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Anan K, Kataoka Y, Ichikado K, Kawamura K, Yasuda Y, Hisanaga J, Nitawaki T, Yamamoto Y. Algorithms Identifying Patients With Acute Exacerbation of Interstitial Pneumonia and Acute Interstitial Lung Diseases Developed Using Japanese Administrative Data. Cureus 2024; 16:e53073. [PMID: 38410324 PMCID: PMC10896674 DOI: 10.7759/cureus.53073] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 01/27/2024] [Indexed: 02/28/2024] Open
Abstract
BACKGROUND We aimed to develop algorithms to identify patients with acute exacerbation of interstitial pneumonia and acute interstitial lung diseases using Japanese administrative data. METHODS This single-center validation study examined diagnostic algorithm accuracies. We included patients >18 years old with at least one claim that was a candidate for acute exacerbation of interstitial pneumonia, acute interstitial lung diseases, and pulmonary alveolar hemorrhage who were admitted to our hospital between January 2016 and December 2021. Diagnoses of these conditions were confirmed by at least two respiratory physicians through a chart review. The positive predictive value was calculated for the created algorithms. RESULTS Of the 1,109 hospitalizations analyzed, 285 and 243 were for acute exacerbation of interstitial pneumonia and acute interstitial lung diseases, respectively. As there were only five cases of pulmonary alveolar hemorrhage, we decided not to develop an algorithm for it. For acute exacerbation of interstitial pneumonia, acute interstitial lung diseases, and acute exacerbation of interstitial pneumonia or acute interstitial lung diseases, algorithms with high positive predictive value (0.82, 95% confidence interval: 0.76-0.86; 0.82, 0.74-0.88; and 0.89, 0.85-0.92, respectively) and algorithms with slightly inferior positive predictive value but more true positives (0.81, 0.75-0.85; 0.77, 0.71-0.83; and 0.85, 0.82-0.88, respectively) were developed. CONCLUSION We developed algorithms with high positive predictive value for identifying patients with acute exacerbation of interstitial pneumonia and acute interstitial lung diseases, useful for future database studies on such patients using Japanese administrative data.
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Affiliation(s)
- Keisuke Anan
- Department of Healthcare Epidemiology, Kyoto University Graduate School of Medicine / School of Public Health, Kyoto, JPN
- Division of Respiratory Medicine, Saiseikai Kumamoto Hospital, Kumamoto, JPN
- Clinical Research Support Section, Saiseikai Kumamoto Hospital, Kumamoto, JPN
- Department of Systematic Reviewers, Scientific Research Works Peer Support Group, Osaka, JPN
| | - Yuki Kataoka
- Section of Clinical Epidemiology, Department of Community Medicine, Kyoto University Graduate School of Medicine, Kyoto, JPN
- Department of Healthcare Epidemiology, Kyoto University Graduate School of Medicine / School of Public Health, Kyoto, JPN
- Department of Systematic Reviewers, Scientific Research Works Peer Support Group, Osaka, JPN
- Department of Internal Medicine, Kyoto Min-iren Asukai Hospital, Kyoto, JPN
| | - Kazuya Ichikado
- Division of Respiratory Medicine, Saiseikai Kumamoto Hospital, Kumamoto, JPN
| | - Kodai Kawamura
- Division of Respiratory Medicine, Saiseikai Kumamoto Hospital, Kumamoto, JPN
| | - Yuko Yasuda
- Division of Respiratory Medicine, Saiseikai Kumamoto Hospital, Kumamoto, JPN
| | - Junpei Hisanaga
- Division of Respiratory Medicine, Saiseikai Kumamoto Hospital, Kumamoto, JPN
| | - Tatsuya Nitawaki
- Division of Respiratory Medicine, Saiseikai Kumamoto Hospital, Kumamoto, JPN
| | - Yosuke Yamamoto
- Department of Healthcare Epidemiology, Kyoto University Graduate School of Medicine / School of Public Health, Kyoto, JPN
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Morgan A, Gupta RS, George PM, Quint JK. Validation of the recording of idiopathic pulmonary fibrosis in routinely collected electronic healthcare records in England. BMC Pulm Med 2023; 23:256. [PMID: 37434192 DOI: 10.1186/s12890-023-02550-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/27/2023] [Accepted: 07/05/2023] [Indexed: 07/13/2023] Open
Abstract
BACKGROUND Routinely-collected healthcare data provide a valuable resource for epidemiological research. Validation studies have shown that for most conditions, simple lists of clinical codes can reliably be used for case finding in primary care, however, studies exploring the robustness of this approach are lacking for diseases such as idiopathic pulmonary fibrosis (IPF) which are largely managed in secondary care. METHOD Using the UK's Clinical Practice Research Datalink (CPRD) Aurum dataset, which comprises patient-level primary care records linked to national hospital admissions and cause-of-death data, we compared the positive predictive value (PPV) of eight diagnostic algorithms. Algorithms were developed based on the literature and IPF diagnostic guidelines using combinations of clinical codes in primary and secondary care (SNOMED-CT or ICD-10) with/without additional information. The positive predictive value (PPV) was estimated for each algorithm using the death record as the gold standard. Utilization of the reviewed codes across the study period was observed to evaluate any change in coding practices over time. RESULT A total of 17,559 individuals had a least one record indicative of IPF in one or more of our three linked datasets between 2008 and 2018. The PPV of case-finding algorithms based on clinical codes alone ranged from 64.4% (95%CI:63.3-65.3) for a "broad" codeset to 74.9% (95%CI:72.8-76.9) for a "narrow" codeset comprising highly-specific codes. Adding confirmatory evidence, such as a CT scan, increased the PPV of our narrow code-based algorithm to 79.2% (95%CI:76.4-81.8) but reduced the sensitivity to under 10%. Adding evidence of hospitalisation to the standalone code-based algorithms also improved PPV, (PPV = 78.4 vs. 64.4%; sensitivity = 53.5% vs. 38.1%). IPF coding practices changed over time, with the increased use of specific IPF codes. CONCLUSION High diagnostic validity was achieved by using a restricted set of IPF codes. While adding confirmatory evidence increased diagnostic accuracy, the benefits of this approach need to be weighed against the inevitable loss of sample size and convenience. We would recommend use of an algorithm based on a broader IPF code set coupled with evidence of hospitalisation.
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Affiliation(s)
- Ann Morgan
- School of Public Health, Imperial College London, Level 9, Sir Michael Uren Hub, White City Campus, 86 Wood Lane, W12 0BZ, London, UK
- National Heart and Lung Institute, Imperial College London, Level 9, Sir Michael Uren Hub, White City Campus, 86 Wood Lane, W12 0BZ, London, UK
| | - Rikisha Shah Gupta
- School of Public Health, Imperial College London, Level 9, Sir Michael Uren Hub, White City Campus, 86 Wood Lane, W12 0BZ, London, UK
- National Heart and Lung Institute, Imperial College London, Level 9, Sir Michael Uren Hub, White City Campus, 86 Wood Lane, W12 0BZ, London, UK
| | - Peter M George
- National Heart and Lung Institute, Imperial College London, Level 9, Sir Michael Uren Hub, White City Campus, 86 Wood Lane, W12 0BZ, London, UK
- Interstitial Lung Disease Unit, Royal Brompton and Harefield NHS Foundation Trust, London, UK
- NIHR Imperial Biomedical Research Centre, The Bays, Entrance, 2 S Wharf Rd, W2 1NY, London, UK
| | - Jennifer K Quint
- School of Public Health, Imperial College London, Level 9, Sir Michael Uren Hub, White City Campus, 86 Wood Lane, W12 0BZ, London, UK.
- National Heart and Lung Institute, Imperial College London, Level 9, Sir Michael Uren Hub, White City Campus, 86 Wood Lane, W12 0BZ, London, UK.
- NIHR Imperial Biomedical Research Centre, The Bays, Entrance, 2 S Wharf Rd, W2 1NY, London, UK.
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Ye Y, Hubbard R, Li GHY, Ho SC, Sing CW, Cheung CL, Lam DCL. Validation of diagnostic coding for interstitial lung diseases in an electronic health record system in Hong Kong. Pharmacoepidemiol Drug Saf 2022; 31:519-523. [PMID: 35218107 DOI: 10.1002/pds.5421] [Citation(s) in RCA: 15] [Impact Index Per Article: 7.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/17/2021] [Revised: 01/20/2022] [Accepted: 02/22/2022] [Indexed: 11/10/2022]
Abstract
OBJECTIVE Large electronic medical record (EMR) databases can facilitate epidemiology research into uncommon diseases such as interstitial lung disease (ILD). Given the rarity and diagnostic difficulty of ILD, the validity of the coding in EMR requires clarification. We aimed to assess the validity of International Classification of Diseases, 9th Revision (ICD-9) code algorithms for identifying ILD in the territory-wide electronic medical health record system of Clinical Data Analysis and Reporting System (CDARS) in Hong Kong. METHOD Patients who visited the Queen Mary Hospital in 2005-18 with ILD were identified using the following ICD-9 codes: post-inflammatory pulmonary fibrosis (PPF; ICD-9: 515), idiopathic fibrosing alveolitis (IFA; ICD-9: 516.3), connective tissue disease-associated interstitial lung disease (CTD-ILD; ICD-9: 517.2, 517.8, 714.81), sarcoidosis (ICD-9: 135) and extrinsic allergic alveolitis (EAA; ICD-9: 495). A random selection was conducted in cases with diagnostic code of PPF and IFA, where a relative higher case number was identified. All the cases of CTD-ILD, sarcoidosis and EAA were included in validation for relatively small case number. RESULTS 269 cases were validated using medical record review by a respiratory specialist. The overall positive predictive value (PPV) was 79% (95% CI, 74 to 84%). In subgroup analysis, true positive case numbers of PPF, IFA, CTD-ILD, sarcoidosis and EAA were 74 / 100 (74%), 95 / 100 (95%), 11 / 15 (73%), 27 / 32 (84%) and 6 / 22 (27%), respectively. CONCLUSIONS This was the first ICD-9 coding validation for ILD in Hong Kong CDARS. Our study demonstrated that using ICD-9 algorithms 515, 516.3, 517.2, 517.8, 714.81 and 135 enhanced identifications of ILDs with PPV that was reliable to support utility of CDARS database for further clinical research on ILDs. The validity is particularly high with 516.3. This article is protected by copyright. All rights reserved.
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Affiliation(s)
- Yisha Ye
- Department of Pharmacology and Pharmacy, The University of Hong Kong, Hong Kong
| | | | - Gloria Hoi-Yee Li
- Department of Health Technology and Informatics, Faculty of Health and Social Sciences, The Hong Kong Polytechnic University
| | - Shun Cheong Ho
- Department of Pharmacology and Pharmacy, The University of Hong Kong, Hong Kong
| | - Chor Wing Sing
- Department of Pharmacology and Pharmacy, The University of Hong Kong, Hong Kong
| | - Ching Lung Cheung
- Department of Pharmacology and Pharmacy, The University of Hong Kong, Hong Kong.,Laboratory of Data Discovery for Health (D24H), Hong Kong Science Park, Pak Shek Kok, Hong Kong
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Yeh JJ, Lin CL, Hsu NH, Kao CH. Effects of statins and steroids on coronary artery disease and stroke in patients with interstitial lung disease and pulmonary fibrosis: A general population study. PLoS One 2021; 16:e0259153. [PMID: 34705851 PMCID: PMC8550436 DOI: 10.1371/journal.pone.0259153] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/27/2020] [Accepted: 10/11/2021] [Indexed: 11/19/2022] Open
Abstract
Purpose To determine the effects of statins and steroids on the risk of coronary artery disease (CAD) and stroke in patients with interstitial lung disease and pulmonary fibrosis (ILD-PF). Methods We retrospectively enrolled patients with ILD-PF who were using statins (statin cohort, N = 11,567) and not using statins (nonstatin cohort, N = 26,159). Cox proportional regression was performed to analyze the cumulative incidence of CAD and stroke. Adjusted hazard ratios (aHRs) and 95% confidence intervals (CIs) of CAD and stroke were determined after sex, age, and comorbidities, as well as the use of inhaler corticosteroids (ICSs), oral steroids (OSs), and statins, were controlled for. Results Compared with those of patients without statin use, the aHRs (95% CIs) of patients with statin use for CAD and ischemic stroke were 0.72 (0.65–0.79) and 0.52 (0.38–0.72), respectively. For patients taking single-use statins but not ICSs/OSs, the aHRs (95% CIs) for CAD and ischemic stroke were 0.72 (0.65–0.79)/0.69 (0.61–0.79) and 0.54 (0.39–0.74)/0.50 (0.32–0.79), respectively. For patients using ICSs/OSs, the aHRs (95% CIs) for CAD and ischemic stroke were 0.71 (0.42–1.18)/0.74 (0.64–0.85) and 0.23 (0.03–1.59)/0.54 (0.35–0.85), respectively. Conclusions The findings demonstrate that statin use, either alone or in combination with OS use, plays an auxiliary role in the management of CAD and ischemic stroke in patients with ILD-PF.
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Affiliation(s)
- Jun-Jun Yeh
- Ditmanson Medical Foundation Chia-Yi Christian Hospital, Chiayi, Taiwan
- China medical university, Taichung, Taiwan
| | - Cheng-Li Lin
- Management Office for Health Data, China Medical University Hospital, Taichung, Taiwan
- College of Medicine, China Medical University, Taichung, Taiwan
| | - Nai-Hua Hsu
- Ditmanson Medical Foundation Chia-Yi Christian Hospital, Chiayi, Taiwan
| | - Chia-Hung Kao
- Graduate Institute of Biomedical Sciences, College of Medicine, China Medical University, Taichung, Taiwan
- Department of Nuclear Medicine and PET Center, China Medical University Hospital, Taichung, Taiwan
- Department of Bioinformatics and Medical Engineering, Asia University, Taichung, Taiwan
- Center of Augmented Intelligence in Healthcare, China Medical University Hospital, Taichung, Taiwan
- * E-mail: ,
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Tave A, Goehring E, Desai V, Wu C, Bohn RL, Tamayo SG, Sicignano N, Juhaeri J, Jones JK, Weiss SR. Risk of interstitial lung disease in patients treated for atrial fibrillation with dronedarone versus other antiarrhythmics. Pharmacoepidemiol Drug Saf 2021; 30:1353-1359. [PMID: 33730412 PMCID: PMC8453764 DOI: 10.1002/pds.5233] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/10/2020] [Revised: 03/13/2021] [Accepted: 03/15/2021] [Indexed: 11/17/2022]
Abstract
Purpose To compare risks of interstitial lung disease (ILD) between patients treated with dronedarone versus other antiarrhythmics. Methods Parallel retrospective cohort studies were conducted in the United States Department of Defense Military Health System database (DoD) and the HealthCore Integrated Research Database (HIRD). Study patients were treated for atrial fibrillation (AF) with dronedarone, amiodarone, sotalol, or flecainide. Propensity score matching was employed to create analysis cohorts balanced on baseline variables considered potential confounders of treatment decisions. The study period of July 20, 2008 through September 30, 2014 included a 1‐year baseline and minimum 6 months of follow‐up, for patients with drugs dispensed between July 20, 2009 and March 31, 2014. Suspect ILD outcomes were reviewed by independent adjudicators. Cox proportional hazards regression compared risk of confirmed ILD between dronedarone and each comparator cohort. A sensitivity analysis examined the effect of broadening the outcome definition. Results A total 72 ILD cases (52 DoD; 20 HIRD) were confirmed among 27 892 patients. ILD risk was significantly higher among amiodarone than dronedarone initiators in DoD (HR = 2.5; 95% CI = 1.1–5.3, p = 0.02). No difference was detected in HIRD (HR = 1.0; 95% CI = 0.4–2.4). Corresponding risks in sotalol and flecainide exposure groups did not differ significantly from dronedarone in either database. Conclusions ILD risk among AF patients initiated on dronedarone therapy was comparable to or lower than that of amiodarone initiators, and similar to that of new sotalol or flecainide users. This finding suggests that elevated ILD risk associated with amiodarone does not necessarily extend to dronedarone or other antiarrhythmic drugs.
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Affiliation(s)
| | | | | | - Chuntao Wu
- Sanofi Pharmaceuticals, Inc., Bridgewater, New Jersey, USA
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Tobacco Smoking and Risk for Pulmonary Fibrosis: A Prospective Cohort Study From the UK Biobank. Chest 2021; 160:983-993. [PMID: 33905677 DOI: 10.1016/j.chest.2021.04.035] [Citation(s) in RCA: 46] [Impact Index Per Article: 15.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/07/2020] [Revised: 03/16/2021] [Accepted: 04/08/2021] [Indexed: 02/07/2023] Open
Abstract
BACKGROUND Idiopathic pulmonary fibrosis (IPF) is an interstitial lung disease of unknown origin. A limited number of small studies show an effect of tobacco smoking on risk of IPF, but second-hand smoking has not been examined. RESEARCH QUESTION Are smoking-related exposures associated with risk of IPF and does interaction between them exist? STUDY DESIGN AND METHODS We designed a prospective cohort study using UK Biobank data, including 437,453 nonrelated men and women of White ethnic background (40-69 years of age at baseline). We assessed the effect of tobacco smoking-related exposures on risk for IPF using Cox regression adjusted for age, sex, Townsend deprivation index, and home area population density. We also examined potential additive and multiplicative interaction between these exposures. Multiple imputation with chained equations was used to address missing data. RESULTS We identified 802 incident IPF cases. We showed an association between smoking status (hazard ratio [HR], 2.12; 95% CI, 1.81-2.47), and maternal smoking (HR, 1.38; 95% CI, 1.18-1.62) with risk of IPF. In ever smokers, a dose-response relationship was observed between pack-years of smoking and risk of IPF (HR per 1-pack-year increase, 1.013; 95% CI, 1.009-1.016). Furthermore, an additive and multiplicative interaction was observed between maternal smoking and smoking status, with a relative excess risk due to interaction of 1.00 (95% CI, 0.45-1.54) and a ratio of HRs of 1.50 (95% CI, 1.05-2.14). INTERPRETATION Active and maternal tobacco smoking have an independent detrimental effect on risk of IPF and work synergistically. Also, intensity of smoking presents a dose-response association with IPF, strengthening the hypothesis for a potentially causal association.
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Pope JE, Quansah K, Hassan S, Seung SJ, Flavin J, Kolb M. Systemic Sclerosis and Associated Interstitial Lung Disease in Ontario, Canada: An Examination of Prevalence and Survival Over 10 Years. J Rheumatol 2021; 48:1427-1434. [PMID: 33795325 DOI: 10.3899/jrheum.201049] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 03/19/2021] [Indexed: 11/22/2022]
Abstract
OBJECTIVE Systemic sclerosis (SSc) is a rare autoimmune disease. Pulmonary complications of SSc are some of the leading causes of morbidity and mortality. The objective of this study was to determine prevalence and survival estimates of SSc and SSc with interstitial lung disease (SSc-ILD) in the Canadian province of Ontario using administrative data over 10 years. METHODS Using International Classification of Diseases, 10th revision codes adapted for Canada (ICD-10-CA), adult patients diagnosed with SSc and SSc-ILD between April 1, 2008, and March 31, 2018, were identified from the National Ambulatory Care Reporting System and the Discharge Abstract Database administrative databases. SSc was identified first, and ILD was included if presence occurred after SSc diagnosis. Prevalence estimates were determined for both SSc and SSc-ILD. For survival rates, Kaplan-Meier survival curves were generated. RESULTS At the start of the 2017/18 fiscal year (final year of the cohort), there were 2114 prevalent SSc cases for a cumulative prevalence of 19.1 per 100,000 persons, as well as 257 prevalent cases of SSc-ILD that generated a prevalence of 2.3 cases per 100,000 persons. Mean ages were 57 and 58 years with 84% and 80% females for patients with SSc and SSc-ILD, respectively. One-, 5-, and 10-year survival rates were 85.0%, 64.5%, and 44.9% for the SSc group and 77.1%, 44.4%, and 22.0% for the SSc-ILD group, respectively. CONCLUSION To our knowledge, this study provides the first population-based estimates of SSc and SSc-ILD in Canada for prevalence and survival. Results confirm that the prevalence estimates of SSc-ILD fall within the Canadian threshold for rare disease. It also demonstrates the poor survival in SSc, especially when ILD is also present.
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Affiliation(s)
- Janet E Pope
- J.E. Pope, MD, Schulich School of Medicine and Dentistry, Western University, St. Joseph Health Care, London;
| | - Kobina Quansah
- K. Quansah, MSc, Boehringer Ingelheim (Canada) Ltd., Burlington
| | - Shazia Hassan
- S. Hassan, HBSc, S.J. Seung, HBSc, HOPE Research Centre, Sunnybrook Research Institute, Toronto
| | - Soo Jin Seung
- S. Hassan, HBSc, S.J. Seung, HBSc, HOPE Research Centre, Sunnybrook Research Institute, Toronto
| | - Jason Flavin
- J. Flavin, MA, Boehringer Ingelheim International Gmbh
| | - Martin Kolb
- M. Kolb, MD, PhD, Department of Respiratory Medicine, Pathology and Molecular Medicine, McMaster University, Hamilton, Canada
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Zola CE, Duncan MS, So-Armah K, Crothers KA, Butt AA, Gibert CL, Kim JWW, Lim JK, Re VL, Tindle HA, Freiberg MS, Brittain EL. HIV- and HCV-specific markers and echocardiographic pulmonary artery systolic pressure among United States veterans. Sci Rep 2020; 10:18729. [PMID: 33127959 PMCID: PMC7599329 DOI: 10.1038/s41598-020-75290-4] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/26/2020] [Accepted: 10/08/2020] [Indexed: 01/05/2023] Open
Abstract
Hepatitis C virus (HCV) may increase pulmonary hypertension (PH) risk among people living with HIV (PLWH). Prior studies on this topic have been relatively small and examined selected populations. We determine whether HIV/HCV coinfection is associated with higher pulmonary artery systolic pressure (PASP) and prevalent echocardiographic PH. We performed a cross-sectional analysis of 6032 (16% HIV/HCV coinfected) Veterans Aging Cohort Study participants enrolled 4/1/2003-9/30/2012 with echocardiographic PASP measures. We performed multiple linear and logistic regression analyses to determine whether HIV/HCV mono- or co-infection were associated with PASP and PH compared to uninfected individuals. Individuals with HIV/HCV coinfection displayed a higher PASP than uninfected individuals ([Formula: see text]=1.10, 95% CI 0.01, 2.20) but there was no association between HIV/HCV coinfection and prevalent PH. Subset analyses examined HIV and HCV disease severity markers separately and jointly. Among PLWH, HCV coinfection ([Formula: see text]=1.47, 95% CI 0.26, 2.67) and CD4 + cell count ([Formula: see text]= - 0.68, 95% CI - 1.10, - 0.27), but not HIV viral load nor ART regimen, were associated with PASP. Among people with HCV, neither HIV coinfection nor HCV biomarkers were associated with PASP. Among US veterans referred for echocardiography, HIV/HCV coinfection was not associated with a clinically significant elevation in pulmonary pressure. Lower absolute CD4 + T-cell count was inversely associated with PASP which warrants further investigation in prospective studies.
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Affiliation(s)
- Courtney E Zola
- Division of Infectious Disease, Department of Medicine, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Meredith S Duncan
- Division of Cardiovascular Medicine, Vanderbilt University Medical Center, 2525 West End Avenue, Suite 300A, Nashville, TN, 37203, USA
| | - Kaku So-Armah
- School of Medicine, Section of General Internal Medicine, Boston University, Boston, MA, USA
| | - Kristina A Crothers
- Department of Medicine, University of Washington School of Medicine, Seattle, WA, USA
| | - Adeel A Butt
- VA Pittsburgh Healthcare System, Pittsburgh, PA, USA
- Weill Cornell Medical College, New York, NY, USA
- Weill Cornell Medical College, Doha, Qatar
| | - Cynthia L Gibert
- Department of Medicine, George Washington University, Washington, DC, USA
| | - Joon Woo W Kim
- Department of Medicine, Icahn School of Medicine At Mt. Sinai, James J. Peters VA Medical Center, New York City, NY, USA
| | - Joseph K Lim
- Department of Medicine, Yale University School of Medicine, New Haven, CT, USA
| | - Vincent Lo Re
- Division of Infectious Disease, Department of Medicine and Center for Clinical Epidemiology and Biostatistics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Hilary A Tindle
- Geriatric Research Education and Clinical Centers (GRECC), Veterans Affairs Tennessee Valley Healthcare System, Nashville, TN, USA
- Department of Medicine, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Matthew S Freiberg
- Division of Cardiovascular Medicine, Vanderbilt University Medical Center, 2525 West End Avenue, Suite 300A, Nashville, TN, 37203, USA
- Geriatric Research Education and Clinical Centers (GRECC), Veterans Affairs Tennessee Valley Healthcare System, Nashville, TN, USA
- Department of Medicine, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Evan L Brittain
- Division of Cardiovascular Medicine, Vanderbilt University Medical Center, 2525 West End Avenue, Suite 300A, Nashville, TN, 37203, USA.
- Department of Medicine, Vanderbilt University Medical Center, Nashville, TN, USA.
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Kang EH, Jin Y, Desai RJ, Liu J, Sparks JA, Kim SC. Risk of exacerbation of pulmonary comorbidities in patients with rheumatoid arthritis after initiation of abatacept versus TNF inhibitors: A cohort study. Semin Arthritis Rheum 2019; 50:401-408. [PMID: 31813561 DOI: 10.1016/j.semarthrit.2019.11.010] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/12/2019] [Revised: 08/23/2019] [Accepted: 11/08/2019] [Indexed: 12/24/2022]
Abstract
BACKGROUND Biologic agents may pose a potential risk for exacerbations of pulmonary comorbidities in rheumatoid arthritis (RA) patients. METHODS Using U.S. Medicare and Truven MarketScan databases, we identified three cohorts of RA patients with interstitial lung disease (ILD), chronic obstructive pulmonary disease (COPD), or asthma who initiated abatacept or a TNF inhibitor (TNFi). The primary outcome was a composite exacerbation of individual pulmonary comorbidities based on inpatient or emergency department (ED) visits due to exacerbation of the given pulmonary comorbidity. To adjust for >60 baseline confounders, we used propensity-score fine stratification (PSS) and weighting. Negative binomial regression model estimated a cohort-specific incidence rate ratio (IRR) and 95% confidence interval (CI) of the primary outcome per database, comparing abatacept versus TNFi. Database-specific IRRs were combined using a random-effects meta-analysis. RESULTS We identified 3,295 ILD, 7,161 COPD, and 5,613 asthma patients with RA who initiated either abatacept or a TNFi. IR of composite exacerbation was high in all three pulmonary cohorts but highest in COPD cohort (3.59-11.80 per 100 person-years in ILD, 20.68-34.97 in COPD, and 4.66-13.78 in asthma). After PSS weighting, the combined IRR (95%CI) in abatacept initiators versus TNFi initiators was 0.44 (0.18-1.09) for ILD exacerbation, 0.91 (0.80-1.03) for COPD exacerbation, and 0.81 (0.54-1.22) for asthma exacerbation. CONCLUSION Among patients with RA and pulmonary comorbidities, exacerbations requiring inpatient or ED visits occurred frequently after initiating abatacept or TNFi. Overall, we found no significant difference in the risk of ILD, COPD or asthma exacerbation between abatacept and TNFi initiators, but precision of our estimates is limited.
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Affiliation(s)
- Eun Ha Kang
- Division of Pharmacoepidemiology and Pharmacoeconomics, Brigham and Women's Hospital, Harvard Medical School, 1620 Tremont Street, Suite 3030, Boston, MA 02120, USA; Division of Rheumatology, Department of Internal Medicine, Seoul National University Bundang Hospital, Seongnam, South Korea
| | - Yinzhu Jin
- Division of Pharmacoepidemiology and Pharmacoeconomics, Brigham and Women's Hospital, Harvard Medical School, 1620 Tremont Street, Suite 3030, Boston, MA 02120, USA
| | - Rishi J Desai
- Division of Pharmacoepidemiology and Pharmacoeconomics, Brigham and Women's Hospital, Harvard Medical School, 1620 Tremont Street, Suite 3030, Boston, MA 02120, USA
| | - Jun Liu
- Division of Pharmacoepidemiology and Pharmacoeconomics, Brigham and Women's Hospital, Harvard Medical School, 1620 Tremont Street, Suite 3030, Boston, MA 02120, USA
| | - Jeffrey A Sparks
- Division of Rheumatology, Immunology and Allergy, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
| | - Seoyoung C Kim
- Division of Pharmacoepidemiology and Pharmacoeconomics, Brigham and Women's Hospital, Harvard Medical School, 1620 Tremont Street, Suite 3030, Boston, MA 02120, USA; Division of Rheumatology, Immunology and Allergy, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA.
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Shortreed SM, Cook AJ, Coley RY, Bobb JF, Nelson JC. Challenges and Opportunities for Using Big Health Care Data to Advance Medical Science and Public Health. Am J Epidemiol 2019; 188:851-861. [PMID: 30877288 DOI: 10.1093/aje/kwy292] [Citation(s) in RCA: 28] [Impact Index Per Article: 5.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/04/2018] [Accepted: 12/20/2018] [Indexed: 12/14/2022] Open
Abstract
Methodological advancements in epidemiology, biostatistics, and data science have strengthened the research world's ability to use data captured from electronic health records (EHRs) to address pressing medical questions, but gaps remain. We describe methods investments that are needed to curate EHR data toward research quality and to integrate complementary data sources when EHR data alone are insufficient for research goals. We highlight new methods and directions for improving the integrity of medical evidence generated from pragmatic trials, observational studies, and predictive modeling. We also discuss needed methods contributions to further ease data sharing across multisite EHR data networks. Throughout, we identify opportunities for training and for bolstering collaboration among subject matter experts, methodologists, practicing clinicians, and health system leaders to help ensure that methods problems are identified and resulting advances are translated into mainstream research practice more quickly.
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Affiliation(s)
- Susan M Shortreed
- Biostatistics Unit, Kaiser Permanente Washington Health Research Institute, Seattle, Washington
- Department of Biostatistics, School of Public Health, University of Washington, Seattle, Washington
| | - Andrea J Cook
- Biostatistics Unit, Kaiser Permanente Washington Health Research Institute, Seattle, Washington
- Department of Biostatistics, School of Public Health, University of Washington, Seattle, Washington
| | - R Yates Coley
- Biostatistics Unit, Kaiser Permanente Washington Health Research Institute, Seattle, Washington
- Department of Biostatistics, School of Public Health, University of Washington, Seattle, Washington
| | - Jennifer F Bobb
- Biostatistics Unit, Kaiser Permanente Washington Health Research Institute, Seattle, Washington
- Department of Biostatistics, School of Public Health, University of Washington, Seattle, Washington
| | - Jennifer C Nelson
- Biostatistics Unit, Kaiser Permanente Washington Health Research Institute, Seattle, Washington
- Department of Biostatistics, School of Public Health, University of Washington, Seattle, Washington
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Fischer A, Kong AM, Swigris JJ, Cole AL, Raimundo K. All-cause Healthcare Costs and Mortality in Patients with Systemic Sclerosis with Lung Involvement. J Rheumatol 2017; 45:235-241. [PMID: 29142033 DOI: 10.3899/jrheum.170307] [Citation(s) in RCA: 19] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 08/11/2017] [Indexed: 12/27/2022]
Abstract
OBJECTIVE Patients with systemic sclerosis (SSc) often develop interstitial lung disease (ILD) and/or pulmonary arterial hypertension (PAH). The effect of ILD and PAH on healthcare costs among patients with SSc is not well described. The objective of this analysis was to describe healthcare costs in patients with newly diagnosed SSc and SSc patients newly diagnosed with ILD and/or PAH in the United States. METHODS This retrospective cohort analysis was conducted in the Truven Health MarketScan Commercial and Medicare Supplemental healthcare claims databases from 2003 to 2014. Based on International Classification of Diseases-9-Clinical Modification diagnosis codes on medical claims, patients were classified into 3 groups: incident SSc, SSc with incident ILD (SSc-ILD), and SSc with incident PAH (SSc-PAH). Patients were required to have continuous enrollment for 5 years to measure all-cause healthcare costs. Costs (adjusted to US$) were reported overall and by service type and year following diagnosis. Because of the overlap between groups, statistical comparisons were not conducted. RESULTS There were 1957 patients with incident SSc, 219 with incident SSc-ILD, and 108 patients with incident SSc-PAH. Average (mean ± SD) all-cause healthcare costs over followup were higher for patients with incident SSc-ILD ($191,107 ± $322,193) or patients with incident SSc-PAH ($254,425 ± $240,497), compared to patients with incident SSc ($101,839 ± $167,155). Average annual costs over the 5-year period ranged from $18,513 to $23,268 for patients with incident SSc, from $31,285 to $55,446 for patients with incident SSc-ILD, and from $44,454 to $63,320 for patients with incident SSc-PAH. Costs tended to be the highest in the fifth year of followup. CONCLUSION Among patients with SSc, ILD and PAH can result in substantial increases in healthcare costs.
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Affiliation(s)
- Aryeh Fischer
- From the University of Colorado School of Medicine, Denver, Colorado; Truven Health Analytics, an IBM Company, Cambridge, Massachusetts; National Jewish Health, Denver, Colorado; Genentech Inc., South San Francisco, California, USA.,A. Fischer, MD, University of Colorado School of Medicine; A.M. Kong, MPH, Truven Health Analytics, an IBM Company; J.J. Swigris, DO, MS, National Jewish Health; A.L. Cole, MPH, Truven Health Analytics; K. Raimundo, MS, Genentech Inc
| | - Amanda M Kong
- From the University of Colorado School of Medicine, Denver, Colorado; Truven Health Analytics, an IBM Company, Cambridge, Massachusetts; National Jewish Health, Denver, Colorado; Genentech Inc., South San Francisco, California, USA.,A. Fischer, MD, University of Colorado School of Medicine; A.M. Kong, MPH, Truven Health Analytics, an IBM Company; J.J. Swigris, DO, MS, National Jewish Health; A.L. Cole, MPH, Truven Health Analytics; K. Raimundo, MS, Genentech Inc
| | - Jeffrey J Swigris
- From the University of Colorado School of Medicine, Denver, Colorado; Truven Health Analytics, an IBM Company, Cambridge, Massachusetts; National Jewish Health, Denver, Colorado; Genentech Inc., South San Francisco, California, USA.,A. Fischer, MD, University of Colorado School of Medicine; A.M. Kong, MPH, Truven Health Analytics, an IBM Company; J.J. Swigris, DO, MS, National Jewish Health; A.L. Cole, MPH, Truven Health Analytics; K. Raimundo, MS, Genentech Inc
| | - Ashley L Cole
- From the University of Colorado School of Medicine, Denver, Colorado; Truven Health Analytics, an IBM Company, Cambridge, Massachusetts; National Jewish Health, Denver, Colorado; Genentech Inc., South San Francisco, California, USA.,A. Fischer, MD, University of Colorado School of Medicine; A.M. Kong, MPH, Truven Health Analytics, an IBM Company; J.J. Swigris, DO, MS, National Jewish Health; A.L. Cole, MPH, Truven Health Analytics; K. Raimundo, MS, Genentech Inc
| | - Karina Raimundo
- From the University of Colorado School of Medicine, Denver, Colorado; Truven Health Analytics, an IBM Company, Cambridge, Massachusetts; National Jewish Health, Denver, Colorado; Genentech Inc., South San Francisco, California, USA. .,A. Fischer, MD, University of Colorado School of Medicine; A.M. Kong, MPH, Truven Health Analytics, an IBM Company; J.J. Swigris, DO, MS, National Jewish Health; A.L. Cole, MPH, Truven Health Analytics; K. Raimundo, MS, Genentech Inc.
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Kotwal S, Webster AC, Cass A, Gallagher M. Comorbidity recording and predictive power of comorbidities in the Australia and New Zealand dialysis and transplant registry compared with administrative data: 2000-2010. Nephrology (Carlton) 2016; 21:930-937. [DOI: 10.1111/nep.12694] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/12/2015] [Revised: 11/06/2015] [Accepted: 11/26/2015] [Indexed: 11/30/2022]
Affiliation(s)
- Sradha Kotwal
- The George Institute for Global Health; University of Sydney
| | - Angela C Webster
- Sydney School of Public Health; The University of Sydney
- Centre for Transplant and Renal Research; Westmead Hospital; Westmead
| | - Alan Cass
- Menzies School of Health Research; Charles Darwin University; Darwin
| | - Martin Gallagher
- The George Institute for Global Health; University of Sydney
- Concord Clinical School; University of Sydney; Sydney, Australia
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Curtis JR, Sarsour K, Napalkov P, Costa LA, Schulman KL. Incidence and complications of interstitial lung disease in users of tocilizumab, rituximab, abatacept and anti-tumor necrosis factor α agents, a retrospective cohort study. Arthritis Res Ther 2015; 17:319. [PMID: 26555431 PMCID: PMC4641344 DOI: 10.1186/s13075-015-0835-7] [Citation(s) in RCA: 91] [Impact Index Per Article: 10.1] [Reference Citation Analysis] [Abstract] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/05/2015] [Accepted: 10/22/2015] [Indexed: 01/17/2023] Open
Abstract
INTRODUCTION Interstitial lung disease (ILD) is a common extra-articular condition in rheumatoid arthritis (RA), but few studies have systematically investigated its incidence and risk factors in patients receiving anti-tumor necrosis factor-alpha (anti-TNFα) agents or alternate mechanisms of action (MOAs) (e.g., T-cell, B-cell, and interleukin-6 inhibitors). METHODS RA patients at least 18 years old were selected from the MarketScan databases (2010-2012) if they had at least one prescription/administration of abatacept, rituximab, tocilizumab, or anti-TNF after having discontinued a different biologic agent and meeting enrollment criteria. Cox models estimated the risk of incident ILD and ILD-related hospitalization. Sensitivity analyses used an alternate ILD case definition. RESULTS We identified 13,795 episodes of biologic exposure in 11,219 patients. Mean (standard deviation) follow-up was 0.7 (0.5) years. Patients receiving alternate MOA agents were more likely to have had recent exposure to steroids, prior exposure to a greater number of biologics, and history of ILD, anemia, chronic obstructive pulmonary disease, and other pulmonary conditions. When the sensitive definition was used, unadjusted ILD incidence rates (95% confidence interval, or CI) ranged from 4.0 (1.6-8.2, abatacept) to 12.2 (5.6-23.2, infliximab) per 1000 person-years. Being older (hazard ratio (HR) 3.5; 95% CI 2.1-6.0), being male (HR 3.1; 95% CI 1.2-8.4), and having another pulmonary condition (HR 4.8; 95% CI 1.7-13.7) were associated with increased ILD incidence in either sensitive and/or specific models. There were no significant differences by biologic class. Hospitalization rates (95% CI) when the sensitive definition was used ranged from 55.6 (6.7-200.7, tocilizumab) to 262.5 (71.5-672.2, infliximab). In Cox models, recent methotrexate exposure was associated with reduced ILD hospitalization (HR 0.16; 95% CI 0.06-0.46), whereas being male (HR 2.5; 95% CI 1.3-4.8) and having had a hospitalization for asthma (HR 3.4; 95% CI 1.2-9.8) or ILD/pneumonia (HR 2.3; 95% CI 1.1-4.7) in the 12 months prior to index were associated with increased hospitalization risk. CONCLUSIONS There were no significant differences in the risk of ILD and its related complications between RA patients receiving anti-TNFα agents and those receiving alternate MOA agents. Further studies are needed that account for differences in baseline characteristics in order to fully evaluate the risk of ILD and its complications.
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Affiliation(s)
- Jeffrey R Curtis
- Division of Clinical Immunology and Rheumatology, UAB Arthritis Clinical Intervention Program, University of Alabama at Birmingham, FOT 802D, 510 20th Street South, Birmingham, AL, 35924, USA.
| | - Khaled Sarsour
- Genentech, 1 DNA Way, South San Francisco, CA, 94080, USA.
| | - Pavel Napalkov
- Genentech, 1 DNA Way, South San Francisco, CA, 94080, USA.
| | - Laurie A Costa
- Outcomes Research Solutions, Inc., 303 Wyman Street, Waltham, MA, 02451, USA.
| | - Kathy L Schulman
- Outcomes Research Solutions, Inc., 303 Wyman Street, Waltham, MA, 02451, USA.
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Murray SG, Schmajuk G, Trupin L, Lawson E, Cascino M, Barton J, Margaretten M, Katz PP, Yelin EH, Yazdany J. A population-based study of infection-related hospital mortality in patients with dermatomyositis/polymyositis. Arthritis Care Res (Hoboken) 2015; 67:673-80. [PMID: 25331828 PMCID: PMC4404175 DOI: 10.1002/acr.22501] [Citation(s) in RCA: 30] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/18/2014] [Revised: 10/02/2014] [Accepted: 10/14/2014] [Indexed: 12/12/2022]
Abstract
OBJECTIVE Dermatomyositis (DM) and polymyositis (PM) are debilitating inflammatory myopathies associated with significant mortality. We evaluated the relative contribution of infection to hospital mortality in a large population-based study of individuals with PM/DM. METHODS Data derive from the 2007 to 2011 Healthcare Cost and Utilization Project National Inpatient Samples and include all hospital discharges that met a validated administrative definition of PM/DM. The primary outcome was hospital mortality. Variables for infections and comorbidities were generated from discharge diagnoses using validated administrative definitions. Logistic regression was used to investigate the relationship between infection and mortality in individuals with PM/DM, adjusting for sociodemographics, utilization variables, and comorbidities. Relative risks (RRs) were calculated to compare the overall prevalence of specific infections and associated mortality in PM/DM hospitalizations with those seen in the general hospitalized population. RESULTS A total of 15,407 hospitalizations with PM/DM met inclusion criteria for this study and inpatient mortality was 4.5% (700 deaths). In adjusted logistic regression analyses, infection (odds ratio [OR] 3.4, 95% confidence interval [95% CI] 2.9-4.0) was the strongest predictor of hospital mortality among individuals with PM/DM. Bacterial infection (OR 3.5, 95% CI 3.0-4.1), comprised primarily of pneumonia and bacteremia, and opportunistic fungal infections (OR 2.5, 95% CI 1.5-4.0) were independently associated with hospital mortality. The overall burden of infection in hospitalizations with PM/DM was significantly increased in comparison with the general hospitalized population (RR 1.5, 95% CI 1.4-1.6). CONCLUSION Among hospitalized individuals with PM/DM, infection is the leading cause of mortality. Strategies to mitigate infection risk in both the clinic and hospital settings should be evaluated to improve disease outcomes.
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Affiliation(s)
- Sara G. Murray
- Department of Medicine, University of California, San Francisco, San Francisco, California
| | - Gabriela Schmajuk
- Department of Medicine, Veterans Administration, San Francisco, California
| | - Laura Trupin
- Department of Medicine, University of California, San Francisco, San Francisco, California
| | - Erica Lawson
- Department of Pediatrics, University of California, San Francisco, San Francisco, California
| | - Matthew Cascino
- Department of Medicine, University of California, San Francisco, San Francisco, California
| | - Jennifer Barton
- Department of Medicine, University of California, San Francisco, San Francisco, California
| | - Mary Margaretten
- Department of Medicine, University of California, San Francisco, San Francisco, California
| | - Patricia P. Katz
- Department of Medicine, University of California, San Francisco, San Francisco, California
- Phillip R. Lee Institute for Health Policy Studies, San Francisco, California
| | - Edward H. Yelin
- Department of Medicine, University of California, San Francisco, San Francisco, California
- Phillip R. Lee Institute for Health Policy Studies, San Francisco, California
| | - Jinoos Yazdany
- Department of Medicine, University of California, San Francisco, San Francisco, California
- Phillip R. Lee Institute for Health Policy Studies, San Francisco, California
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Gao S, Dai W, Zhang L, Juhaeri J, Wang Y, Caubel P. Risk of Cardiovascular Events, Stroke, Congestive Heart Failure, Interstitial Lung Disease, and Acute Liver Injury: Dronedarone versus Amiodarone and Other Antiarrhythmics. J Atr Fibrillation 2013; 6:890. [PMID: 28496906 DOI: 10.4022/jafib.890] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/10/2013] [Revised: 10/03/2013] [Accepted: 10/04/2013] [Indexed: 01/23/2023]
Abstract
No published studies have evaluated the risks of cardiovascular (CV) events, stroke, congestive heart failure (CHF), interstitial lung disease (ILD), and severe acute liver injury (ALI) related to antiarrhythmics treatment in real-world clinical practice setting. We examined the relationship between the above events and the selected antiarrhythmics in the real-world setting in the US. Using a retrospective cohort design, the hazard ratios of the outcome events were analyzed from 10,455 adult patients with a diagnosis of atrial fibrillation/atrial flutter and a new treatment with dronedarone (comparison drug), amiodarone, sotalol, flecainide, or propafenone between 07/20/2009 and 12/31/2010 from the Clinformatics Data MartTM database. The patients were followed until: 1) switch to another antiarrhythmic drug, 2) occurrence of the outcome event, 3) end of enrollment, or 4) end of the study period, whichever occurred first. No significant differences were observed in the hazard ratios of the outcome events between dronedarone, amiodarone, and the other antiarrhythmics, except that amiodarone was associated with a higher risk of CV events (adjusted HR = 1.7, 95%CI: 1.1-2.4) and stroke (adjusted HR = 2.0, 95%CI: 1.33.2), compared to dronedarone, especially amongst patients without a CHF history (adjusted HR = 2.4, 95%CI: 1.4-3.8 and 2.2, 95%CI: 1.23.9). A higher risk of CHF was also associated with amiodarone in patients without history of CHF at baseline (adjusted HR = 2.7, 95%CI: 2.03.6). In this real-world investigation, no difference in risk was observed between dronedarone, sotalol, and propafenone initiators for CV events, stroke, CHF, ILD, and ALI. Amiodarone was associated with higher risks of CV events, stroke, and CHF than dronedarone in patients without a CHF history, indicating dronedarone could be an alternative therapy option with lower risk of CV events than amiodarone for the above patients.
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Affiliation(s)
- Shujun Gao
- Clinical Safety and Pharmacovigilance, Daiichi Sankyo, Edison, NJ 08837, USA
| | - Wanju Dai
- Global Pharmacovigilance and Epidemiology, Sanofi, Bridgewater, 08807, USA
| | - Ling Zhang
- Global Pharmacovigilance and Epidemiology, Sanofi, Bridgewater, 08807, USA
| | - Juhaeri Juhaeri
- Global Pharmacovigilance and Epidemiology, Sanofi, Bridgewater, 08807, USA
| | - Yunxun Wang
- Global Pharmacovigilance and Epidemiology, Sanofi, Bridgewater, 08807, USA
| | - Patrick Caubel
- Global Pharmacovigilance and Epidemiology, Sanofi, Bridgewater, 08807, USA
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Herrinton LJ, Harrold LR, Liu L, Raebel MA, Taharka A, Winthrop KL, Solomon DH, Curtis JR, Lewis JD, Saag KG. Association between anti-TNF-α therapy and interstitial lung disease. Pharmacoepidemiol Drug Saf 2013; 22:394-402. [PMID: 23359391 DOI: 10.1002/pds.3409] [Citation(s) in RCA: 56] [Impact Index Per Article: 5.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/17/2012] [Revised: 12/14/2012] [Accepted: 12/25/2012] [Indexed: 12/19/2022]
Abstract
BACKGROUND Anti-tumor necrosis factor-α (TNF-α) agents have been hypothesized to increase the risk of interstitial lung disease (ILD), including its most severe manifestation, pulmonary fibrosis. METHODS We conducted a cohort study among autoimmune disease patients who were members of Kaiser Permanente Northern California, 1998-2007. We obtained therapies from pharmacy data and diagnoses of ILD from review of X-ray and computed tomography reports. We compared new users of anti-TNF-α agents to new users of non-biologic therapies using Cox proportional hazards analysis to adjust for baseline propensity scores and time-varying use of glucocorticoids. We also made head-to-head comparisons between anti-TNF-α agents. RESULTS Among the 8417 persons included in the analysis, 38 (0.4%) received a diagnostic code for ILD by the end of follow-up, including 23 of 4200 (0.5%) who used anti-TNF-α during study follow-up, and 15 of 5423 (0.3%) who used only non-biologic therapies. The age-standardized and gender-standardized incidence rate of ILD, per 100 person-years, was 0.21 [95% confidence interval (CI) 0-0.43] for rheumatoid arthritis and appreciably lower for other autoimmune diseases. Compared with the use of non-biologic therapies, use of anti-TNF-α therapy was not associated with a diagnosis of ILD among patients with rheumatoid arthritis (adjusted hazard ratio, 1.03; 95%CI 0.51-2.07), nor did head-to-head comparisons across anti-TNF-α agents suggest important differences in risk, although the number of cases available for analysis was limited. CONCLUSION The study provides evidence that compared with non-biologic therapies, anti-TNF-α therapy does not increase the occurrence of ILD among patients with autoimmune diseases and informs research design of future safety studies of ILD.
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Affiliation(s)
- Lisa J Herrinton
- Division of Research, Kaiser Permanente, Oakland, CA 94612, USA.
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Carnahan RM, Moores KG. Mini-Sentinel's systematic reviews of validated methods for identifying health outcomes using administrative and claims data: methods and lessons learned. Pharmacoepidemiol Drug Saf 2012; 21 Suppl 1:82-9. [PMID: 22262596 DOI: 10.1002/pds.2321] [Citation(s) in RCA: 72] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/07/2022]
Abstract
PURPOSE To overview the methods used in the Mini-Sentinel systematic reviews of validation studies of algorithms to identify health outcomes in administrative and claims data and to describe lessons learned in the development of search strategies, including their ability to identify articles from previous systematic reviews which used different search strategies. METHODS Literature searches were conducted using PubMed and the citation database of the Iowa Drug Information Service. Embase was searched for some outcomes. The searches were based on a strategy developed by the Observational Medical Outcomes Partnership (OMOP) researchers. All citations were reviewed by two investigators. Exclusion criteria were applied at abstract and full-text review stages to ultimately identify algorithm validation studies that used data sources from the USA or Canada, as the results of these studies were considered most likely to generalize to Mini-Sentinel data. Nonvalidated algorithms were reviewed if fewer than five algorithm validation studies were identified. RESULTS The results of this project are described in the separate articles and reports written on algorithms to identify each outcome of interest. CONCLUSIONS The Mini-Sentinel systematic reviews of algorithms to identify health outcomes in administrative and claims data are expected to be relatively complete, despite some limitations. Algorithm validation studies are inconsistently indexed in PubMed, creating challenges in conducting systematic reviews of these studies. Google Scholar searches, which can perform text word searches of electronically available articles, are suggested as a strategy to identify studies that are not captured through searches of standard citation databases.
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Affiliation(s)
- Ryan M Carnahan
- Department of Epidemiology, The University of Iowa College of Public Health, Iowa City, IA 52242, USA.
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Platt R, Carnahan RM, Brown JS, Chrischilles E, Curtis LH, Hennessy S, Nelson JC, Racoosin JA, Robb M, Schneeweiss S, Toh S, Weiner MG. The U.S. Food and Drug Administration's Mini-Sentinel program: status and direction. Pharmacoepidemiol Drug Saf 2012; 21 Suppl 1:1-8. [PMID: 22262586 DOI: 10.1002/pds.2343] [Citation(s) in RCA: 113] [Impact Index Per Article: 9.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/19/2023]
Abstract
The Mini-Sentinel is a pilot program that is developing methods, tools, resources, policies, and procedures to facilitate the use of routinely collected electronic healthcare data to perform active surveillance of the safety of marketed medical products, including drugs, biologics, and medical devices. The U.S. Food and Drug Administration (FDA) initiated the program in 2009 as part of its Sentinel Initiative, in response to a Congressional mandate in the FDA Amendments Act of 2007. After two years, Mini-Sentinel includes 31 academic and private organizations. It has developed policies, procedures, and technical specifications for developing and operating a secure distributed data system comprised of separate data sets that conform to a common data model covering enrollment, demographics, encounters, diagnoses, procedures, and ambulatory dispensing of prescription drugs. The distributed data sets currently include administrative and claims data from 2000 to 2011 for over 300 million person-years, 2.4 billion encounters, 38 million inpatient hospitalizations, and 2.9 billion dispensings. Selected laboratory results and vital signs data recorded after 2005 are also available. There is an active data quality assessment and characterization program, and eligibility for medical care and pharmacy benefits is known. Systematic reviews of the literature have assessed the ability of administrative data to identify health outcomes of interest, and procedures have been developed and tested to obtain, abstract, and adjudicate full-text medical records to validate coded diagnoses. Mini-Sentinel has also created a taxonomy of study designs and analytical approaches for many commonly occurring situations, and it is developing new statistical and epidemiologic methods to address certain gaps in analytic capabilities. Assessments are performed by distributing computer programs that are executed locally by each data partner. The system is in active use by FDA, with the majority of assessments performed using customizable, reusable queries (programs). Prospective and retrospective assessments that use customized protocols are conducted as well. To date, several hundred unique programs have been distributed and executed. Current activities include active surveillance of several drugs and vaccines, expansion of the population, enhancement of the common data model to include additional types of data from electronic health records and registries, development of new methodologic capabilities, and assessment of methods to identify and validate additional health outcomes of interest.
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Affiliation(s)
- Richard Platt
- Department of Population Medicine, Harvard Medical School and Harvard Pilgrim Health Care Institute, Boston, MA, USA.
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Carnahan RM. Mini-Sentinel's systematic reviews of validated methods for identifying health outcomes using administrative data: summary of findings and suggestions for future research. Pharmacoepidemiol Drug Saf 2012; 21 Suppl 1:90-9. [DOI: 10.1002/pds.2318] [Citation(s) in RCA: 57] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/20/2023]
Affiliation(s)
- Ryan M. Carnahan
- Department of Epidemiology; The University of Iowa College of Public Health; Iowa City IA USA
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