To the Editor:
The recent study by Dumas and colleagues makes a valuable contribution to the descriptive epidemiology of invasive ventilation in immunocompromised patients (1). However, the study results must be interpreted in the context of methodological bias, which may substantially interfere with inferences about the timing of invasive ventilation. It is not the usual issue of residual confounding that makes a mandatory appearance in the discussion section of all observational studies. Instead, this is an issue of cohort construction that makes inferences about the timing of invasive ventilation more difficult to interpret than might be perceived.
The issue is that the study only includes patients who were invasively ventilated. To see why this is a problem, consider a randomized trial of earlier versus later invasive ventilation. Some of the patients assigned to the “later” strategy would improve before the later time arrived and thereby avoid invasive ventilation altogether. We have seen this in other areas of critical care, such as renal replacement therapy. In the STAART-AKI (Standard vs. Accelerated Initiation of Renal-Replacement Therapy in Acute Kidney Injury) trial, for example, only 62% of patients assigned to the later dialysis strategy were ever started on renal replacement therapy (2). It would be an obvious error to exclude patients who were never dialyzed from the analysis of that study. Similarly, any causal inference about the timing of invasive ventilation requires including the outcomes of patients that were never invasively ventilated because a later strategy was used.
This methodological oversight is a recurring blind spot in the critical care literature (3–6), and each study has dutifully demonstrated the power of this error in construction. Investigators uniformly found higher mortality in the “late” intubation cohorts, which can likely be explained by the benefit of time in clarifying clinical trajectories as opposed to the benefit of early invasive ventilation. Early invasive ventilation will inevitably place some patients on ventilators who never would have been invasively ventilated under a later invasive ventilation strategy because time has not allowed those patients the chance to improve. Other studies have navigated this potential pitfall correctly and they show that mortality is lowest in patients who were never invasively ventilated (7–9). We wonder whether characterizing the invasive ventilation timing as “early versus late/never” instead of “early versus late” would help future authors avoid this cohort construction pitfall.
Invasive ventilation and the best way to deploy it is a key research priority for critical care medicine. We agree with the authors’ fundamental assertion that invasive ventilation has important heterogeneity of treatment effect. Unfortunately, the construction of this analysis precludes concrete inferences about this heterogeneity, including the relationship between timing of invasive ventilation and mortality. We encourage future studies of invasive ventilation to include all patients potentially eligible for invasive ventilation in their cohorts. Identification of the variables truly relevant to heterogeneity of treatment effect is the key step to enable a randomized controlled trial of invasive ventilation. We thank Dumas and colleagues for their manuscript and the opportunity it affords to discuss bias in studies of invasive ventilation.
Footnotes
Supported by the University of Toronto Clinician Investigator Program and Department of Medicine Clinician Scientist Training Program (C.J.Y.).
Originally Published in Press as DOI: 10.1164/rccm.202104-0860LE on June 17, 2021
Author disclosures are available with the text of this letter at www.atsjournals.org.
References
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