Abstract
Propensity score matching and stratification are methods that help minimise the risk of confounding and misattribution in observational studies http://ow.ly/DY0n30mrtQF
From the authors:
We thank M. Ekström and colleagues for their interest in our study [1] and for their comments. The central concepts that M. Ekström and colleagues express in their correspondence are that our findings of increased respiratory-related morbidity and mortality in association with new serotonergic antidepressant use among older adults with chronic obstructive pulmonary disease (COPD) “likely reflect the underlying illness(es) and other unmeasured factors rather than an actual drug effect”.
Regarding the possibility of underlying COPD severity or the presence of psychiatric disease or other comorbidity accounting for the increased morbidity and mortality observed among new users of serotonergic antidepressants, it is important for M. Ekström and colleagues to recognise that we used propensity score matching methods in our study, which resulted in the balancing of multiple markers of COPD severity (including the frequency and recency of prior COPD exacerbation, duration of COPD and receipt of COPD medications) between treated and control individuals. Furthermore, balance was induced between treated and control individuals on the presence of psychotic and non-psychotic psychiatric disease and on 11 additional comorbidity categories (in addition to the Johns Hopkins Adjusted Clinical Group, which is a validated measure of patient morbidity burden). Furthermore, we undertook several sensitivity analyses, whose purpose was to help further minimise the possibility of underlying illness severity influencing findings. We evaluated our outcomes stratifying by COPD exacerbation frequency history, which is known to be the strongest predictor of COPD morbidity [2]. We found significantly elevated rates of all-cause mortality among new users of serotonergic antidepressants, who had no previous COPD exacerbation, which would be the healthiest COPD subgroup and least likely to be influenced by confounding by indication. We also evaluated our outcomes in a sensitivity analysis where new tricyclic antidepressant users formed the control group (see the online supplementary material for our article [1]), because serotonergic antidepressants and tricyclic antidepressants have similar prescribing indications. Compared to new tricyclic antidepressant users, we observed significantly increased rates of hospital admission for COPD or pneumonia, COPD or pneumonia-related mortality and all-cause mortality among new serotonergic antidepressant users. In contrast to what M. Ekström and colleagues have written, the fact that increased rates of respiratory-related morbidity and mortality were observed among the subgroup of new serotonergic antidepressant users without pre-existing psychiatric disease (which is likely to be a healthier subgroup of individuals, compared to those with established psychiatric disease) again minimises the chances that our findings are influenced by confounding by indication. Finally, the fact that we used new drug receipt (but not of a serotonergic antidepressant) to define inclusion into the control group also helped serve to decrease the likelihood of underlying unstable health potentially explaining any differences observed between the exposed and control groups.
Regarding unmeasured factors not included in our propensity score model influencing our results, we acknowledged this possibility in our article [1]. However, for our findings to be “likely” to be explained by this possibility, as M. Ekström and colleagues have written, is simply speculation on their part. M. Ekström and colleagues offer no evidence to support the premise that, had additional covariates been adjusted for in our analysis, this would have been “likely” to have rendered our positive findings nonsignificant. It is also not clear how some of the unmeasured factors they listed, like alcohol consumption and dietary status, if indeed different between the exposed and control groups, would have possibly contributed to increased COPD-related morbidity and mortality. M. Ekström and colleagues also incorrectly list socioeconomics and smoking exposure as variables uncontrolled for in our analysis. In our propensity score model, several markers of socioeconomic status were included, as was receipt of smoking cessation pharmacotherapy within the previous year (which is a proxy measure for recent cigarette smoke exposure).
M. Ekström and colleagues write that using a similar observational study design to that which we have used, one might naturally find spurious, negative associations between established treatments for COPD (e.g. inhalers) and COPD outcomes, since receipt of treatment is related to underlying illness and underlying illness influences outcomes. However, this assertion is contradicted by a number of published observational studies evaluating the real-world effectiveness of combination versus single-agent inhaler therapy among individuals with COPD, where combination inhaler therapy (which may be more likely to be given to individuals with more symptomatic or unstable COPD, compared with a single-agent inhaler) was not found to be associated with increased rates of negative respiratory outcomes compared with single-agent inhaler therapy [3–5].
We agree with the concluding comment of M. Ekström and colleagues that further research is warranted (both in the form of randomised, placebo-controlled clinical trials and real-world observational studies) to more fully understand the potential benefits and harms of serotonergic antidepressants in the COPD population. It worth noting, however, that randomised clinical trials to date have failed to demonstrate that serotonergic antidepressant drugs are beneficial for either depression and anxiety [6–8], or refractory dyspnoea [8–10], among individuals with COPD.
Footnotes
Conflict of interest: N.T. Vozoris has nothing to disclose.
Conflict of interest: P.C. Austin has nothing to disclose.
Conflict of interest: P.A. Rochon has nothing to disclose.
- Received October 2, 2018.
- Accepted October 4, 2018.
- Copyright ©ERS 2018