Abstract
Purpose
We evaluated whether incident opioid drug use was associated with adverse cardiac events among older adults with chronic obstructive pulmonary disease (COPD).
Methods
This was an exploratory, retrospective cohort study using health administrative data from Ontario, Canada, from 2008 to 2013. Using a validated algorithm, we identified adults aged 66 years and older with non-palliative COPD. Hazard ratios (HR) were estimated for adverse cardiac events within 30 days of incident opioid receipt compared to controls using inverse probability of treatment weighting using the propensity score.
Results
There were 134,408 community-dwelling individuals and 14,685 long-term care residents with COPD identified, 67.0 and 60.6% of whom received an incident opioid. Incident use of any opioid was associated with significantly decreased rates of emergency room (ER) visits and hospitalizations for congestive heart failure (CHF) among community-dwelling older adults (HR 0.84; 95% CI 0.73–0.97), but significantly increased rates of ischemic heart disease (IHD)-related mortality among long-term care residents (HR 2.15; 95% CI 1.50–3.09). In the community-dwelling group, users of more potent opioid-only agents without aspirin or acetaminophen combined had significantly increased rates of ER visits and hospitalizations for IHD (HR 1.38; 95% CI 1.08–1.77) and IHD-related mortality (HR 1.83; 95% CI 1.32–2.53).
Conclusions
New opioid use was associated with elevated rates of IHD-related morbidity and mortality among older adults with COPD. Adverse cardiac events may need to be considered when administering new opioids to older adults with COPD, but further studies are required to establish if the observed associations are causal or related to residual confounding.
Similar content being viewed by others
Avoid common mistakes on your manuscript.
Introduction
Prescription opioid drugs are commonly used by individuals with chronic obstructive pulmonary disease (COPD) [1, 2], and there is evidence suggesting that their use is rising in this population [1]. Cardiac disease is also frequent in COPD [3, 4], and about one third of all COPD deaths are estimated to be cardiac-related [5]. The potential influence of opioid drugs on cardiac health is somewhat controversial. Some studies have shown that activation of opioid receptors facilitates the cardio-protective process of ischemic pre-conditioning [6,7,8]. However, there are potential mechanisms by which opioid drugs may contribute to cardiac harm: reducing venous return and right ventricular output through the blunting of inspiratory neural drive, intrathoracic pressure and tidal volume [9]; substantially reducing myocardial oxygen delivery [10]; hypoxemia and hypercapnia-mediated decreases in cardiac contractility [11]; increasing cardiovascular inflammatory factors (such as fibrinogen and apolipoprotein-B) [12]; and masking warning anginal symptoms [13]. Previous observational studies have reported that prescription opioid use in the general population is associated with increased risk of myocardial infarction [14, 15] and cardiovascular-related mortality [16]. While previous clinical trials evaluating the efficacy of opioids for refractory breathlessness in advanced COPD did not report increased risk of adverse cardiac events [17,18,19,20], these studies were characterized by small sample sizes [17,18,19,20], exclusion of individuals at-risk for drug-related adverse events (e.g. individuals with certain comorbid illnesses [17,18,19,20] or those with a history of previous opioid-related negative effects [18, 19]) and limited opioid dosing [17,18,19,20]. No population-level drug safety data is available relating to the potential influence of opioid drugs on cardiac health among individuals with COPD. It is important for the medical community to be aware of possible opioid-related cardiac adverse events among individuals with COPD because both opioid drug use [1, 2] and cardiovascular comorbidity [3, 4] occur more frequently in COPD compared to the general population and individuals with COPD may be more vulnerable to potential opioid-related influences on gas exchange given pre-existing impairment in oxygenation and ventilation. The purpose of this study was to explore the association of new opioid use with risk of adverse cardiac events among older adults with COPD.
Methods
Study design
A retrospective cohort design was used with population-level health administrative data from Ontario, Canada, from 1 April 2008 to 30 April 2013. Ontario is a culturally diverse province, containing about 13.5 million people (approximately 40% of Canada’s total population). This study was approved by the review ethics board at Sunnybrook Health Sciences Centre.
Data sources
Using unique encoded identifiers, we linked 13 health administrative databases housed at the Institute for Clinical Evaluative Sciences (ICES) in Toronto, Ontario, Canada. A population-based database containing Ontarians with validated physician-diagnosed COPD was used. The methods used to validate COPD health administrative codes have been previously described [21]. We used a highly specific algorithm to identify individuals with COPD, based on three or more ambulatory claims for COPD within any 2-year period or one or more hospitalization(s) for COPD (specificity 95.4% [95% confidence interval (CI) 92.6–97.4%]; sensitivity 57.5% [95% CI 47.9–66.8%]) [21]. The Ontario Drug Benefit (ODB) database was also used, which contains information on all publicly funded outpatient medication dispensings to Ontarians ages 65 years and older. Drug claim coding error is very low in the ODB at 0.7% (95% CI 0.5–0.9%) [22]. Other health administrative databases used are outlined in the Online Supplement section 1.
Study population
Criteria for inclusion in this study were having validated physician-diagnosed COPD, being an Ontario resident and being 66 years of age or older, all between 1 April 2008 to 31 March 2013. Although individuals younger than 66 years old were not included in this study (as drug dispensing data were not available for them in ODB), COPD is generally a disease of older adults and the majority of affected individuals are older than age 65 years [23]. Individuals receiving palliative care (based on physician service codes) in the year prior to the index date (defined below) were excluded, since opioids may be appropriately used in this group and since these individuals are anticipated to have poor health outcomes. Instead, our purpose was to evaluate for possible opioid-related adverse cardiac events in the broader, non-palliative, older adult COPD population. Community-dwelling older adults and those living in long-term care residence were examined separately, as access to healthcare providers (and hence opioid drugs) may differ between these two groups and since individuals living in long-term care residence tend to be sicker and are more likely to have poor health outcomes.
Opioid drug exposure and index date definition
Table 1 lists the oral and transdermal formulation opioid drugs that we considered. Partial agonist-partial antagonist opioid agents (i.e. suboxone) and combination opioid and glutamate receptor agonists (i.e. methadone) were not included, since these are distinct classes of opioid drugs. Opioid drug users were defined by incident use of any opioid listed in Table 1 between 1 April 2008 and 31 March 2013. Similar to previous [24, 25], we defined incident use as any opioid dispensing without having received any opioid drug listed in Table 1 in the year prior to the incident date. Incident (and not prevalent) opioid use was selected, since incident use is less likely to be associated with ‘healthy user’ bias and since our purpose was to examine acute-onset drug-related adverse cardiac events. We counted incident use only once per individual (specifically, the first dispensing was considered, in the event criteria for incident use were met more than once during the study), and an exposed individual was not allowed to cross-over to the unexposed comparison group at any time. The index date for exposed individuals was the date the incident opioid was dispensed.
Control group
Controls did not receive any opioid listed in Table 1 between 1 April 2008 and 31 March 2013. Since the index date for the exposed group involved a drug exposure, the index date for the control group similarly involved a drug exposure, in order to help minimize bias. We defined cohort entry for controls as the most recent incident non-opioid drug dispensing on or before a date chosen randomly from the accrual period, with the index date being the date the most recent incident non-opioid medication was received. Incident non-opioid drug use was defined as no receipt of a drug within the same class as the index non-opioid drug in the year prior to index. If the most recent non-opioid drug dispensing took place more than 6 months before that date, or if it took place before the start of the 2008–2013 period, then the individual was excluded. This approach to define controls has been used previously [24, 25].
Study outcomes
Adverse cardiac events that we examined within 30 days after the index date included emergency room (ER) visits, hospitalizations and mortality associated with ischemic heart disease (IHD) or congestive heart failure (CHF). When an ER visit directly leads to a hospitalization, only a hospitalization event was counted. ER visits and hospitalizations for IHD and CHF were identified based on one discharge code for IHD and CHF, respectively. This algorithm of health administrative codes to identify IHD and CHF has been previously validated for diagnostic purposes and is highly specific: one discharge code for IHD has a specificity of 99.4% [95% CI 98.9–99.9%] and a sensitivity of 62.1% [95% CI 51.9–72.3%] [26], and one discharge code for CHF has a specificity of 98.6% [95% CI 98.1–99.1%] and a sensitivity of 60.6% [95% CI 50.8–70.4%] [27]). We selected a 30-day follow-up period to evaluate for possible adverse cardiac events since we expected these events to occur soon following opioid initiation. Furthermore, about 90% of all incident opioid dispensings were previously found to have a duration of 30 days or less [1].
Propensity score weighting
Among individuals with COPD, opioid users are known to differ from non-users on a variety of characteristics that may influence risk of subsequent cardiac outcomes [1]. Therefore, we used inverse probability of treatment weighting (IPTW) using the propensity score [28, 29] to create weighted samples of exposed and control individuals where measured baseline covariates were balanced between the two groups. We estimated a propensity score for new opioid receipt by developing a logistic regression model with 51 covariates that included multiple markers of COPD severity (including duration of COPD, receipt of respiratory-related medications and COPD exacerbation frequency), healthcare system use, pre-existing comorbidities (including ER visit or hospitalization for IHD or CHF in the past year, as a marker of recent cardiac status stability) and other prescription medication receipt (Tables 1 and 2 in section 3 of the Online Supplement).
Sensitivity analyses
First, we evaluated for adverse cardiac events by opioid type received (i.e. opioid-only agents versus combination opioid/non-opioid agents [Table 1]), since opioid-only agents generally contain more potent opioids (like hydromorphone and fentanyl) than combination agents (most of which contain less-potent codeine) and since some combination agents contain cardio-protective aspirin as the non-opioid component [30]. Second, among users of opioid-only agents, we examined our outcomes by drug half-life type (i.e. shorter-acting versus longer-acting agents [Table 1]) to see if adverse cardiac events would be observed even among users of shorter-acting agents. Third, we evaluated our outcomes among users of opioid-only agents stratifying by COPD exacerbation history in the year prior to the index date (i.e. no exacerbation versus one or more outpatient exacerbation with no exacerbation requiring presentation to hospital versus one or more exacerbation requiring presentation to hospital). COPD exacerbation history is associated with severity of underlying airflow obstruction [31], decreased quality of life [32], risk of future exacerbations [33] and mortality [34], and Canadian [35] and newer global [36] COPD guidelines use COPD exacerbation frequency to distinguish COPD severity. Evaluating for outcomes in the subgroup of individuals with least severe disease (in this study, those experiencing no exacerbation in the year prior to index) is an established method for minimizing confounding by indication in non-randomized studies [37]. The Online Supplement section 2 describes methods relating to additional sensitivity analyses.
Statistical analysis
Pre- and post-propensity score weighting, we calculated descriptive statistics and standardized differences for the exposed and control groups on all baseline covariates [29]. Using Cox proportional hazard regression models with a robust variance estimator, a hazard ratio (HR) with associated 95% confidence interval (CI) was estimated for each outcome in the propensity score weighted samples [38]. The control group was used as the reference in all analyses. All statistical analyses were conducted using SAS Enterprise Guide 6.1 (SAS Institute Inc., Cary, NC, USA). Two-sided tests of significance at the p < 0.05 level were used.
Results
Overall cohort results
There were a total of 134,408 community-dwelling individuals and 14,685 long-term care residents aged 66 years and older with COPD identified between 1 April 2008 and 31 March 2013. Incident opioid receipt occurred in 67.0 and 60.6%, respectively (Online Supplement section 3). Baseline sociodemographic and health characteristics were well-balanced between new users and controls following propensity score weighting in the both community-dwelling and long-term care resident cohorts, with standardized differences below 10% for all variables (Online Supplement section 3).
In the community-dwelling cohort, compared to controls, incident use of any opioid was associated with significantly decreased rates of ER visits or hospitalizations for CHF (HR 0.84; 95% CI 0.73–0.97) (Table 2). No significant associations were found between incident opioid use and ER visits or hospitalizations for IHD or cardiac-related mortality. In the long-term resident cohort, incident use of any opioid relative to controls was associated with significantly increased rates of IHD-related mortality (HR 2.15; 95% CI 1.50–3.09). No other significant associations were observed.
Sensitivity analyses for community-dwelling cohort
By opioid-type
Users of opioid-only agents relative to controls had increased rates of ER visits or hospitalizations for IHD (HR 1.38; 95% CI 1.08–1.77) and IHD-related mortality (HR 1.83; 95% CI 1.32–2.53) (Table 3). However, users of combination opioid/non-opioid agents versus controls had decreased rates of ER visits or hospitalizations for CHF (HR 0.81; 95% CI 0.71–0.94). Lower risk for ER visits or hospitalizations for CHF remained among combination opioid/non-opioid users versus controls, even after eliminating users of combination agents containing aspirin (data not shown).
By opioid half-life type
Compared to controls, recipients of opioid-only formulations that were shorter- and longer-acting had higher rates of ER visits or hospitalizations for IHD (shorter-acting agents HR 1.33; 95% CI 1.01–1.74; longer-acting agents HR 1.70; 95% CI 1.01–2.89) and IHD-related mortality (shorter-acting agents HR 1.81; 95% CI 1.29–2.54; longer-acting agents HR 2.41; 95% CI 1.05–5.53) (Table 4).
By COPD exacerbation frequency
Relative to controls, users of opioid-only agents with no exacerbation in the year prior to the index date had increased rates of ER visits or hospitalizations for IHD (HR 1.53; 95% CI 1.07–2.20) and IHD-related mortality (HR 1.92; 95% CI 1.18–3.12) (Table 5). Greater rates of IHD-related mortality were also observed among opioid-only agent users with ≥1 exacerbation requiring presentation to hospital (HR 1.81, 95% CI 1.08–3.02). Additional sensitivity analyses for the community-dwelling cohort are contained in the Online Supplement section 4.
Sensitivity analyses long-term care resident cohort
Refer to the Online Supplement section 5 for these analyses.
Discussion
After propensity score weighting using 51 covariates, our large, population-based cohort study demonstrated significantly increased rates of IHD-related morbidity and mortality in association with incident opioid-only formulation use among community-dwelling older adults with COPD, as well as among older adults with COPD living in long-term care residence who received any incident opioid (regardless of whether or not the opioid was combined with a non-opioid agent). Increased rates of IHD-related morbidity and mortality were also observed with opioid-only agent use among the healthiest subgroup of individuals with COPD, further strengthening our overall findings.
In the overall community-dwelling cohort, no significant positive associations were found between any incident opioid use and adverse cardiac events and there were significantly decreased rates of ER visits or hospitalizations for CHF among opioid users. These results may be explained by the fact that combination opioid/non-opioid drug formulations were included in the overall cohort analysis and these combination agents account for close to 90% of new opioid use among older adults with COPD [1]. Unlike opioid-only agents, combination opioid/non-opioid drug formulations generally contain less potent opioids (like codeine), lower opioid doses are generally achievable and some contain cardio-protective aspirin as the non-opioid component. When we evaluated the generally more potent and non-aspirin-containing opioid-only agents among community-dwelling individuals, significantly increased risks for IHD-related morbidity and mortality were observed. Although the absolute risk increases for IHD-related morbidity and mortality were relatively small, they may be important at the population level, where upwards of 10% of Ontario’s population over the age of 35 years old are estimated to have COPD [23]. Users of combination opioid/non-opioid agents accounted for the decreased rates of ER visits or hospitalizations for CHF observed among opioid recipients in the overall community-dwelling cohort, and the association between combination agent use and decreased CHF-related morbidity persisted even after eliminating users of aspirin-containing formulations. This finding may be explained by the lower opioid potency and dose that generally characterize combination agents, which may have been sufficient to facilitate cardio-protective ischemic pre-conditioning, but insufficient to contribute to negative physiologic effects, like decreasing right ventricular output and cardiac contractility or substantially reducing myocardial oxygen delivery. In previous work relating to adverse respiratory outcomes, we similarly found that combination opioid/non-opioid agents were less harmful than opioid-only agents among community-dwelling older adults with COPD [25].
In the long-term care resident cohort analysis, any opioid use was associated with increased rates of IHD-related mortality and the association with IHD-related mortality remained significantly elevated even when considering the subgroup of combination opioid/non-opioid agent users (Online Supplement section 5). The discrepant role of combination opioid/non-opioid drugs on cardiac health in the community-dwelling cohort versus the long-term care resident cohort may be due to the fact that long-term care residents are likely a less healthy group, and therefore potentially more sensitive to the adverse influences of opioid drugs, including those formulations of lower potency or dose. The increased and competing risk of IHD-related death among opioid users in the overall long-term care resident cohort analysis may explain why increased rates of cardiac morbidity events were not observed.
Compared to controls, increased cardiac harm was found among users of shorter- and longer-acting opioid-only formulations. We have previously reported that incident use of shorter-acting opioid-only agents is associated with increased respiratory-related morbidity and mortality among older adults with non-palliative COPD [25]. More variable drug blood levels and greater drug level peaks are known to be associated with use of shorter- versus longer-acting opioids [39], which may explain why we observed adverse cardiac events with the shorter-acting subclass. We also observed increased adverse cardiac events in association with opioid-only agent use among the healthiest COPD subgroup, that is, individuals having no exacerbation in the year prior to the index date. This result strengthens our overall finding of an association between opioid-only agent use and cardiac events, as such individuals would be the least likely to have received opioids for cardio-respiratory symptoms, and therefore are less likely to be influenced by confounding by indication.
Several limitations need to be acknowledged. First, causation cannot be inferred in this observational study. Second, residual confounding by unmeasured covariates and confounding by indication could be still influencing our results. Certain clinical markers of COPD severity, such as respiratory symptoms and lung function measures, were not available in our databases for incorporation in our propensity score model. However, we adjusted our analyses for multiple other indicators of COPD severity, including duration of COPD, receipt of respiratory-related medications, comorbidities and, most importantly, we stratified our analyses by COPD exacerbation frequency, which is the single best independent predictor of future exacerbation risk [33]. Information on indication for opioid receipt was also not captured in our databases, and it is possible that sicker patients were prescribed opioids to treat symptoms, and their underlying illness, and not the opioid receipt, leads to subsequent cardiac events. However, we adjusted our analyses for a total of 51 covariates (including pre-existing relevant comorbidities, like IHD, CHF and diabetes, which may increase risk for both opioid receipt and negative cardiac outcomes) and we also showed that opioid-only agent use was associated with adverse cardiac events even in the healthiest subgroup of individuals with COPD (i.e. those with no previous exacerbation). Third, we may not have excluded all individuals receiving palliative care in the year prior to the index date using physician service codes. If some individuals receiving palliative care remained, confounding by indication may have contributed to the finding of increased cardiac-related death among opioid users. However, the possible residual inclusion of individuals receiving palliative care would unlikely explain the greater cardiac-related ER visits and hospitalizations among opioid recipients. Fourth, our results may not be generalizable to the entire older adult, non-palliative COPD population, since our COPD definition, while highly specific, had modest sensitivity [21]. Fifth, we may have under-estimated the number of IHD- and CHF-related ER visits and hospitalizations occurring, since these outcome definitions were associated with high specificity, but modest sensitivity [26, 27]. Finally, we were unable to estimate the effect of COPD on the risk of adverse cardiac events due to the study design, as both those exposed and those not exposed to opioids were required to have pre-existing COPD. This design decision was made because our primary objective was to examine the effect of opioids on adverse cardiac events in the COPD population, and thus, we wanted the exposed and unexposed subjects to be similar in every way, except in their exposure to opioids. However, it well-known and previously described [3, 4] that COPD is risk factor for cardiac disease.
In conclusion, incident opioid use among older adults with non-palliative COPD was associated with elevated rates for IHD-related morbidity and mortality, specifically among opioid-only formulation recipients and among long-term care residents. Therefore, decisions to use opioid drugs in the older adult non-palliative COPD population may need to take into consideration potential risk for adverse cardiac events. However, further studies are needed to determine if the observed associations between incident opioid use and adverse cardiac events are causal or due to unresolved confounding.
References
Vozoris NT, Wang X, Fischer HD, Gershon AS, Bell CM, Gill SS et al (2016) Incident opioid drug use among older adults with chronic obstructive pulmonary disease: a population-based cohort study. Br J Clin Pharmacol 81:161–170
Ahmadi Z, Bernelid E, Currow DC, Ekstrom M (2016) Prescription of opioids for breathlessness in end-stage COPD: a national population-based study. Int J Chron Obstruct Pulmon Dis 11:2651–2657
Huiart L, Ernst P, Suissa S (2005) Cardiovascular morbidity and mortality in COPD. Chest 128:2640–2646
Curkendall SM, DeLuise C, Jones JK, Lanes S, Stang MR, Goehring E Jr et al (2006) Cardiovascular disease in patients with chronic obstructive pulmonary disease, Saskatchewan Canada. Ann Epidemiol 16:63–70
Calverley PM, Anderson JA, Celli B, Ferguson GT, Jenkins C, Jones PW, TORCH investigators et al (2007) Salmeterol and fluticasone propionate and survival in chronic obstructive pulmonary disease. N Engl J Med 356:775–789
Schultz JE, Rose E, Yao Z, Gross GJ (1995) Evidence for involvement of opioid receptors in ischemic preconditioning in rat hearts. Am J Phys 268:H2157–H2161
Chien GL, Van Winkle DM (1996) Naloxone blockade of myocardial ischemic preconditioning is stereoselective. J Mol Cell Cardiol 28:1895–1900
Okubo S, Tanabe Y, Takeda K, Kitayama M, Kanemitsu S, Kukreja RC et al (2004) Ischemic preconditioning and morphine attenuate myocardial apoptosis and infarction after ischemia-reperfusion in rabbits: role of delta-opioid receptor. Am J Physiol Heart Circ Physiol 287:H1786–H1791
Pinsky MR (2002) Recent advances in the clinical application of heart-lung interactions. Curr Opin Crit Care 8:26–31
Sonntag H, Larsen R, Hilfiker O, Kettler D, Brockschnieder B (1982) Myocardial blood flow and oxygen consumption during high-dose fentanyl anesthesia in patients with coronary artery disease. Anesthesiology 56:417–422
Jennings DB, Sparling J (1974) Effects of low O2 and high CO2 on cardiorespiratory function in conscious resting dogs. Am J Phys 226:431–438
Asgary S, Sarrafzadegan N, Naderi GA, Rozbehani R (2008) Effect of opium addiction on new and traditional cardiovascular risk factors: do duration of addiction and route of administration matter? Lipids Health Dis 7:42
Masoudkabir F, Sarrafzadegan N, Eisenberg MJ (2013) Effects of opium consumption on cardiometabolic diseases. Nat Rev Cardiol 10:733–740
Carman WJ, Su S, Cook SF, Wurzelmann JI, McAfee A (2011) Coronary heart disease outcomes among chronic opioid and cyclooxygenase-2 users compared with a general population cohort. Pharmacoepidemiol Drug Saf 20:754–762
Li L, Setoguchi S, Cabral H, Jick S (2013) Opioid use for noncancer pain and risk of myocardial infarction amongst adults. J Intern Med 273:511–526
Ray WA, Chung CP, Murray KT, Hall K, Stein CM (2016) Prescription of long-acting opioids and mortality in patients with chronic noncancer pain. JAMA 315:2415–2423
Jennings AL, Davies AN, Higgins JP, Gibbs JS, Broadley KE (2002) A systematic review of the use of opioids in the management of dyspnoea. Thorax 57:939–944
Abernethy AP, Currow DC, Frith P, Fazekas BS, McHugh A, Bui C (2003) Randomised, double blind, placebo controlled crossover trial of sustained release morphine for the management of refractory dyspnoea. BMJ 327:523–528
Currow DC, McDonald C, Oaten S, Kenny B, Allcroft P, Frith P et al (2011) Once-daily opioids for chronic dyspnea: a dose increment and pharmacovigilance study. J Pain Symptom Manag 42:388–399
Rocker GM, Simpson AC, Young J, Horton R, Sinuff T, Demmons J et al (2013) Opioid therapy for refractory dyspnea in patients with advanced chronic obstructive pulmonary disease: patients’ experiences and outcomes. CMAJ Open 1:E27–E36
Gershon AS, Wang C, Guan J, Vasilevska-Ristovska J, Cicutto L, To T (2009) Identifying individuals with physician diagnosed COPD in health administrative databases. J COPD 6:388–394
Levy R, O’Brien BJ, Sellors C, Grootendorst P, Willison D (2003) Coding accuracy of administrative drug claims in the Ontario Drug Benefit database. Can J Clin Pharmacol 10:67–71
Gershon AS, Wang C, Wilton AS, Raut R, To T (2010) Trends in chronic obstructive pulmonary disease prevalence, incidence, and mortality in Ontario, Canada, 1996 to 2007: a population-based study. Arch Intern Med 170:560–565
Vozoris NT, Fischer HD, Wang X, Stephenson AL, Gershon AS, Gruneir A et al (2014) Benzodiazepine drug use and adverse respiratory outcomes among older adults with COPD. Eur Respir J 44:332–340
Vozoris NT, Wang X, Fischer HD, Bell CM, O’Donnell DE, Austin PC et al (2016) Incident opioid drug use and adverse respiratory outcomes among older adults with COPD. Eur Respir J 48:683–693
Tu K, Mitiku T, Lee DS, Guo H, Tu JV (2010) Validation of physician billing and hospitalization data to identify patients with ischemic heart disease using data from the Electronic Medical Record Administrative data Linked Database (EMRALD). Can J Cardiol 26:e225–e228
Schultz SE, Rothwell DM, Chen Z, Tu K (2013) Identifying cases of congestive heart failure from administrative data: a validation study using primary care patient records. Chronic Dis Inj Can 33:160–166
Austin PC (2011) An introduction to propensity score methods for reducing the effects of confounding in observational studies. Multivar Behav Res 46:399–424
Austin PC, Stuart EA (2015) Moving towards best practice when using inverse probability of treatment weighting (IPTW) using the propensity score to estimate causal treatment effects in observational studies. Stat Med 34:3661–3679
Eidelman RS, Hebert PR, Weisman SM, Hennekens CH (2003) An update on aspirin in the primary prevention of cardiovascular disease. Arch Intern Med 163:2006–2010
Donaldson GC, Seemungal TA, Bhowmik A, Wedzicha JA (2002) Relationship between exacerbation frequency and lung function decline in chronic obstructive pulmonary disease. Thorax 57:847–852
Spencer S, Calverley PM, Burge PS, Jones PW (2004) Impact of preventing exacerbations on deterioration of health status in COPD. Eur Respir J 23:698–702
Hurst JR, Vestbo J, Anzueto A, Locantore N, Müllerova H, Tal-Singer R, Evaluation of COPD Longitudinally to Identify Predictive Surrogate Endpoints (ECLIPSE) Investigators et al (2010) Susceptibility to exacerbation in chronic obstructive pulmonary disease. N Engl J Med 363:1128–1138
Connors AF Jr, Dawson NV, Thomas C, Harrell FE Jr, Desbiens N, Fulkerson WJ et al (1996) Outcomes following acute exacerbation of severe chronic obstructive lung disease. The SUPPORT investigators (Study to Understand Prognoses and Preferences for Outcomes and Risks of Treatments). Am J Respir Crit Care Med 154:959–967
O’Donnell DE, Hernandez P, Kaplan A, Aaron S, Bourbeau J, Marciniuk D et al (2008) Canadian Thoracic Society recommendations for management of chronic obstructive pulmonary disease—2008 update—highlights for primary care. Can Respir J 15S:1A–8A
Global Initiative for Chronic Obstructive Lung Disease (GOLD). Global strategy for the diagnosis, management, and prevention of chronic obstructive pulmonary disease. Updated 2016. http://goldcopd.org/global-strategy-diagnosis-management-prevention-copd-2016 (Accessed October 2016).
Wen SW, Hernandez R, Naylor CD (1995) Pitfalls in nonrandomized outcomes studies. The case of incidental appendectomy with open cholecystectomy. JAMA 274:1687–1691
Austin PC (2013) The performance of different propensity-score methods for estimating marginal hazard ratios. Stat Med 32:2837–2849
Argoff CE, Silvershein DI (2009) A comparison of long- and short-acting opioids for the treatment of chronic noncancer pain: tailoring therapy to meet patient needs. Mayo Clin Proc 84:602–612
Author information
Authors and Affiliations
Contributions
NTV, XW, PAC, DSL, ALS, DEO, SSG and PAR contributed substantially to the study design, data analysis and interpretation and the writing of the manuscript.
Corresponding author
Ethics declarations
This study was approved by the review ethics board at Sunnybrook Health Sciences Centre.
Conflicts of interest
All authors have completed the Unified Competing Interest form at www.icmje.org/coi_disclosure.pdf (available on request from the corresponding author) and declare the following: NTV had support from Godfrey S. Pettit Respirology Block Term Grant for the submitted work; XW, PAC, DSL, ALS, DEO, SSG and PAR had no support from any organization for the submitted work; DEO received grants and personal fees from Boehringer Ingelheim, grants and personal fees from Astra Zeneca, grants from GlaxoSmithKline and personal fees from Novartis, in the previous 3 years; NTV, XW, PAC, DSL, ALS, DEO, SSG and PAR had no financial relationships with any organizations that might have an interest in the submitted work in the previous 3 years; and NTV, XW, PAC, DSL, ALS, DEO, SSG and PAR had no other relationships or activities that could appear to have influenced the submitted work.
Funding
This research was funded by a Godfrey S. Pettit Respirology Block Term Grant. This study was supported by the Institute for Clinical Evaluative Sciences (ICES), which is funded by an annual grant from the Ontario Ministry of Health and Long-Term Care (MOHLTC). The opinions, results and conclusions reported in this paper are those of the authors and are independent from the funding sources. No endorsement by ICES or the Ontario MOHLTC is intended or should be inferred. Parts of this material are based on data and information compiled and provided by Canadian Institute for Health Information (CIHI). However, the analyses, conclusions, opinions and statements expressed herein are those of the author, and not necessarily those of CIHI. Parts of this material are based on data and information provided by Cancer Care Ontario (CCO). The opinions, results, view and conclusions reported in this paper are those of the authors and do not necessarily reflect those of CCO. No endorsement by CCO is intended or should be inferred. We thank Brogan Inc., Ottawa for use of their Drug Information Database. P.C. Austin was supported in part by a Career Investigator Award from the Heart and Stroke Foundation. D.S. Lee was supported by a mid-career investigator award from the Heart and Stroke Foundation and is the Ted Rogers Chair in Heart Function Outcomes.
Electronic supplementary material
ESM 1
(DOC 649 kb)
Rights and permissions
About this article
Cite this article
Vozoris, N.T., Wang, X., Austin, P.C. et al. Adverse cardiac events associated with incident opioid drug use among older adults with COPD. Eur J Clin Pharmacol 73, 1287–1295 (2017). https://doi.org/10.1007/s00228-017-2278-3
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s00228-017-2278-3