocacy organizations on the design and deployment of BYOD models in clinical research. These considerations address: (1) early identification and engagement with internal and external stakeholders; (2) study design including informed consent and recruitment strategies; (3) outcome, endpoint, and technology selection; (4) data management including compliance and data monitoring; (5) statistical considerations to meet regulatory requirements. We believe that this article acts as a primer, providing insights into study design and operational requirements to ensure the successful implementation of BYOD clinical studies.
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Affiliation(s)
| | | | - Krishna Jhaveri
- Philips Sleep and Respiratory Care, Monroeville, Pennsylvania, USA
| | | | - Emre Sezgin
- The Abigail Wexner Research Institute, Nationwide Children's Hospital, Columbus, Ohio, USA
| | | | - Kelly H. Zou
- Global Medical Analytics and Real-World Evidence, Viatris Inc, Canonsburg, Pennsylvania, USA
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Li JZ, Maguire TA, Zou KH, Lee LJ, Donde SS, Taylor DG. Prevalence, Comorbidities, and Risk Factors of Erectile Dysfunction: Results from a Prospective Real-World Study in the United Kingdom. Int J Clin Pract 2022; 2022:5229702. [PMID: 35693549 PMCID: PMC9159135 DOI: 10.1155/2022/5229702] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/20/2022] [Accepted: 02/28/2022] [Indexed: 11/17/2022] Open
Abstract
OBJECTIVES Assessment of erectile dysfunction (ED) burden could improve health outcomes associated with underlying cardiometabolic and psychological causes of ED. This study provided updated real-world evidence (RWE) on ED epidemiology and quantified healthcare resource utilization (HCRU) and health-related quality of life (HRQoL) burden among men with ED in the UK. METHODS This cross-sectional, prospective real-world evidence study was conducted via a self-reported Internet survey in 2018 in the UK general population. Prevalence of ED was estimated; HCRU and HRQoL were compared between men with ED versus without ED via bivariate analysis. RESULTS Of 12,490 men included, 41.5% reported ED; 7.5% of men reported severe ED; ED was most prevalent in Wales (44.3%). Men with ED were older (54.1 ± 14.5 vs. 46.8 ± 14.1 years) and often reported modifiable lifestyle risk factors, including smoking (32.8% vs. 26.3%), drinking alcohol (76.1% vs. 71.0%), not exercising (21.7% vs. 19.4%), and being overweight or obese (64.9% vs. 54.6%). Additionally, men with ED more often reported ≥1 comorbid chronic conditions (73.7% vs. 47.7%), including hypertension (31.8% vs. 16.3%), hyperlipidemia (27.6% vs. 14.0%), depression (24.3% vs. 14.6%), anxiety (23.3% vs. 16.6%), and diabetes (15.9% vs. 6.1%) versus men without ED (all, p < 0.001). Nearly half of men with ED (45.3%) were not undergoing treatment for cardiometabolic or psychological comorbidities. Furthermore, men with ED more often reported ≥1 visit to physicians/nurse practitioners and pharmacists in the past year and had significantly lower SEAR total and domain scores than men without ED (all, p < 0.001). CONCLUSION ED was highly prevalent in the UK affecting over a quarter of younger men. Cardiometabolic and psychological conditions were common among men with ED and often remained untreated. Higher proportions of modifiable lifestyle risk factors observed among men with ED present an opportunity for healthcare providers to help mitigate the risk of cardiometabolic diseases and incidence of ED.
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Affiliation(s)
- Jim Z. Li
- Viatris, 1000 Mylan Boulevard, Canonsburg, PA 15317, USA
| | - Terence A. Maguire
- School of Pharmacy, Queen's University Belfast, 97 Lisburn Rd, Belfast BT9 7BL, Belfast, UK
| | - Kelly H. Zou
- Viatris, 1000 Mylan Boulevard, Canonsburg, PA 15317, USA
| | - Lauren J. Lee
- Patient and Health Impact, Pfizer Inc, 235 East 42nd St, NY, NY 10017, USA
| | - Shaantanu S. Donde
- Viatris, Trident Place Mosquito Way, Hatfield, Hertfordshire AL109UL, UK
| | - David G. Taylor
- School of Pharmacy, University College London, 29-39 Brunswick Square, London WC1N 1AX, UK
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Imperato JS, Zou KH, Li JZ, Hassan TA. Clinical Practice Management of Primary Open-Angle Glaucoma in the United States: An Analysis of Real-World Evidence. Patient Prefer Adherence 2022; 16:2213-2227. [PMID: 36003802 PMCID: PMC9394656 DOI: 10.2147/ppa.s367443] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/22/2022] [Accepted: 08/05/2022] [Indexed: 11/23/2022] Open
Abstract
PURPOSE To investigate clinical management of primary open-angle glaucoma (POAG) in the United States using real-world evidence and to examine healthcare resource utilization (HCRU), medication adherence/persistence, and procedure use. DESIGN A cross-sectional, retrospective analysis of Optum's de-identified Market Clarity Dataset (July 1, 2013-December 31, 2019). PATIENTS AND METHODS Patients ≥18 years with POAG diagnosis and continuous enrollment for 1-year pre- and post-index were eligible and categorized into four mutually exclusive cohorts: CH1, treated with antiglaucoma medication(s) only; CH2, underwent glaucoma procedure(s) only; CH3, treated with antiglaucoma medication(s) and underwent procedure(s); and CH4, received no treatment for POAG. Adherence and persistence with antiglaucoma medications, and disease-specific HCRU were analyzed. Pairwise two-sample comparisons and multivariate regressions were conducted. RESULTS Examined 232,572 eligible patients (CH1=60,895; CH2=4330; CH3=6027; CH4=161,320). Prostaglandin analogs were most prescribed antiglaucoma medications (CH1: 69.7%; CH3: 62.7%), of which latanoprost was most common (CH1: 51.3%; CH3: 46.1%). Disease-specific office visits occurred in 26.3%, 78.2%, 75.0%, 23.8%, and surgical services visits occurred in 3.8%, 36.3%, 42.5%, 3.3%, in CH1-CH4, respectively. Adherence was higher (medication possession ratio: 47.1% vs 39.4%; P<0.0001), and more patients remained persistent across 1-year post-index period in CH1 vs CH3 (25.4% vs 16.1%; P<0.0001). Positive predictors of medication persistence included being female, ≥55 years, and history of dyslipidemia or thyroid disease (all P≤0.0003). CONCLUSION Overall, 70% POAG patients might not have received antiglaucoma treatment. Since POAG is a slowly progressive blinding disease, the lack of antiglaucoma treatment and suboptimal adherence/persistence with medications are of major concerns. Targeted screening and educational approaches are needed to improve POAG management.
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Affiliation(s)
- Joseph S Imperato
- Global Medical Analytics and Real-World Evidence, Viatris Inc., Canonsburg, PA, USA
| | - Kelly H Zou
- Global Medical Analytics and Real-World Evidence, Viatris Inc., Canonsburg, PA, USA
| | - Jim Z Li
- Global Medical Analytics and Real-World Evidence, Viatris Inc., Canonsburg, PA, USA
| | - Tarek A Hassan
- Global Medical Affairs, Ophthalmology, Viatris Inc, Canonsburg, PA, USA
- Correspondence: Tarek A Hassan, Global Medical Affairs, Ophthalmology, Viatris Inc, 1000 Mylan Boulevard, Canonsburg, PA, 15317, USA, Tel +1 347 443 2850, Email
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Wang G, Si T, Imperato JS, Yang L, Zou KH, Jin YO, Pappadopulos EA, Yan L, Li JZ, Yu W. Impact of sertraline daily treatment regimen on adherence, persistence and healthcare resource utilisation in patients with major depressive disorder or obsessive-compulsive disorder: A real-world evidence analysis from the United States. Int J Clin Pract 2021; 75:e14522. [PMID: 34120397 PMCID: PMC8518919 DOI: 10.1111/ijcp.14522] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/15/2021] [Revised: 05/27/2021] [Accepted: 06/07/2021] [Indexed: 01/22/2023] Open
Abstract
OBJECTIVE To generate real-world evidence (RWE) from the United States to assess the impact of pill burden and the importance of achieving a stable daily dose of sertraline (time taken, number of dose adjustments needed) on adherence/persistence and healthcare resource utilisation (HCRU). METHODS Retrospective analysis of the PharMetrics® Plus database (1 October 2012 to 31 March 2020) in the United States. Eligible patients had major depressive disorder (MDD) or obsessive-compulsive disorder (OCD) and ≥1 claim for sertraline during index period (1 April 2013 to 31 March 2019, allowing 6-months prior, 1-year post-index follow-up). Patients who achieved stable daily dose of sertraline (>90 days on same dose) were categorised into five cohorts, depending on pill burden/daily dose: Cohort (1): 1 × 50 mg/d; Cohort (2): 1 × 100 mg/d; Cohort (3): 2 × 50 mg/d; Cohort (4): 1.5 × 100 mg/d; Cohort (5): 3 × 50 mg/d. Impact of pill burden on adherence/persistence and HCRU was assessed among cohorts using logistic regression analysis, and between patients who did vs did not stabilise on therapy. P < .05 was considered significant for all analyses. RESULTS Of 224 412 eligible patients, 108 729 stabilised on sertraline (50, 100 or 150 mg/d) and formed Cohorts 1-5. Stabilised patients on lower pill burden had statistically higher adherence and were more likely to remain persistent throughout 1-year post-index period vs patients on higher pill burden but same overall dose (100 mg/d [Cohort 2 vs 3] and 150 mg/d [Cohort 4 vs 5], respectively). Patients who did not stabilise had significantly lower adherence/persistence vs patients who achieved stable daily dose (Cohorts 1-5 combined). Persistence improved when stable daily dose was achieved quickly (within 1-4 months) and efficiently (within 1-3 dose adjustments). Probability of HCRU increased for patients who did not stabilise on their initial prescription. CONCLUSION Simplifying treatment regimen and decreasing pill burden improved adherence and/or persistence with sertraline therapy (100 or 150 mg/d). Patients achieving stable daily dose of sertraline in an efficient and timely manner were more likely to remain persistent throughout 1-year follow-up.
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Affiliation(s)
- Gang Wang
- The National Clinical Research Center for Mental DisordersBeijing Anding Hospital Affiliated to Capital Medical UniversityBeijingChina
| | - Tianmei Si
- National Clinical Research Center for Mental Disorders (Peking University Sixth Hospital)NHC Key Laboratory of Mental Health (Peking University)Peking University Sixth Hospital, Peking University Institute of Mental HealthBeijingChina
| | | | - LiLi Yang
- Medical and Clinical Research Department, Greater China RegionViatrisBeijingChina
| | - Kelly H. Zou
- Global Medical and ClinicalViatrisCanonsburgPAUSA
| | - Ying Olive Jin
- Medical and Clinical Research Department, Greater China RegionViatrisBeijingChina
| | | | - Lei Yan
- Medical and Clinical Research Department, Greater China RegionViatrisBeijingChina
| | - Jim Z. Li
- Global Medical and ClinicalViatrisCanonsburgPAUSA
| | - Wei Yu
- Medical and Clinical Research Department, Greater China RegionViatrisBeijingChina
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Hassan TA, Sáenz JE, Ducinskiene D, Cook JP, Imperato JS, Zou KH. New Strategies to Improve Patient Adherence to Medications for Noncommunicable Diseases During and After the COVID-19 Era Identified via a Literature Review. J Multidiscip Healthc 2021; 14:2453-2465. [PMID: 34522102 PMCID: PMC8434910 DOI: 10.2147/jmdh.s313626] [Citation(s) in RCA: 15] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/31/2021] [Accepted: 06/28/2021] [Indexed: 12/21/2022] Open
Abstract
Noncommunicable diseases (NCDs) place a huge burden on healthcare systems and society as a whole. Relatively early in the coronavirus disease 2019 (COVID-19) pandemic, clinicians became aware that in individuals infected with COVID-19, those with preexisting NCDs such as diabetes mellitus and cardiovascular disease (CVD) were at a greater risk of poor outcomes and mortality than those without. The importance of adherence to medications and lifestyle changes to control and prevent NCDs has been a major focus for many years, but with limited success - the proportion of patients adherent and persistent to their medications remains very low. There are many facets to adherence and persistence. Recent evidence suggests that a patient-centric approach is important, and ensuring that a patient is both motivated and empowered is critical to improving adherence/persistence. The COVID-19 pandemic has brought many changes to the way in which patients with NCDs are managed, with telemedicine and ehealth becoming more common. Changes have also occurred in the way in which patients can gain access to medications during the pandemic. The potential for these changes forms the basis of improving the management of patients with NCDs both during and after the pandemic. Over the coming months, a huge amount of work will be put into initiatives to promote adherence to COVID-19 vaccination programs. Those at highest risk of severe COVID-19, such as people aged 80 years and older, are likely to receive the vaccine first in some parts of world. Finally, social determinants of health are critical elements that can impact not just the likelihood of having an NCD or becoming infected with COVID-19, but also access to healthcare, and a patient's adherence and persistence with their treatments.
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Affiliation(s)
- Tarek A Hassan
- Global Medical and Clinical, Viatris, Canonsburg, PA, USA
| | | | | | - Joseph P Cook
- Global Medical and Clinical, Viatris, Canonsburg, PA, USA
| | | | - Kelly H Zou
- Global Medical and Clinical, Viatris, Canonsburg, PA, USA
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Lee LJ, Maguire TA, Maculaitis MC, Emir B, Li VW, Jeffress M, Li JZ, Zou KH, Donde SS, Taylor D. Increasing access to erectile dysfunction treatment via pharmacies to improve healthcare provider visits and quality of life: Results from a prospective real-world observational study in the United Kingdom. Int J Clin Pract 2021; 75:e13849. [PMID: 33220087 PMCID: PMC8047876 DOI: 10.1111/ijcp.13849] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/07/2020] [Revised: 10/31/2020] [Accepted: 11/16/2020] [Indexed: 12/17/2022] Open
Abstract
OBJECTIVES The Medicines and Healthcare Products Regulatory Agency in the United Kingdom (UK) formally reclassified sildenafil citrate 50 mg tablets as a pharmacy medicine (sildenafil-P) in 2017 for adult men with erectile dysfunction (ED). A 1-year prospective real-world observational study was conducted to track men's health behaviour, particularly their healthcare resource utilisation (HCRU) and quality of life (QoL) before and after the availability of sildenafil-P. METHODS Adult men with ED aged ≥18 years provided data at baseline (prior to launch of sildenafil-P) and every 3 months after the launch. Demographics, health characteristics, treatments at baseline and HCRU, including number of pharmacist and physician/nurse practitioner visits over time are reported. QoL-related outcomes were assessed via the Self-Esteem and Relationship Questionnaire (SEAR), 2-Item Patient Health Questionnaire and ratings of sexual satisfaction. Generalised linear models were used to assess the association of sildenafil-P use with total physician/nurse practitioner and pharmacist visits and QoL-related outcomes at 12 months. RESULTS Overall, 1162 men completed the survey at all 5 time points. The mean ± SD age was 59.02 ± 12.06 years; 55.42% reported having a moderate-to-severe ED. Hypertension (37.52%) and hypercholesterolaemia (31.50%) were the most common risk factors for ED. At baseline, 62.99% were not using any ED treatment. After adjusting for baseline visits/other covariates, mean physician/nurse practitioner (3.68 vs 2.87; P = .003) and pharmacist visits for any reason (2.10 vs 1.34; P < .001) at 12 months were significantly higher among sildenafil-P users than those who never used sildenafil-P. Sildenafil-P users also had significantly higher SEAR total and domain (sexual relationship and self-esteem) scores at 12 months. CONCLUSION Following the reclassification to a pharmacy medicine in the UK, sildenafil-P was associated with a higher number of physician/nurse practitioner and pharmacist visits for any reason. Sildenafil-P use was also associated with better QoL, although group differences were small in magnitude.
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Affiliation(s)
| | | | | | - Birol Emir
- Statistical Research and Data CenterGlobal Product DevelopmentPfizer IncNew YorkNYUSA
| | | | | | | | | | | | - David Taylor
- School of PharmacyUniversity College LondonLondonUnited Kingdom
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Zou KH, Li JZ, Salem LA, Imperato J, Edwards J, Ray A. Harnessing real-world evidence to reduce the burden of noncommunicable disease: health information technology and innovation to generate insights. Health Serv Outcomes Res Methodol 2020; 21:8-20. [PMID: 33173407 PMCID: PMC7646714 DOI: 10.1007/s10742-020-00223-7] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/15/2020] [Revised: 09/01/2020] [Accepted: 10/09/2020] [Indexed: 02/06/2023]
Abstract
Noncommunicable diseases (NCDs) are the leading causes of mortality and morbidity across the world and factors influencing global poverty and slowing economic development. We summarize how the potential power of real-world data (RWD) and real-world evidence (RWE) can be harnessed to help address the disease burden of NCDs at global, national, regional and local levels. RWE is essential to understand the epidemiology of NCDs, quantify NCD burdens, assist with the early detection of vulnerable populations at high risk of NCDs by identifying the most influential risk factors, and evaluate the effectiveness and cost-benefits of treatments, programs, and public policies for NCDs. To realize the potential power of RWD and RWE, challenges related to data integration, access, interoperability, standardization of analytical methods, quality control, security, privacy protection, and ethical standards for data use must be addressed. Finally, partnerships between academic centers, governments, pharmaceutical companies, and other stakeholders aimed at improving the utilization of RWE can have a substantial beneficial impact in preventing and managing NCDs.
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Affiliation(s)
- Kelly H Zou
- Research, Development and Medical, Upjohn Division, Pfizer Inc, 235 East 42nd Street, MS 235-9-1, New York, NY 10017 USA
| | - Jim Z Li
- Research, Development and Medical, Upjohn Division, Pfizer Inc, 10777 Science Center Drive, San Diego, CA 92121 USA
| | - Lobna A Salem
- Research, Development and Medical, Upjohn Division, Pfizer Inc, 235 East 42nd Street, MS 235-9-1, New York, NY 10017 USA
| | - Joseph Imperato
- Research, Development and Medical, Upjohn Division, Pfizer Inc, 235 East 42nd Street, MS 235-9-1, New York, NY 10017 USA
| | - Jon Edwards
- Envision Pharma Group, Envision House, 5 North Street, Horsham, RH12 1XQ UK
| | - Amrit Ray
- Research, Development and Medical, Upjohn Division, Pfizer Inc, 500 Arcola Road, Collegeville, PA 19426 USA
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Zou KH, Li JZ, Imperato J, Potkar CN, Sethi N, Edwards J, Ray A. Harnessing Real-World Data for Regulatory Use and Applying Innovative Applications. J Multidiscip Healthc 2020; 13:671-679. [PMID: 32801731 PMCID: PMC7383026 DOI: 10.2147/jmdh.s262776] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/14/2020] [Accepted: 06/23/2020] [Indexed: 12/30/2022] Open
Abstract
A vast quantity of real-world data (RWD) are available to healthcare researchers. Such data come from diverse sources such as electronic health records, insurance claims and billing activity, product and disease registries, medical devices used in the home, and applications on mobile devices. The analysis of RWD produces real-world evidence (RWE), which is clinical evidence that provides information about usage and potential benefits or risks of a drug. This review defines and explains RWD, and it also details how regulatory authorities are using RWD and RWE. The main challenges in harnessing RWD include collating and analyzing numerous disparate types or categories of available information including both structured (eg, field entries) and unstructured (eg, doctor notes, discharge summaries, social media posts) data. Although the use of artificial intelligence to capture, amalgamate, standardize, and analyze RWD is still evolving, it has the potential to support the increased use of RWE to improve global health and healthcare.
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Affiliation(s)
- Kelly H Zou
- Research, Development and Medical, Upjohn Division, Pfizer Inc, New York, NY 10017, USA
| | - Jim Z Li
- Research, Development and Medical, Upjohn Division, Pfizer Inc, San Diego, CA 92121, USA
| | - Joseph Imperato
- Business Technology, Upjohn Division, Pfizer Inc, New York, NY 10017, USA
| | - Chandrashekhar N Potkar
- Research, Development and Medical, Pfizer Gulf FZ LLC, Dubai Media City, United Arab Emirates
| | - Nikuj Sethi
- Business Technology, Upjohn Division, Pfizer Inc, Collegeville, PA 19426, USA
| | - Jon Edwards
- Envision Pharma Group, Envision House, Horsham RH12 1XQ, UK
| | - Amrit Ray
- Research, Development and Medical, Upjohn Division, Pfizer Inc, Collegeville, PA 19426, USA
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Chuang CC, Yang E, Zou KH, Araiza A, Wang A, Luo X. Health and functional status, health events, use of healthcare services and costs associated with overactive bladder among the medically complex vulnerable elderly in the US. Int J Clin Pract 2019; 73:e13207. [PMID: 30011108 DOI: 10.1111/ijcp.13207] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/29/2017] [Accepted: 04/19/2018] [Indexed: 11/29/2022] Open
Abstract
AIMS To assess the prevalence of overactive bladder (OAB) among medically complex vulnerable elderly (MCVE) patients in the United States and to compare health status measures, functional status, healthcare events, use of healthcare services and costs between MCVE patients with and without OAB. METHODS Using the 2001-2010 Medicare Current Beneficiary Surveys, we defined the MCVE as those respondents who were ≥65 years old with scores ≥3 on the Vulnerable Elders Survey-13. OAB diagnosis codes or self-reported use of antimuscarinic medications were used to identify MCVE individuals with OAB. Multiple regression analyses were used to estimate the adjusted relationship between OAB and the outcome measures. RESULTS The annual prevalence of OAB among the MCVE increased from 9.6% in 2001 to 13.5% in 2010. MCVE individuals with OAB were more likely to have experienced falls or fractures (odds ratio [OR] = 1.6; 95% confidence interval [CI]: 1.3-2.0), urinary tract infections (OR = 4.3; 95% CI: 3.5-5.4), institutionalization (OR = 1.9; 95% CI: 1.4-2.5), limitations in activity of daily living (ADL) (OR = 1.4; 95% CI: 1.1-1.7) and instrumental ADL (OR = 1.5; 95% CI: 1.2-2.0), hospital admission (OR = 1.6; 95% CI: 1.3-2.0) and emergency department admissions (OR = 1.6; 95% CI: 1.3-2.0) than those without OAB. MCVE individuals with OAB incurred, on average, $7188 (2013 dollars) more in healthcare costs than those without OAB. DISCUSSION/CONCLUSIONS The prevalence of OAB in the MCVE population increased over time. OAB is associated with substantial clinical and economic burden. Further research is warranted to understand whether better management of the MCVE population with OAB may reduce healthcare resource use.
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Affiliation(s)
| | - Erru Yang
- Genentech, South San Francisco, CA, USA
| | | | | | - Alan Wang
- Bristol-Myers Squibb, Lawrence Township, NJ, USA
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Zou KH, Evers K. Image Perception and Diagnostic Accuracy of Digital Mammography: An Editorial. Acad Radiol 2019; 26:724-725. [PMID: 30904273 DOI: 10.1016/j.acra.2019.02.017] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/19/2019] [Accepted: 02/20/2019] [Indexed: 10/27/2022]
Affiliation(s)
- Kelly H Zou
- Pfizer Inc, 235 East 42nd Street, Mail Stop 235-5-1, New York, NY 10017.
| | - Kathryn Evers
- Fox Chase Cancer Center, American Oncologic Hospital, Philadelphia, Pennsylvania
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Katkade VB, Sanders KN, Zou KH. Real world data: an opportunity to supplement existing evidence for the use of long-established medicines in health care decision making. J Multidiscip Healthc 2018; 11:295-304. [PMID: 29997436 PMCID: PMC6033114 DOI: 10.2147/jmdh.s160029] [Citation(s) in RCA: 140] [Impact Index Per Article: 23.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/15/2023] Open
Abstract
Evidence from medication use in the real world setting can help to extrapolate and/or augment data obtained in randomized controlled trials and establishes a broad picture of a medication’s place in everyday clinical practice. By supplementing and complementing safety and efficacy data obtained in a narrowly defined (and often optimized) patient population in the clinical trial setting, real world evidence (RWE) may provide stakeholders with valuable information about the safety and effectiveness of a medication in large, heterogeneous populations. RWE is emerging as a credible information source; however, there is scope for enhancements to real world data (RWD) sources by understanding their complexities and applying the most appropriate analytical tools in order to extract relevant information. In addition to providing information for clinicians, RWE has the potential to meet the burden of evidence for regulatory considerations and may be used in approval of new indications for medications. Further understanding of RWD collection and analysis is needed if RWE is to achieve its full potential.
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Kistler KD, Xu Y, Zou KH, Ntanios F, Chapman DS, Luo X. Systematic literature review of clinical trials evaluating pharmacotherapy for overactive bladder in elderly patients: An assessment of trial quality. Neurourol Urodyn 2017; 37:54-66. [PMID: 28763112 DOI: 10.1002/nau.23309] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/12/2017] [Accepted: 04/16/2017] [Indexed: 01/10/2023]
Abstract
AIMS Overactive bladder (OAB) disproportionately affects older-aged adults, yet most randomized controlled trials (RCTs) underrepresent patients ≥65. This systematic literature review (SLR) identified RCTs evaluating β-3 adrenergic agonists or muscarinic antagonists in elderly patients with OAB, and compared study quality across trials. METHODS MEDLINE® , Embase® , and Cochrane Collaboration Central Register of Clinical Trials databases were searched from inception through April 28, 2015 to identify published, peer-reviewed RCT reports evaluating β-3 adrenergic agonists or muscarinic antagonists in elderly OAB patients (either ≥65 years or study-described as "elderly"). To assess study quality of RCT reports, we focused on internal/external validity, assessed via two scales: the validated Effective Public Health Practice Project [EPHPP]): Quality Assessment Tool for Quantitative Studies, and a tool commissioned by the Agency for Healthcare Research and Quality (AHRQ). RESULTS Database searches yielded 1380 records that were then screened according to predefined inclusion/exclusion criteria. We included eight papers meeting study criteria. Despite scientific community efforts to improve RCT reporting standards, published reports still include incomplete and inconsistent reporting-of subject attrition, baseline patient characteristics, inclusion/exclusion criteria, and other important details. Only three of the eight OAB RCTs in this review received quality ratings of Strong (EPHPP) or Fair (AHRQ) and were multicenter with large samples. CONCLUSIONS Despite the prevalence of OAB among older age individuals, relatively few RCTs evaluate OAB treatments explicitly among elderly subjects. The findings from this quality assessment suggest some areas for improvement in both conduct and reporting of future RCTs assessing OAB treatment in elderly.
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Anger JT, Goldman HB, Luo X, Carlsson MO, Chapman D, Zou KH, Russell D, Ntanios F, Esinduy CB, Clemens JQ. Patterns of medical management of overactive bladder (OAB) and benign prostatic hyperplasia (BPH) in the United States. Neurourol Urodyn 2017; 37:213-222. [DOI: 10.1002/nau.23276] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/21/2016] [Accepted: 03/08/2017] [Indexed: 11/06/2022]
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Gong J, Baker CL, Zou KH, Bruno M, Jumadilova Z, Lawrence D, Wilson B, Ewel C. A Pragmatic Randomized Trial Comparing Telephone-Based Enhanced Pharmacy Care and Usual Care to Support Smoking Cessation. J Manag Care Spec Pharm 2017; 22:1417-1425. [PMID: 27882838 PMCID: PMC10397624 DOI: 10.18553/jmcp.2016.22.12.1417] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/05/2022]
Abstract
BACKGROUND Smoking is the leading preventable cause of death, and tobacco control professionals continue to make progress in cessation efforts. Pharmacists can assist smokers seeking to quit by offering counseling on smoking cessation pharmacotherapies. Pragmatic randomized trials are useful for investigating practical questions about an intervention's risks, benefits, and costs in routine clinical practice. OBJECTIVE To evaluate an enhanced pharmacy care (EPC) program involving personalized pharmacist-provided telephone counseling for supporting prescription smoking cessation medications compared with usual care (UC). METHODS Cigarette smokers filling a newly prescribed smoking cessation pharmacotherapy and with pharmacy benefits managed by Express Scripts were recruited. Qualified subjects were randomized 1:1 to EPC and UC. Subjects in EPC received 3 telephone-counseling sessions from specialist pharmacists during the early course of the study, while subjects in UC did not receive any counseling sessions. Study outcomes were collected through telephone contact and using the Express Scripts prescription database. The primary outcome assessed the 1-week point prevalence (PP) of smoking abstinence at the end of the trial (week 12). Secondary outcomes included 4-week PP at week 12 and adherence, evaluated by proportion of days covered (PDC), to prescribed smoking cessation pharmacotherapies. RESULTS There were 1,017 randomized subjects. Among them, 1,002 subjects were included in the analysis, and 513 were randomized into EPC and 489 into UC. Baseline demographics, smoking history, and prescribed smoking cessation pharmacotherapies were comparable. Varenicline and nicotine replacement therapy (NRT) were most frequently prescribed for smoking cessation. In EPC, 46.0% received all 3 counseling sessions; 29.4% received 2 sessions; and 14.6% received 1 session. Overall, 353 subjects in EPC and 383 subjects in UC completed the week 12 assessment. In the analysis for 1-week PP of smoking abstinence at week 12, the percentage of abstainers in EPC was numerically higher than in UC (42.3% vs. 38.2%) with OR = 1.24, 95% CI = 0.96-1.61. It was not statistically significant. Adherence to prescription smoking cessation medication was significantly higher in EPC versus UC (49.7% vs. 45.6%; P = 0.033). CONCLUSIONS This study evaluated whether a telephone-based pharmacy care program, provided by pharmacists and designed to support attempted quitters, improved quitting and increased adherence over usual care. The findings suggest that an enhanced program may benefit smokers by increasing prescription smoking cessation medication adherence. Future research should explore this program's effect on smokers who are compliant, based on insights on quitting provided by the post hoc analyses and limitations of the current study design. DISCLOSURES This study was sponsored by Pfizer. Gong, Baker, Zou, Bruno, Jumadilova, and Lawrence are employees and stockholders of Pfizer. Wilson and Ewel are employees of United BioSource Corporation, which received funding from Pfizer for conducting this study and for the development of this manuscript. Study concept and design were contributed by Gong, Bruno, and Ewel, with assistance from Jumadilova, Lawrence, and Zou. Gong, Jumadilova, Lawrence, and Ewel collected the data. Data interpretation was performed by Baker, Zou, and Wilson, assisted by Gong, Lawrence, and Ewel. The manuscript was written by Baker, Ewel, and Gong, with assistance from the other authors, and revised by Baker, Wilson, Zou, and Gong, with assistance from Bruno and Jumadilova.
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Affiliation(s)
- Jason Gong
- 1 Clinical Sciences, Pfizer, New York, New York
| | | | - Kelly H Zou
- 2 Global Innovative Pharma Business-Statistics, Pfizer, New York, New York
| | - Marianna Bruno
- 4 Medical Affairs North America, Pfizer, New York, New York
| | | | - David Lawrence
- 2 Global Innovative Pharma Business-Statistics, Pfizer, New York, New York
| | - Beth Wilson
- 5 United BioSource Corporation, Blue Bell, Pennsylvania
| | - Cynthia Ewel
- 5 United BioSource Corporation, Blue Bell, Pennsylvania
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Baker CL, Flores NM, Zou KH, Bruno M, Harrison VJ. Benefits of quitting smoking on work productivity and activity impairment in the United States, the European Union and China. Int J Clin Pract 2017; 71:e12900. [PMID: 28097760 PMCID: PMC5299499 DOI: 10.1111/ijcp.12900] [Citation(s) in RCA: 32] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/07/2016] [Accepted: 09/27/2016] [Indexed: 11/27/2022] Open
Abstract
BACKGROUND Smoking has important health and economic consequences for individuals and society. This study expands the understanding of work-related burden associated with smoking and benefit of smoking cessation across the US, European Union (EU) and China using large-scale, representative survey methodology. METHODS Data utilised the 2013 National Health and Wellness Survey in United States (US), EU5 (UK, France, Germany, Italy, and Spain) and China. Working-aged respondents 18-64 were used in the analyses (US N=58 500; EU5 N=50 417; China N=17 987) and were categorised into: current smokers, trying to quit, former smokers and never smokers. Generalised linear models controlling for demographics and health characteristics examined the relationship of smoking status with work productivity and activity impairment (WPAI-GH). The WPAI-GH measures were: absenteeism, presenteeism, overall work impairment, and activity impairment. Separately, current smokers were compared with those who quit 0-4, 5-10 and 11 or more years ago on WPAI-GH end-points. RESULTS Current smokers reported greater absenteeism in the US and China and greater presenteeism, overall work impairment, and activity impairment than former and never smokers across the three regions. Those who quit even 0-4 years ago demonstrated lower absenteeism, presenteeism, and activity impairment in China and lower presenteeism, overall work impairment, and activity impairment in the US and EU5. CONCLUSIONS Smoking was associated with significant work productivity loss in the US, EU5 and China. The results suggest that quitting benefits extend to work productivity rapidly after cessation, serving to further encourage and promote the implementation of workplace cessation programs.
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Abstract
OBJECTIVES Although much has been published about the demographic and clinical characteristics of elderly patients with overactive bladder (OAB) who were enrolled in clinical trials, very little is known about the general population of elderly Americans with OAB. We update this gap in the literature by using real-world data to describe this population. METHODS We used Medicare claims and the Medicare Current Beneficiary Surveys from 2006 to 2011 to identify patients with OAB. We describe the demographic characteristics, functional impairment and physical limitations, concurrent medical conditions, Charlson Comorbidity Index (CCI) scores, and concomitant medication use of patients with OAB; these characteristics are also described by sex and age group (65-74 vs. ≥75 years). We also compare the characteristics of OAB with non-OAB patients. RESULTS We identified 415 elderly patients with OAB (average age 79 years; 71% female) and 6868 without OAB (average age 77 years; 62% female). Patients with OAB reported high levels of functional impairment as measured by the Activities of Daily Living (44% vs. 33% for non-OAB patients), Instrumental ADL (53% vs. 40% for non-OAB patients), and physical functioning limitation (90% vs. 81% for non-OAB patients) scales. Elderly patients with OAB also experienced high levels of comorbidity burden, as measured by the number of medical conditions (18 vs. 11 for non-OAB patients), CCI (2.1 vs. 1.4 for non-OAB patients), and number of non-OAB-related concomitant medications used (11 vs. 8 for non-OAB patients). CONCLUSIONS Elderly patients with OAB in the general population have high levels of functional impairment and physical limitations, comorbidity, and concomitant medication use. These characteristics should be taken into consideration when managing OAB symptoms and designing future clinical studies. These results, which are representative of elderly patients with OAB in the general US population, should, however, be interpreted in light of the key limitations of the data we used: patients may have been misclassified and medical conditions overestimated due to artifacts of diagnosis coding and our results can only be generalized to patients who were enrolled in Medicare Parts A, B, and D for at least 12 continuous months.
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Mulhall JP, Luo X, Zou KH, Stecher V, Galaznik A. Relationship between age and erectile dysfunction diagnosis or treatment using real-world observational data in the USA. Int J Clin Pract 2016; 70:1012-1018. [PMID: 28032424 PMCID: PMC5540144 DOI: 10.1111/ijcp.12908] [Citation(s) in RCA: 50] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/10/2016] [Accepted: 10/07/2016] [Indexed: 01/05/2023] Open
Abstract
AIMS With self-reporting of erectile dysfunction (ED) in population-based surveys, men with ED may not represent men who are bothered sufficiently to seek an ED diagnosis and treatment. We used real-world observational data to assess: 1) the prevalence of ED diagnosis or treatment by age subgroups; and 2) the relationship of age with ED diagnosis or treatment after controlling for ED-related comorbidities in the USA. METHODS This cross-sectional study used de-identified claims data (MarketScan® databases; primary analysis). Sensitivity analysis was conducted using electronic health records (Humedica® database). Inclusion criteria were men aged ≥18 years with a 360-day continuous enrollment before the index date. We assessed the prevalence of ED diagnosis or phosphodiesterase type 5 inhibitor (PDE5I) prescription by age and the risk for ED diagnosis or treatment by age after controlling for comorbidities (hypertension, other cardiovascular disease, diabetes mellitus, depression and benign prostatic hyperplasia). RESULTS Of 19,833,939 men meeting inclusion criteria in the primary analysis, only 1 108 842 (5.6%) had an ED diagnosis or PDE5I prescription (mean [SD] age: 55.2 [11.2] years). Prevalence of ED diagnosis or treatment increased from age 18-29 years (0.4%) to 60-69 years (11.5%), then decreased in the seventh (11.0%), eighth (4.6%), and ninth (0.9%) decades. Men with ED diagnosis or treatment had a higher prevalence of any comorbidity (63.1% vs 29.3% for men without ED) and of each comorbid condition. In multivariate analyses, age was an independent risk factor for ED diagnosis or treatment. Sensitivity analysis provided consistent results. CONCLUSIONS In a real-world setting in the USA, the prevalence of ED diagnosis or PDE5I treatment is generally low, increases with age, decreases in very old men, and is associated with increased prevalence of comorbidities. Age is an independent risk factor for ED diagnosis or treatment after controlling for comorbidities.
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Affiliation(s)
- John P. Mulhall
- Memorial Sloan Kettering Cancer Center Urology Service, Department of Surgery, New York, NY, USA
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Zou KH, Yucel RM, Paddock SM, Yoon F. Statistical science at the forefront of health policy research: two ICHPS 2015 special issues. Health Serv Outcomes Res Method 2016. [DOI: 10.1007/s10742-016-0165-5] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/01/2022]
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Pasquale MK, Xu Y, Baker CL, Zou KH, Teeter JG, Renda AM, Davis CC, Lee TC, Bobula J. COPD exacerbations associated with the modified Medical Research Council scale and COPD assessment test among Humana Medicare members. Int J Chron Obstruct Pulmon Dis 2016; 11:111-21. [PMID: 26834468 PMCID: PMC4716734 DOI: 10.2147/copd.s94323] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/23/2022] Open
Abstract
Background The Global initiative for chronic Obstructive Lung Disease guidelines recommend assessment of COPD severity, which includes symptomatology using the modified Medical Research Council (mMRC) or COPD assessment test (CAT) score in addition to the degree of airflow obstruction and exacerbation history. While there is great interest in incorporating symptomatology, little is known about how patient reported symptoms are associated with future exacerbations and exacerbation-related costs. Methods The mMRC and CAT were mailed to a randomly selected sample of 4,000 Medicare members aged >40 years, diagnosed with COPD (≥2 encounters with International Classification of Dis eases-9th Edition Clinical Modification: 491.xx, 492.xx, 496.xx, ≥30 days apart). The exacerbations and exacerbation-related costs were collected from claims data during 365-day post-survey after exclusion of members lost to follow-up or with cancer, organ transplant, or pregnancy. A logistic regression model estimated the predictive value of exacerbation history and symptomatology on exacerbations during follow-up, and a generalized linear model with log link and gamma distribution estimated the predictive value of exacerbation history and symptomatology on exacerbation-related costs. Results Among a total of 1,159 members who returned the survey, a 66% (765) completion rate was observed. Mean (standard deviation) age among survey completers was 72.0 (8.3), 53.7% female and 91.2% white. Odds ratios for having post-index exacerbations were 3.06, 4.55, and 16.28 times for members with 1, 2, and ≥3 pre-index exacerbations, respectively, relative to members with 0 pre-index exacerbations (P<0.001 for all). The odds ratio for high vs low symptoms using CAT was 2.51 (P<0.001). Similarly, exacerbation-related costs were 73% higher with each incremental pre-index exacerbation, and over four fold higher for high-vs low-symptom patients using CAT (each P<0.001). The symptoms using mMRC were not statistically significant in either model (P>0.10). Conclusion The patient-reported symptoms contribute important information related to future COPD exacerbations and exacerbation-related costs beyond that explained by exacerbation history.
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Affiliation(s)
| | - Yihua Xu
- Comprehensive Health Insights, Inc., Humana Inc., Louisville, KY
| | - Christine L Baker
- Outcomes and Evidence, Global Health & Value, Pfizer Inc., New York, NY
| | - Kelly H Zou
- Statistical Center for Outcomes, Real-World and Aggregate Data, Global Innovative Pharma Business, Pfizer Inc., New York, NY
| | - John G Teeter
- Global Medical Development, Global Innovative Pharma Business, Pfizer Inc., Groton, CT, KY
| | - Andrew M Renda
- Retail Strategy & Execution, Humana Inc., Louisville, KY
| | - Cralen C Davis
- Comprehensive Health Insights, Inc., Humana Inc., Louisville, KY
| | - Theodore C Lee
- Global Medical Affairs, Global Innovative Pharma Business, Pfizer Inc., New York, NY, USA
| | - Joel Bobula
- Outcomes and Evidence, Global Health & Value, Pfizer Inc., New York, NY
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Qin L, Luo X, Zou KH, Snedecor SJ. Economic impact of using fesoterodine for the treatment of overactive bladder with urge urinary incontinence in a vulnerable elderly population in the United States. J Med Econ 2016; 19:229-35. [PMID: 26488196 DOI: 10.3111/13696998.2015.1111893] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Abstract
OBJECTIVES To assess the costs of treating overactive bladder (OAB) with fesoterodine compared to no OAB pharmacotherapy among vulnerable elderly from the US payer perspective. METHODS A decision analytic cost model was developed to estimate the 52-week costs of a cohort of vulnerable elderly with OAB initiating treatment with fesoterodine or no OAB pharmacotherapy. Vulnerable elderly OAB patients were defined as those aged ≥65 years with self-reported urge urinary incontinence (UUI) symptoms for ≥3 months, 2-15 UUI episodes/day, and at risk of deteriorating health by a score of ≥3 on the Vulnerable Elders Survey (VES)-13. Patients were evaluated for fesoterodine treatment response (defined as no UUI episodes) and persistence at weeks 12, 26, and 52. The model included a hypothetical health plan with 100,000 elderly members. A total of 7096 vulnerable elderly subjects were identified as the model target population based on the percentage of vulnerable elderly and annual prevalence of OAB among vulnerable elderly. OAB-related costs included fesoterodine drug acquisition costs, healthcare resource use (inpatient hospitalization, outpatient visits, and physician office visits), and OAB-related co-morbidities (falls/fractures, urinary tract infections, depression, and nursing home admissions). All costs were inflated to 2013 US$ using the medical care component of the consumer price index (CPI). RESULTS When 7096 vulnerable elderly OAB patients were treated with fesoterodine, US healthcare payers could save $11,463,981 per year, or $1616 per patient vs no OAB pharmacotherapy. Univariate one-way sensitivity analyses supported the robustness of the findings and showed results were most sensitive to changes in fesoterodine efficacy followed by annual costs of inpatient hospitalization. CONCLUSIONS From a US payer perspective, treating vulnerable elderly OAB patients with fesoterodine was cost-saving compared to no OAB pharmacotherapy.
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Affiliation(s)
- Lei Qin
- a a Pharmerit International , Bethesda , MD , USA
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Lee LK, Goren A, Zou KH, Odell K, Russell D, Araiza AL, Luo X. Potential benefits of diagnosis and treatment on health outcomes among elderly people with symptoms of overactive bladder. Int J Clin Pract 2016; 70:66-81. [PMID: 26662296 PMCID: PMC4738527 DOI: 10.1111/ijcp.12758] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/30/2022] Open
Abstract
OBJECTIVES This study examined potential benefits of diagnosing and treating elderly adults with overactive bladder (OAB) symptoms. METHODS Data were analysed from the OAB Re-Contact Study (N = 2750), a cross-sectional, self-reported Internet survey. Elderly respondents (65+ years old) with OAB were identified according to current medication use to control OAB symptoms or by scores > 14 (men) or > 16 (women) on the OAB Awareness Tool. Treated were those currently using prescription medication and never treated were those who never used prescription medication for OAB. Outcome measures included health-related quality of life, activity impairment, OAB-related severity and symptoms, and healthcare resource use (e.g. hospitalisations). Generalised linear models predicted health outcomes as a function of diagnosis or treatment, adjusting for covariates. RESULTS Diagnosed vs. not diagnosed elderly respondents had higher mental component summary (MCS) scores and SF-6D health utilities, and less activity impairment. Treated vs. never treated elderly respondents had higher MCS and SF-6D health utilities, less activity impairment, fewer OAB symptoms, lower OAB Awareness Tool scores, and lower odds of having bladder problems or incontinence. There were no significant differences in healthcare resource use. Further analysis by age group (middle-aged vs. elderly respondents) revealed significantly greater diagnosis- and treatment-related benefits on MCS (2.93 and 4.49 points more, respectively) and activity impairment (1.24 and 1.37 times as much, respectively) among elderly respondents. CONCLUSIONS Diagnosis and treatment were each associated with a lower health burden for elderly adults with OAB symptoms. These findings highlighted the importance of diagnosis and treatment in alleviating OAB symptoms and their impact on health outcomes.
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Affiliation(s)
- L K Lee
- Kantar Health, New York, NY, USA
| | - A Goren
- Kantar Health, New York, NY, USA
| | - K H Zou
- Pfizer Inc, New York, NY, USA
| | - K Odell
- Pfizer Inc, New York, NY, USA
| | | | | | - X Luo
- Pfizer Inc, Groton, CT, USA
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Luo X, Chuang CC, Yang E, Zou KH, Araiza AL, Bhagnani T. Prevalence, management and outcomes of medically complex vulnerable elderly patients with urinary incontinence in the United States. Int J Clin Pract 2015; 69:1517-24. [PMID: 26355637 PMCID: PMC5049491 DOI: 10.1111/ijcp.12740] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/29/2022] Open
Abstract
OBJECTIVES To assess the prevalence, patient-physician communication, treatment and health outcomes associated with urinary incontinence (UI) among the medically complex vulnerable elderly (MCVE) in the United States (US). METHODS Data from the 2006 to 2012 Medicare Health Outcomes Survey (HOS) were used. MCVE patients were aged 65+ years with a HOS VE score ≥ 3. UI was reported as a small, big or no problem. Descriptive statistics were used to assess patient-physician communication and treatment. Multivariable regression analyses were performed to assess the association of small or big UI problems with various outcomes. RESULTS The annual UI prevalence increased among MCVE [from 35.8% (2006) to 38.6% (2012)]. MCVE with big UI problems communicated with their physicians more often than those with small UI problems (77.9% and 49.6%, respectively); however, treatment of UI remained low (48.5% and 29.1%, respectively). Physical component summary (PCS) and mental component summary (MCS) scores were lower among MCVE with small or big UI problems compared with those with no UI problems, respectively. The decrements in PCS and MCS scores associated with big UI problems were greater than the decrements associated with any of the other assessed conditions. MCVE with small or big UI problems, respectively, were more likely to report past falls, depression and activity daily living limitations vs. those without UI. The odds of having experienced these outcomes were greater for those with big UI vs. small UI problems. CONCLUSIONS Urinary incontinence prevalence in the USA increased among MCVE from 2006 to 2012, although treatment of UI remained low. UI problems, particularly big UI problems, adversely impact health outcomes. Efforts to better identify and manage UI among the MCVE are needed.
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Affiliation(s)
- X Luo
- Outcomes & Evidence, Global Health & Value, Pfizer Inc, Groton, CT, USA
| | - C-C Chuang
- Retrospective Data Analysis, Evidera Inc, Lexington, MA, USA
| | - E Yang
- Retrospective Data Analysis, Evidera Inc, Lexington, MA, USA
| | - K H Zou
- Statistics, Pfizer Inc, New York, NY, USA
| | - A L Araiza
- Outcomes & Evidence, Global Health & Value, Pfizer Inc, New York, NY, USA
| | - T Bhagnani
- Retrospective Data Analysis, Evidera Inc, Lexington, MA, USA
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Goldman HB, Anger JT, Esinduy CB, Zou KH, Russell D, Luo X, Ntanios F, Carlsson MO, Clemens JQ. Real-World Patterns of Care for the Overactive Bladder Syndrome in the United States. Urology 2015; 87:64-9. [PMID: 26436212 DOI: 10.1016/j.urology.2015.09.025] [Citation(s) in RCA: 22] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/18/2015] [Revised: 09/18/2015] [Accepted: 09/22/2015] [Indexed: 11/25/2022]
Abstract
OBJECTIVE To examine the "real-world" overactive bladder (OAB) practice patterns using national data in the United States. MATERIALS AND METHODS The Humedica EHR database was queried. This database consists of de-identified patient records from a network of organizations treating approximately over 30 million patients across states in the United States. The entire study period was from July 1, 2008, to September 30, 2013. Patients with a diagnosis of OAB between July 1, 2009, and June 30, 2012 were included and followed. Patient comorbidities, demographics, diagnostic testing, and medication usage were analyzed. RESULTS Of 19,309,600 subjects enrolled during the study period, 46,648 adults had a diagnosis of OAB, with follow-up of at least 6 months, and met the inclusion criteria. There were 35,315 women and 11,333 men. Compared with women, men with OAB were more likely to undergo post-void residual measurement (32% vs 22%) and diagnostic cystoscopy (10% vs 7%). Women were more likely than men to undergo urodynamics (7% vs 3%). Overall, 34% of women and 19% of men diagnosed with OAB were prescribed medication. CONCLUSION Few patients with OAB underwent invasive diagnostic testing. Anticholinergic medication was prescribed to a minority of patients diagnosed with OAB, indicating possible underuse of a potentially effective therapy. Men were less likely than women to receive medical therapy, despite the fact that OAB is common in both sexes.
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Anger JT, Goldman HB, Zou KH, Luo X, Russell DJ, Chapman D, Esinduy C, Clemens JQ. MP24-13 PATTERNS OF NON-SURGICAL MANAGEMENT OF BENIGN PROSTATIC HYPERPLASIA (BPH) IN THE UNITED STATES. J Urol 2015. [DOI: 10.1016/j.juro.2015.02.1155] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/23/2022]
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Trocio JN, Brubaker L, Schabert VF, Bavendam T, Chen CI, Zou KH, Petrilla AA, Burgio KL. Fesoterodine Prescription Fill Patterns and Evaluation of theYourWayPatient Support Plan for Patients With Overactive Bladder Symptoms and Physicians. Postgrad Med 2015; 126:246-56. [DOI: 10.3810/pgm.2014.05.2773] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/05/2022]
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Kleinman NL, Odell K, Chen CI, Atkinson A, Zou KH. Persistence and adherence with urinary antispasmodic medications among employees and the impact of adherence on costs and absenteeism. J Manag Care Spec Pharm 2014; 20:1047-56. [PMID: 25278327 PMCID: PMC10441024 DOI: 10.18553/jmcp.2014.20.10.1047] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/05/2022]
Abstract
BACKGROUND Overactive bladder (OAB) and related conditions, such as urge urinary incontinence (UI), can interfere with work, leisure activities, and healthy sleep patterns. OBJECTIVES To report (a) employee urinary antispasmodic (UA) medication persistence and adherence; (b) the impact of salary and copay on adherence; and (c) the impact of UA adherence on medical, pharmacy, sick leave (SL), short- and long-term disability (STD, LTD), workers' compensation costs, work absence days, and turnover. METHODS This retrospective study used a 2001-2011 database of claims, payroll, and demographic data from 27 large U.S. employers. Employees aged 18-64 years taking UA medications with health plan enrollment from 6 months before the index UA medication prescription to 12 months after were included. Persistence (days until first ≥ 30-day gap in UA medication supply) and adherence (percentage of the annual post-index period with available medication) were assessed using survival analysis and generalized linear regression models that controlled for demographics, job-related factors, copay, and pre-index employee benefit utilization. RESULTS 2,960 employees met study criteria. Median days of persistence by OAB subtype were 76, 82, 43, 66, and 60 for urge UI, mixed UI, nocturnal UI, other OAB, and no diagnosis, respectively (P less than 0.05 for urge and mixed vs. no diagnosis). Increased copay and copay as a percentage of salary were associated with lower adherence. Employees with ≥ 80% adherence had lower medical, SL, and STD and higher overall drug costs than employees with less than 80% adherence. CONCLUSIONS This study suggests potential economic benefits to employers from increased UA adherence. Additionally, economic factors such as ability to pay influence adherence to UA medications.
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Affiliation(s)
| | - Kevin Odell
- HCMS Group LLC, 415 W. 17th St., Ste. 250, Cheyenne, WY 82001.
| | - Chieh-I Chen
- HCMS Group LLC, 415 W. 17th St., Ste. 250, Cheyenne, WY 82001.
| | - Amy Atkinson
- HCMS Group LLC, 415 W. 17th St., Ste. 250, Cheyenne, WY 82001.
| | - Kelly H. Zou
- HCMS Group LLC, 415 W. 17th St., Ste. 250, Cheyenne, WY 82001.
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Yu CR, Zou KH, Carlsson MO, Weerahandi S. Generalized Estimation of the BLUP in Mixed-Effects Models: A Comparison with ML and REML. COMMUN STAT-SIMUL C 2014. [DOI: 10.1080/03610918.2013.790445] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/25/2022]
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Galaznik A, Cappell K, Montejano L, Makinson G, Zou KH, Lenhart G. Impact of Out-of-pocket Costs on Varenicline Utilization and Persistence. J Health Econ Outcomes Res 2014; 2:53-62. [PMID: 37664085 PMCID: PMC10471386 DOI: 10.36469/9888] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 09/05/2023]
Abstract
Background: Varenicline is a smoking cessation medication. Objectives: We analyzed patients' out-of-pocket costs and utilization of and persistence with varenicline. Methods: De-identified claims data in the MarketScan® Commercial Claims and Encounters Database were analyzed retrospectively. Participants were all patients at least 18 years of age continuously enrolled in plans during 2009. Plans were categorized according to restriction (no coverage; prior authorization; smoking cessation program requirement; no restrictions) and out-of-pocket cost for a 30-day supply (low:
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Galaznik A, Chapnick J, Vietri J, Tripathi S, Zou KH, Makinson G. Burden of smoking on quality of life in patients with chronic obstructive pulmonary disease. Expert Rev Pharmacoecon Outcomes Res 2014; 13:853-60. [PMID: 24219055 DOI: 10.1586/14737167.2013.842128] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Abstract
The objective of this study was to assess the impact of smoking on health-related quality of life, Work Productivity and Activity Impairment (WPAI) in chronic obstructive pulmonary disease (COPD) patients. Respondents of the 2009/2010 US National Health and Wellness Survey (NHWS), aged ≥ 40 years, with COPD, chronic bronchitis or emphysema, were included in the study. Current and former (had not smoked for ≥ 11 years) smokers were compared. Physical component summary (PCS) and mental component summary (MCS) scores from the Short Form-12 version 2 (SF-12v2), health utilities (SF-6D) and WPAI were evaluated. Differences between current (n = 1685) and former (n = 1932) smokers were revealed: MCS (44.80, 46.73; p < 0.01); PCS (35.12, 35.79; p < 0.1); SF-6D (0.63, 0.65; p < 0.05). WPAI: presenteeism (23%, 18%; p < 0.05); work impairment (25%, 21%; p < 0.05); activity impairment (52%, 49%; p < 0.01). In conclusion, COPD patients who smoke have poorer health-related quality of life, impaired productivity and higher healthcare costs than former smokers.
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Affiliation(s)
- Aaron Galaznik
- Pfizer Inc., 235 East 42nd Street, New York, NY 10017, USA
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Abstract
BACKGROUND Varenicline, a nicotinic acetylcholine receptor partial agonist, is a pharmacotherapy indicated for smoking cessation treatment. To date, no research has examined the relationship between out-of-pocket (OOP) expense and varenicline adherence among Medicare beneficiaries. OBJECTIVES To (a) characterize medication utilization patterns of varenicline among Medicare members newly initiated on varenicline and (b) examine the relationship between member OOP expense and varenicline medication adherence. METHODS In this retrospective cohort study, pharmacy claims data were used to identify Medicare Advantage Prescription Drug Plan (MAPD) members newly initiated on varenicline. Demographic and clinical characteristics, varenicline medication utilization patterns, and pharmacy costs (total and varenicline-specific) were determined for members included in the study. Varenicline adherence was measured by calculating the proportion of days covered (PDC) over a period of 84 days (12 weeks) after initiation. Multiple regression analysis was used to examine the relationship between varenicline OOP cost and varenicline medication utilization, while controlling for sociodemographic characteristics, clinical factors, and nonvarenicline pharmacy costs. RESULTS A total of 15,452 MAPD members were included in the analysis. Mean (SD) subject age was 62.6 (10.0) years; 21.1% (n = 3,256) were dual eligible; and 33.0% (n = 5,106) received a low-income subsidy. Mean (SD) initial varenicline treatment episode duration was 50.8 (37.8) days, with a mean (SD) varenicline days' supply of 47.8 (32.6) obtained by members during the initial treatment episode. Mean (SD) PDC was 0.51 (0.24), and 14.9% (n = 2,302) of members were classified as adherent to treatment (PDC ≥ 0.80). Greater varenicline OOP expense was significantly associated with lower PDC (regression coefficient = -0.058, P less than 0.001) and significantly associated with lower odds of receiving a refill for varenicline (odds ratio 0.594, 95% CI: 0.540-0.655, P less than 0.001). CONCLUSIONS Among Medicare beneficiaries newly initiated on varenicline, medication adherence was suboptimal, and greater OOP cost was associated with lower adherence and lower odds of refilling varenicline.
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Affiliation(s)
- Brandon T. Suehs
- Comprehensive Health Insights, Inc., 325 W. Main St., WFP6W, Louisville, KY 40202.
| | - Cralen Davis
- Comprehensive Health Insights, Inc., 325 W. Main St., WFP6W, Louisville, KY 40202.
| | - Aaron Galaznik
- Comprehensive Health Insights, Inc., 325 W. Main St., WFP6W, Louisville, KY 40202.
| | - Ashish V. Joshi
- Comprehensive Health Insights, Inc., 325 W. Main St., WFP6W, Louisville, KY 40202.
| | - Kelly H. Zou
- Comprehensive Health Insights, Inc., 325 W. Main St., WFP6W, Louisville, KY 40202.
| | - Nick C. Patel
- Comprehensive Health Insights, Inc., 325 W. Main St., WFP6W, Louisville, KY 40202.
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Price DB, Baker CL, Zou KH, Higgins VS, Bailey JT, Pike JS. Real-world characterization and differentiation of the Global Initiative for Chronic Obstructive Lung Disease strategy classification. Int J Chron Obstruct Pulmon Dis 2014; 9:551-61. [PMID: 24920893 PMCID: PMC4043424 DOI: 10.2147/copd.s62104] [Citation(s) in RCA: 26] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/23/2022] Open
Abstract
BACKGROUND This study aimed to characterize and differentiate the Global Initiative for Chronic Obstructive Lung Disease (GOLD) strategy 2011 cut points through the modified Medical Research Council dyspnea scale (mMRC) and chronic obstructive pulmonary disease (COPD) assessment test (CAT). METHODS Analysis of COPD patient data from the 2012 Adelphi Respiratory Disease Specific Program was conducted in Europe and US. Matched data from physicians and patients included CAT and mMRC scores. Receiver operating characteristic curves and kappa analysis determined a cut point for CAT and mMRC alignment and thus defined patient movement ("movers") within GOLD groups A-D, depending on the tool used. Logistic regression analysis, with a number of physician- and patient-reported covariates, characterized those movers. RESULTS Comparing GOLD-defined high-symptom patients using mMRC and CAT cut points (≥2 and ≥10, respectively), there were 890 (53.65%) movers; 887 of them (99.66%) moved from less symptomatic GOLD groups A and C (using mMRC) to more symptomatic groups B and D (using CAT). For receiver operating characteristic (area under the curve: 0.82, P<0.001) and kappa (maximized: 0.45) recommended CAT cut points of ≥24 and ≥26, movers reduced to 429 and 403 patients, respectively. Logistic regression analysis showed variables significantly associated with movers were related to impact on normal life, age, cough, and sleep (all P<0.05). Within movers, direction of movement was significantly associated with the same variables (all P<0.05). CONCLUSION Use of current mMRC or CAT cut points leads to inconsistencies for COPD assessment classification. It is recommended that cut points are aligned and both tools administered simultaneously for optimal patient care and to allow for closer management of movers. Our research may suggest an opportunity to investigate a combined score approach to patient management based on the worst result of mMRC and CAT. The reduced number of remaining movers may then identify patients who have greater impact of disease and may require a more personalized treatment plan.
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Affiliation(s)
- David B Price
- University of Aberdeen, Division of Applied Health Sciences, Aberdeen, UK
| | - Christine L Baker
- Pfizer Inc, Outcomes and Evidence, Global Health and Value, New York, USA
| | - Kelly H Zou
- Pfizer Inc, Statistical Center for Outcomes, Real-World and Aggregate Data, Global Innovative Pharma Business, New York, USA
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Baker CL, Zou KH, Su J. Long-acting bronchodilator use after hospitalization for COPD: an observational study of health insurance claims data. Int J Chron Obstruct Pulmon Dis 2014; 9:431-9. [PMID: 24833898 PMCID: PMC4014371 DOI: 10.2147/copd.s59322] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/23/2022] Open
Abstract
Background Treatment of stable chronic obstructive pulmonary disease (COPD) with long-acting bronchodilator (LABD) medications is recommended by the 2014 Global initiative for chronic Obstructive Lung Disease (GOLD) guidelines. The primary objective of this study was to examine LABD prescription fills after a COPD-related hospitalization. Methods This retrospective observational study used claims from Truven Health MarketScan® Commercial and Medicare Supplemental databases. Patients (age ≥40, commercial; age ≥65, Medicare supplemental) had a first hospitalization with a primary COPD diagnosis between April 1, 2009 and June 30, 2011 (index hospitalization) and were continuously enrolled for 1 year before and 9 months after hospitalization. Patients were categorized according to pre-index and/or post-index pharmacy claims. Results A total of 27,738 patients had an index hospitalization and met inclusion/exclusion criteria. Of those, 19,783 patients had COPD as a primary or secondary diagnosis during the year before index hospitalization and were included in the analysis. Approximately one quarter of the patients (26.32%) did not fill a prescription for an LABD or short-acting bronchodilator both 90 days before and 90 days after hospitalization. During the 90-day pre-index period, 40.57% of patients filled an LABD (with or without a short-acting bronchodilator) prescription. Over half of the patients (56.88%) filled an LABD prescription at some point during the 180-day post-index period, but, of those, a significantly greater proportion of patients filled an LABD prescription in the 1- to 90-day post-index period than in the 91- to 180-day post-index period (51.27% versus 43.66%; P<0.0001). Conclusion A significant proportion of COPD patients in this study did not fill an LABD prescription before hospitalization for COPD. Moreover, hospitalization did not appear to greatly impact LABD initiation. Lastly, patients who did not fill an LABD prescription within the first 90 days posthospitalization were not likely to fill an LABD prescription later. Taken together, the results of this study suggest that many patients with COPD are undertreated.
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Affiliation(s)
| | | | - Jun Su
- Boehringer-Ingelheim Pharmaceuticals Inc., Ridgefield, CT, USA
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Abstract
OBJECTIVE To evaluate the impact of treating urge urinary incontinence (UUI), including mixed urinary incontinence (MUI), on healthcare resource utilisation, productivity, activity impairment and associated costs. METHODS The study used data from the 2011 U.S. National Health and Wellness Survey, an Internet-based questionnaire of a nationwide sample of adults. UUI or MUI respondents were identified via three Incontinence Questions. Respondents with stress urinary incontinence only, prostate cancer or (medication for) benign prostatic hyperplasia were excluded. UUI/MUI respondents were categorised as Rx users for overactive bladder (OAB) and non-Rx users (who never used Rx and whose condition reportedly interfered with life activities or was difficult to manage). Outcome measures included healthcare utilisation and Work Productivity and Activity Impairment questionnaire-based scores. Direct and indirect costs were estimated using 2010 labour and 2008 medical expenditure data sources. Generalised linear models predicted resource use and productivity as a function of treatment status, adjusting for covariates (e.g. sociodemographics, OAB severity, comorbid status) that may also predict impairment. RESULTS Rx (vs. non-Rx) users were more likely to be female (80.7% vs. 70.0%), older (mean = 62.7 vs. 53.1) and reporting more moderate-to-severe OAB (70.9% vs. 52.6%; all p < 0.05). Adjusting for covariates, Rx (vs. non-Rx) users had significantly lower activity impairment (41.1% vs. 46.8%), more provider visits (7.42 vs. 5.60) and costs ($18,175 vs. $13,679), and higher total direct costs ($27,291 vs. $21,493), all p < 0.01. CONCLUSIONS Urge urinary incontinence patients using, vs. never using, prescription medication reported lower activity impairment but higher direct costs. These findings may inform the degree to which UUI pharmacotherapy affects health outcomes.
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Affiliation(s)
- A Goren
- Kantar Health, New York, NY, USA
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Carlsson MO, Zou KH, Yu CR, Liu K, Sun FW. A comparison of nonparametric and parametric methods to adjust for baseline measures. Contemp Clin Trials 2014; 37:225-33. [PMID: 24462567 DOI: 10.1016/j.cct.2014.01.002] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/13/2013] [Revised: 01/08/2014] [Accepted: 01/13/2014] [Indexed: 11/28/2022]
Abstract
When analyzing the randomized controlled trial, we may employ various statistical methods to adjust for baseline measures. Depending on the method chosen to adjust for baseline measures, inferential results can vary. We investigate the Type 1 error and statistical power of tests comparing treatment outcomes based on parametric and nonparametic methods. We also explore the increasing levels of correlation between baseline and changes from the baseline, with or without underlying normality. These methods are illustrated and compared via simulations.
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Affiliation(s)
- Martin O Carlsson
- Pfizer Inc., New York, NY, USA; Department of Statistics, Rutgers, The State University of New Jersey, New Brunswick, NJ, USA.
| | | | | | - Kezhen Liu
- Department of Statistics, Rutgers, The State University of New Jersey, New Brunswick, NJ, USA.
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Abstract
BACKGROUND Acute exacerbation of chronic obstructive pulmonary disease (COPD) is a leading cause of hospitalizations and readmissions in the US. Reducing the frequency of hospital readmission is a high priority of US health care organizations and government agencies. This study evaluated the risk factors associated with readmissions among commercially insured adults aged 40-65 years in the US who were hospitalized for COPD. METHODS This retrospective cohort study used anonymized claims data from the Truven Health MarketScan® Commercial Claims and Encounters database. The patients included were aged 40-65 years, had an index hospitalization with a primary diagnosis of COPD between July 1, 2008 and June 30, 2010 (continuously enrolled 12 months before and after), and were alive at hospital discharge. Patients with cystic fibrosis or tuberculosis or who were transferred to another inpatient facility after hospital discharge were excluded. All readmissions regardless of diagnosis, and separately a subset of all readmissions that had COPD as a primary or secondary diagnosis (COPD-related), were examined. Univariate descriptive statistics and multivariable regression methods were used. RESULTS Of the 18,568 patients with index COPD hospitalizations, 6,095 (32.83%) met the eligibility criteria. Of those, 503 (8.25%) were readmitted within the first 30 days post-index hospitalization and 2,527 (41.46%) within the first year (COPD-related 340 [5.58%] and 1,681 [27.58%], respectively). The median time to the first readmission post initial discharge was 4.0 months, with a mean of 5.0 ± 3.4 months. Multivariable regression analyses showed that comorbid conditions and health care utilization in the pre-index period were significant predictors for readmission both 30 and 90 days following index hospitalization. CONCLUSION A relatively high readmission rate was observed for patients aged 40-65 years. The results suggest that attention to patient comorbidities and pre-index/index health care service utilization may help identify hospitalized COPD patients at higher risk for readmission.
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Affiliation(s)
| | | | - Jun Su
- Boehringer-Ingelheim Pharmaceuticals Inc, Ridgefield, CT, USA
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Galaznik A, Cappell K, Montejano L, Makinson G, Zou KH, Lenhart G. Impact of access restrictions on varenicline utilization. Expert Rev Pharmacoecon Outcomes Res 2013; 13:651-6. [PMID: 24138649 DOI: 10.1586/14737167.2013.837770] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Abstract
AIM To assess the impact of access restrictions on varenicline utilization. METHODS Employer-sponsored health plans contributing to the MarketScan Commercial Claims and Encounters Database were categorized according to 2009 varenicline access restrictions: no coverage; prior authorization; smoking cessation program requirement; no restrictions. The cohort comprised all adults continuously enrolled in plans during 2009. Each restriction cohort was compared with the no restrictions cohort using descriptive analyses. Data were assessed using logistic regression; demographic and clinical characteristics were covariates. RESULTS In this study (no coverage, n = 454,419; prior authorization, n = 171,530; smoking cessation program, n = 108,181; no restrictions, n = 607,389), compared with the no restrictions cohort, the odds of treatment were 71% lower (odds ratio: 0.29; 95% CI: 0.26, 0.31) in the smoking cessation program cohort (p < 0.001) and 80% lower (odds ratio: 0.20; 95% CI: 0.19, 0.22) in the prior authorization cohort (p < 0.001). CONCLUSIONS Access restrictions were associated with significantly lower odds for varenicline utilization.
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Zou KH, Yu CR, Liu K, Carlsson MO, Cabrera J. Optimal thresholds by maximizing or minimizing various metrics via ROC-type analysis. Acad Radiol 2013; 20:807-15. [PMID: 23582776 DOI: 10.1016/j.acra.2013.02.004] [Citation(s) in RCA: 32] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/17/2012] [Revised: 02/11/2013] [Accepted: 02/12/2013] [Indexed: 12/01/2022]
Abstract
RATIONALE AND OBJECTIVES Based on imaging features, the optimal thresholds are typically determined as cutoff points to dichotomize the corresponding measurement scales. MATERIALS AND METHODS Five metrics (ie, the Youden index, Euclidian distance, percent of correct diagnosis, kappa statistic, and mutual information) are individually maximized or minimized to derive the corresponding optimal threshold. These optimal thresholds are estimated under the parametric binormal assumption. Monte Carlo simulation studies are conducted to compare the performances of these different methods. A published radiological example on the choice of treatment outcomes following ureteral stones is used to illustrate and compare the estimated thresholds both empirically and parametrically. RESULTS The optimal threshold can be a "moving target" because it would depend on modeling assumptions, metrics, and variability in the data. Even with large samples, disease prevalence has an impact on the robustness of the metrics. CONCLUSIONS It is recommended that researchers compare different optimal cutoff points using several metrics and select one that is most clinically relevant. The ultimate goal is to maximize diagnostic performances that are clinically meaningful to achieve improved global health.
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Affiliation(s)
- Kelly H Zou
- Pfizer Inc, 235 East 42nd Street, New York, NY 10017, USA.
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Foulds J, Russ C, Yu CR, Zou KH, Galaznik A, Franzon M, Berg A, Hughes JR. Effect of varenicline on individual nicotine withdrawal symptoms: a combined analysis of eight randomized, placebo-controlled trials. Nicotine Tob Res 2013; 15:1849-57. [PMID: 23694782 DOI: 10.1093/ntr/ntt066] [Citation(s) in RCA: 37] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022]
Abstract
INTRODUCTION Concerns exist that varenicline may cause neuropsychiatric side effects. Some of these symptoms (e.g., depression, irritability) have been measured in clinical trials using nicotine withdrawal scales. This study assessed the effect of varenicline on neuropsychiatric and other symptoms, as measured by the Minnesota Nicotine Withdrawal Scale (MNWS). METHODS We analyzed weekly individual MNWS symptom ratings in 8 randomized double-blind, placebo-controlled smoking cessation trials funded by Pfizer with similar methodology (n = 2,403 varenicline; n = 1,434 placebo). Ratings for the past 24hr were obtained prior to quitting and starting treatment and at Weeks 1-6 and 11 after the quit date. RESULTS In repeated measures analyses controlling for baseline values, ratings for 5 neuropsychiatric symptoms (depressed mood, irritability, anxiety, difficulty concentrating, and restlessness) and urge to smoke were lower (p < .01) for varenicline than placebo at each timepoint. Worsening in scores from 0-2 (baseline) to 4 was less frequent on varenicline than placebo for all ratings except appetite- (significantly more frequent for varenicline, p < .0001) and sleep-related items. Repeated measures analysis for individuals with low levels of exhaled carbon monoxide revealed similar patterns except for a nonsignificant difference for increased appetite. CONCLUSIONS Use of varenicline while trying to quit smoking reduces and does not increase neuropsychiatric symptoms such as depressed mood and irritability measured on the MNWS in smokers without current psychiatric disorders. It is associated with increases in sleep disturbance and appetite although the latter appears due to enabling more subjects to abstain from smoking.
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Affiliation(s)
- Jonathan Foulds
- Department of Public Health Sciences, Penn State University, Hershey, PA
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Liberman JN, Lichtenfeld MJ, Galaznik A, Mastey V, Harnett J, Zou KH, Leader JB, Kirchner HL. Adherence to varenicline and associated smoking cessation in a community-based patient setting. J Manag Care Pharm 2013; 19:125-31. [PMID: 23461428 PMCID: PMC10437765 DOI: 10.18553/jmcp.2013.19.2.125] [Citation(s) in RCA: 40] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/05/2022]
Abstract
BACKGROUND Varenicline, a selective α4β2 nicotinic acetylcholine receptor partial agonist, is a pharmacotherapy indicated for smoking cessation treatment. To our knowledge, no studies have described varenicline treatment adherence and efficacy from real-world treatment patterns in a U.S. primary care setting. OBJECTIVE To estimate adherence to varenicline prescription orders and subsequent quit rates among smokers in a primary care setting. METHODS In this retrospective cohort study, eligible patients were enrolled with Geisinger Health Plan, had an initial varenicline prescription written by a Geisinger provider between January 1, 2006, and December 31, 2009, and had a follow-up clinic visit within the subsequent 12 months. Adherence was derived from linking electronic prescriptions with adjudicated pharmacy claims. Smoking status was collected at each health care encounter. RESULTS Of the 1,477 eligible patients, 823 (55.7%) were primary nonadherent, having failed to initiate on the prescribed varenicline therapy. Of the remaining 654 patients, 359 (54.9%) were adherent, having completed a full 12-week course of therapy, and 295 (45.1%) were partially adherent, having initiated but not completed the full course of therapy. A total of 521 patients (35.3%) ceased smoking during the 12-month follow-up period: 182 (50.7%) of the adherent cohort, 82 (27.8%) of the partially adherent population, and 257 (31.2%) of the nonadherent cohort. No significant difference was found in quit rates between the partially adherent and nonadherent patient cohorts (adjusted HR 0.88 [95% CI=0.69-1.13]). However, patients adherent to the varenicline regimen were almost twice as likely to succeed in quitting smoking compared with completely nonadherent patients (HR 1.93 [95% CI=1.59-2.33]). CONCLUSION Smoking cessation occurred more often among individuals adherent to varenicline therapy; however, medication nonadherence was common. After prescribing varenicline, clinicians and payers could consider active patient follow-up to maximize adherence and optimize treatment outcomes.
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Affiliation(s)
- Joshua N. Liberman
- Development Dissemination, Sutter Health, 2300 Clayton Rd., Concord, CA 94520, USA.
| | - Marc J. Lichtenfeld
- Development Dissemination, Sutter Health, 2300 Clayton Rd., Concord, CA 94520, USA.
| | - Aaron Galaznik
- Development Dissemination, Sutter Health, 2300 Clayton Rd., Concord, CA 94520, USA.
| | - Vera Mastey
- Development Dissemination, Sutter Health, 2300 Clayton Rd., Concord, CA 94520, USA.
| | - James Harnett
- Development Dissemination, Sutter Health, 2300 Clayton Rd., Concord, CA 94520, USA.
| | - Kelly H. Zou
- Development Dissemination, Sutter Health, 2300 Clayton Rd., Concord, CA 94520, USA.
| | - Joseph B. Leader
- Development Dissemination, Sutter Health, 2300 Clayton Rd., Concord, CA 94520, USA.
| | - H. Lester Kirchner
- Development Dissemination, Sutter Health, 2300 Clayton Rd., Concord, CA 94520, USA.
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Zou KH. Professor Charles E. Metz leaves profound legacy in ROC methodology: an introduction to the two Metz Memorial Issues. Acad Radiol 2012; 19:1447-8. [PMID: 23122563 DOI: 10.1016/j.acra.2012.09.010] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/21/2012] [Revised: 09/21/2012] [Accepted: 09/21/2012] [Indexed: 10/27/2022]
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Alemayehu D, Zou KH. Applications of ROC analysis in medical research: recent developments and future directions. Acad Radiol 2012; 19:1457-64. [PMID: 23122565 DOI: 10.1016/j.acra.2012.09.006] [Citation(s) in RCA: 45] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/16/2012] [Revised: 09/17/2012] [Accepted: 09/18/2012] [Indexed: 12/14/2022]
Abstract
With the growing focus on comparative effectiveness research and personalized medicine, receiver-operating characteristic analysis can continue to play an important role in health care decision making. Specific applications of receiver-operating characteristic analysis include predictive model assessment and validation, biomarker diagnostics, responder analysis in patient-reported outcomes, and comparison of alternative treatment options. The authors present a survey of the potential applications of the method and briefly review several relevant extensions. Given the level of attention paid to biomarker validation, personalized medicine and comparative effectiveness research, it is highly likely that the receiver-operating characteristic analysis will remain an important visual and analytic tool for medical research and evidence-based medicine in the foreseeable future.
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Cappelleri JC, Zou KH, Bushmakin AG, Carlsson MO, Symonds T. Cumulative response curves to enhance interpretation of treatment differences on the Self-Esteem And Relationship questionnaire for men with erectile dysfunction. BJU Int 2012; 111:E115-20. [PMID: 23017067 DOI: 10.1111/j.1464-410x.2012.11489.x] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/27/2022]
Abstract
UNLABELLED What's known on the subject? and What does the study add? Studies on erectile dysfunction (ED) therapies rely heavily on patient-reported outcomes (PROs) to measure efficacy on treatment response. A challenge when using PROs is interpretation of the clinical meaning of changes in scores. A responder analysis provides a threshold score to indicate whether a change in score qualifies a patient as a responder. However, a major consideration with responder analysis is the sometimes arbitrary nature of defining the threshold for a response. By contrast, cumulative response curves (CRCs) display patient response rates over a continuum of possible thresholds, thus eliminating problems with a rigid threshold definition, allowing for a variety of response thresholds to be examined simultaneously, and encompassing all data. With respect to the psychosocial factors addressed in the Self-Esteem And Relationship questionnaire in ED, CRCs clearly, distinctly, and meaningfully highlighted the favourable profiles of responses to sildenafil compared with placebo. CRCs for PROs in urology can provide a clear, transparent and meaningful visual depiction of efficacy data that can supplement and complement other analyses. OBJECTIVE To use cumulative response curves (CRCs) to enrich meaning and enhance interpretation of scores on the Self-Esteem And Relationship (SEAR) questionnaire with respect to treatment differences for men with erectile dysfunction (ED). PATIENTS AND METHODS This post hoc analysis used data from all patients who took at least one dose of study drug and had at least one post-baseline efficacy evaluation in a previously published 12-week, multicentre, randomized, double-blind, placebo-controlled trial of flexible-dose (25, 50, or 100 mg) sildenafil citrate (Viagra) in adult men with ED who had scored ≤ 75 out of 100 on the Self-Esteem subscale of the SEAR questionnaire. CRCs were used on the numeric change in transformed SEAR scores from baseline to end-of-study for each SEAR component. The horizontal axis of the CRC represented change from baseline on the SEAR score, and the vertical axis represented the percentage of patients experiencing that change or greater. The differences between CRCs for the sildenafil group vs the placebo group were assessed using the Kolmogorov-Smirov test. RESULTS For each of the SEAR components, there was essentially no overlap in the CRCs between the sildenafil group (n = 113) and placebo group (n = 115 or 116, depending on the component), showing that a greater percentage of sildenafil recipients compared with placebo recipients had a more favourable change across the spectrum of response thresholds (P ≤ 0.01). Previous research showed that a 10-point score increase is the minimal clinically meaningful improvement for most SEAR components. In the sildenafil vs placebo groups, a ≥10-point score increase occurred in 72 vs 37% of patients, respectively, on the Sexual Relationship Satisfaction domain, 71 vs 41% on the Confidence domain, 76 vs 49% on the Self-Esteem subscale, 60 vs 44% on the Overall Relationship Satisfaction subscale, and 75 vs 38% on the Overall score. CONCLUSIONS With respect to the psychosocial factors addressed in the SEAR questionnaire, CRCs clearly, distinctly, and meaningfully highlighted the favourable profiles of responses to sildenafil compared with placebo. CRCs for patient-reported outcomes in urology can provide a clear, transparent, and meaningful visual depiction of efficacy data that can supplement and complement other analyses.
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DiBonaventura MD, Paulose-Ram R, Su J, McDonald M, Zou KH, Wagner JS, Shah H. The impact of COPD on quality of life, productivity loss, and resource use among the elderly United States workforce. COPD 2012; 9:46-57. [PMID: 22292597 DOI: 10.3109/15412555.2011.634863] [Citation(s) in RCA: 35] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022]
Abstract
Abstract To address the gap in knowledge about the impact of chronic obstructive pulmonary disease (COPD) on older working adults, this study examined quality of life, worker productivity, and healthcare resource utilization among employed adults aged 65 and older with and without COPD. Among 2009 National Health and Wellness Survey (a cross-sectional, internet-based survey representative of the US adult population) respondents, employed adults aged 65 years and older, with COPD (n = 297) and without COPD (n = 3061), were included in analyses. Impact of self-reported COPD diagnosis on mean quality of life (using health utilities and mental, MCS, and physical, PCS, component summary scores from SF-12v2), work productivity and activity impairment (using the WPAI questionnaire), and resource use were examined. Adjusting for demographic and health characteristics such as co-morbidities (weighted to project to the US population) in regression models (linear, negative binomial, or logistic, as appropriate given the outcome measure), older workers with COPD reported significantly lower MCS (52.1 vs. 53.4, p < .05), PCS (40.3 vs. 47.2, p < .05), and health utilities (0.72 vs. 0.79, p < .05) than those without COPD, and significantly greater percentages of impairment while at work (presenteeism) (12.6% vs. 8.7%, p < .0001), overall work impairment (absenteeism and presenteeism combined) (19.3% vs. 10.0%, p < .05), and impairment in daily activities (23.9% vs. 13.7%, p < .05). There were no significant differences in absenteeism or healthcare use. Quality of life and work productivity suffered among employed adults aged 65 years and older with COPD, emphasizing the need for disease management in this population.
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DiBonaventura MD, Paulose-Ram R, Su J, McDonald M, Zou KH, Wagner JS, Shah H. The burden of chronic obstructive pulmonary disease among employed adults. Int J Chron Obstruct Pulmon Dis 2012; 7:211-9. [PMID: 22500121 PMCID: PMC3324999 DOI: 10.2147/copd.s29280] [Citation(s) in RCA: 29] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022] Open
Abstract
Objective To examine quality of life, work productivity, and health care resource use among employed adults ages 40–64 years with chronic obstructive pulmonary disease (COPD) in the United States. Methods Data from the 2009 National Health and Wellness Survey were used. All employed adults ages 40–64 years with or without a self-reported diagnosis of COPD were included in the study. Impact on quality of life (using the mental and physical component summary scores and health utilities from the Short Form-12v2), work productivity and activity impairment (using the Work Productivity and Activity Impairment questionnaire), and resource use were analyzed using regression modeling. Results There were 1112 employed adults with COPD versus 18,912 employed adults without COPD. After adjusting for demographics and patient characteristics, adults with COPD reported significantly lower mean levels of mental component summary (46.8 vs 48.5), physical component summary (45.6 vs 49.2), and health utilities (0.71 vs 0.75) than adults without COPD. Workers with COPD reported significantly greater presenteeism (18.9% vs 14.3%), overall work impairment (20.5% vs 16.3%), and impairment in daily activities (23.5% vs 17.9%) than adults without COPD. Employed adults with COPD also reported more mean emergency room visits (0.21 vs 0.12) and more mean hospitalizations (0.10 vs 0.06) in the previous 6 months than employed adults without COPD. All of the above differences were significant at two-sided P < 0.05. Conclusion After adjusting for various confounders, employed adults with COPD reported significantly lower quality of life and work productivity, and increased health care resource utilization than employed adults without COPD. These results highlight the substantial impact and burden of COPD in the United States workforce.
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Zou KH, Carlsson MO, Yu CR. Comparison of adjustment methods for stratified two-sample tests in the context of ROC analysis. Biom J 2012; 54:249-63. [PMID: 22378312 DOI: 10.1002/bimj.201000251] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/10/2010] [Revised: 09/14/2011] [Accepted: 09/16/2011] [Indexed: 11/05/2022]
Abstract
We compare several nonparametric and parametric weighting methods for the adjustment of the effect of strata. In particular, we focus on the adjustment methods in the context of receiver-operating characteristic (ROC) analysis. Nonparametrically, rank-based van Elteren's test and inverse-variance (IV) weighting using the area under the ROC curve (AUC) are examined. Parametrically, the stratified t-test and IV AUC weighted method are applied based on a binormal monotone transformation model. Stratum-specific, pooled, and adjusted estimates are obtained. The pooled and adjusted AUCs are estimated. We illustrate and compare these weighting methods on a multi-center diagnostic trial and through extensive Monte-Carlo simulations.
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Goossens LMA, Baker CL, Monz BU, Zou KH, Rutten-van Mölken MPMH. Adjusting for COPD severity in database research: developing and validating an algorithm. Int J Chron Obstruct Pulmon Dis 2011; 6:669-78. [PMID: 22259243 PMCID: PMC3257952 DOI: 10.2147/copd.s26214] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/23/2022] Open
Abstract
PURPOSE When comparing chronic obstructive lung disease (COPD) interventions in database research, it is important to adjust for severity. Global Initiative for Chronic Obstructive Lung Disease (GOLD) guidelines grade severity according to lung function. Most databases lack data on lung function. Previous database research has approximated COPD severity using demographics and healthcare utilization. This study aims to derive an algorithm for COPD severity using baseline data from a large respiratory trial (UPLIFT). METHODS Partial proportional odds logit models were developed for probabilities of being in GOLD stages II, III and IV. Concordance between predicted and observed stage was assessed using kappa-statistics. Models were estimated in a random selection of 2/3 of patients and validated in the remainder. The analysis was repeated in a subsample with a balanced distribution across severity stages. Univariate associations of COPD severity with the covariates were tested as well. RESULTS More severe COPD was associated with being male and younger, having quit smoking, lower BMI, osteoporosis, hospitalizations, using certain medications, and oxygen. After adjusting for these variables, co-morbidities, previous healthcare resource use (eg, emergency room, hospitalizations) and inhaled corticosteroids, xanthines, or mucolytics were no longer independently associated with COPD severity, although they were in univariate tests. The concordance was poor (kappa = 0.151) and only slightly better in the balanced sample (kappa = 0.215). CONCLUSION COPD severity cannot be reliably predicted from demographics and healthcare use. This limitation should be considered when interpreting findings from database studies, and additional research should explore other methods to account for COPD severity.
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Affiliation(s)
- Lucas M A Goossens
- Institute for Medical Technology Assessment, Erasmus University, Rotterdam, The Netherlands.
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Yeomans K, Payne KA, Marton JP, Merikle EP, Proskorovsky I, Zou KH, Li Q, Willke RJ. Smoking, smoking cessation and smoking relapse patterns: a web-based survey of current and former smokers in the US. Int J Clin Pract 2011; 65:1043-54. [PMID: 21923845 DOI: 10.1111/j.1742-1241.2011.02758.x] [Citation(s) in RCA: 21] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/30/2022] Open
Abstract
AIM The aim of this study was to characterise the natural course of smoking cessation behaviour in a web-based survey of current and former cigarette smokers (CS and FS) in the United States. METHODS A web-based survey of CS and FS was conducted in April 2009; demographic and socioeconomic characteristics and smoking history (including the number of lifetime and length of latest quit attempts, aids used and time to relapse) were collated. The surveyed cohort was selected from prescreened CS and FS panellists and matched for age, race and education, to be representative of the US population. Descriptive statistics and time-to-event analyses using Kaplan-Meier curves were applied in the analysis of this report. RESULTS The final cohort comprised 512 CS and 566 FS (n = 1078). A larger proportion of FS than CS reported a longest smoke-free period of > 1 year (78.8% vs. 22.4%, respectively). As a greater variety of smoking cessation products became available over time, the proportion of unassisted quit attempts decreased from 76.1% prior to 1983 to 43.9% after 2006 for CS and from 79.3% to 50.3% for FS. The cumulative proportion of subjects relapsing was 31.3% by 1 week and 79.3% by 6 months. The estimated median time to next quit attempt was approximately 360 days. CONCLUSIONS These data confirm that relapse is common and that as the variety of cessation modalities increase, the proportion of unassisted quit attempts decreases. Self-help or cold-turkey methods still provide significant alternatives even when pharmacotherapy is available. This study provides data related to the smoking history and smoking cessation patterns of a large, nationally representative sample of CS and FS.
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Affiliation(s)
- K Yeomans
- United BioSource Corporation, Dorval, QC, Canada.
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Kirby MG, Schnetzler G, Zou KH, Symonds T. Prevalence and detection rate of underlying disease in men with erectile dysfunction receiving phosphodiesterase type 5 inhibitors in the United Kingdom: a retrospective database study. Int J Clin Pract 2011; 65:797-806. [PMID: 21676121 DOI: 10.1111/j.1742-1241.2011.02693.x] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/28/2022] Open
Abstract
AIM To determine the rate of newly detected underlying disease in men receiving their first (index) phosphodiesterase type 5 inhibitor (PDE5i) prescription. METHODS This non-interventional, retrospective study used anonymised patient records from UK general practices identified from the THIN database. Records of men aged ≥ 18 years, who received an index PDE5i prescription between January 1999 and June 2008 and with a continuous medical history (≥ 60 months) before the index prescription were included. Primary end-points were the prevalence of underlying disease prior to the index prescription and to establish the detection rate, defined as cumulative incidence of such a diagnosis in the 3 months following the index prescription. Assessments included comparison with age-matched controls, comparison with identical time periods immediately before and 1 year after, index prescription, and changes over time during the study period. Descriptive statistics, analysis of proportions and multivariate logistic regression analysis were used. RESULTS Among the 24,708 patients receiving a PDE5i, the prevalence of any underlying diagnosis before the index prescription was 70.23%; prevalence of vasculogenic disease was highest (48.20%). The detection rate of any underlying disease was 11.53%, and again highest for vasculogenic disease (4.07%). Compared with an age-matched control population, the additional detection rate of an unknown underlying disease at PDE5i prescription was 45 for hypertension, 61 for hypercholesterolaemia, 38 for diabetes and 5 for hypogonadism per 10,000 men. CONCLUSION Only a minority of men with erectile dysfunction have a previously undiagnosed important underlying disease that is uncovered at the time of an initial PDE5i prescription by a GP.
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Affiliation(s)
- M G Kirby
- Faculty of Health and Human Sciences, Centre for Research in Primary and Community Care, University of Hertfordshire, Hatfield, UK.
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Roh MH, Jo VY, Stelow EB, Faquin WC, Zou KH, Alexander EK, Larsen PR, Marqusee E, Benson CB, Frates MC, Gawande A, Moore FD, Cibas ES. The predictive value of the fine-needle aspiration diagnosis "suspicious for a follicular neoplasm, hurthle cell type" in patients with hashimoto thyroiditis. Am J Clin Pathol 2011; 135:139-45. [PMID: 21173136 DOI: 10.1309/ajcp0rw2wmduakgk] [Citation(s) in RCA: 29] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/18/2022] Open
Abstract
A fine-needle aspiration sample composed exclusively of Hürthle cells is interpreted as "suspicious for a follicular neoplasm, Hürthle cell type" (SFNHCT). Because some nonneoplastic Hürthle cell proliferations in Hashimoto thyroiditis (HT) mimic this cytologic pattern, we examined the positive predictive value (PPV) for malignancy of SFNHCT in patients with HT. Between 1992 and 2007, 401 patients with cytologic findings of SFNHCT were identified at 3 institutions. Histologic follow-up was available for 287 (71.6%), and malignancy was diagnosed in 69 (24.0%). Malignancy was present in 2 (PPV = 9.5%) of 21 patients with HT compared with 67 (PPV = 25.2%) of 266 patients without HT (P = .081). Although the difference in the rate of malignancy between the HT and non-HT cohorts did not reach statistical significance, the lower risk of malignancy in the HT cohort more closely approximates the risk of cases interpreted as "atypia of undetermined significance." For this reason, it might be appropriate for Hürthle cell-only aspirates from patients with HT to be categorized as either atypia of undetermined significance or SFNHCT.
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