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Heterogeneity of treatment effect by baseline risk of mortality in critically ill patients: re-analysis of three recent sepsis and ARDS randomised controlled trials
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Santhakumaran_Heterogeneity of treatment_BMC.pdf | Published version | 1.35 MB | Adobe PDF | View/Open |
Title: | Heterogeneity of treatment effect by baseline risk of mortality in critically ill patients: re-analysis of three recent sepsis and ARDS randomised controlled trials |
Authors: | Santhakumaran, S Gordon, AC Prevost, A O'Kane, C McAuley, DF Shankar-Hari, M |
Item Type: | Journal Article |
Abstract: | Background Randomised controlled trials (RCTs) enrolling patients with sepsis or acute respiratory distress syndrome (ARDS) generate heterogeneous trial populations. Non-random variation in the treatment effect of an intervention due to differences in the baseline risk of death between patients in a population represents one form of heterogeneity of treatment effect (HTE). We assessed whether HTE in two sepsis and one ARDS RCTs could explain indeterminate trial results and inform future trial design. Methods We assessed HTE for vasopressin, hydrocortisone and levosimendan in sepsis and simvastatin in ARDS patients, on 28-day mortality, using the total Acute Physiology And Chronic Health Evaluation II (APACHE II) score as the baseline risk measurement, comparing above (high) and below (low) the median score. Secondary risk measures were the acute physiology component of APACHE II and predicted risk of mortality using the APACHE II score. HTE was quantified both in additive (difference in risk difference (RD)) and multiplicative (ratio of relative risks (RR)) scales using estimated treatment differences from a logistic regression model with treatment risk as the interaction term. Results The ratio of the odds of death in the highest APACHE II quartile was 4.9 to 7.4 times compared to the lowest quartile, across the three trials. We did not observe HTE for vasopressin, hydrocortisone and levosimendan in the two sepsis trials. In the HARP-2 trial, simvastatin reduced mortality in the low APACHE II group and increased mortality in the high APACHE II group (difference in RD = 0.34 (0.12, 0.55) (p = 0.02); ratio of RR 3.57 (1.77, 7.17) (p < 0.001). The HTE patterns were inconsistent across the secondary risk measures. The sensitivity analyses of HTE effects for vasopressin, hydrocortisone and levosimendan were consistent with the main analyses and attenuated for simvastatin. Conclusions We assessed HTE in three recent ICU RCTs, using multivariable baseline risk of death models. There was considerable within-trial variation in the baseline risk of death. We observed potential HTE for simvastatin in ARDS, but no evidence of HTE for vasopressin, hydrocortisone or levosimendan in the two sepsis trials. Our findings could be explained either by true lack of HTE (no benefit of vasopressin, hydrocortisone or levosimendan vs comparator for any patient subgroups) or by lack of power to detect HTE. Our results require validation using similar trial databases. |
Issue Date: | 3-May-2019 |
Date of Acceptance: | 14-Apr-2019 |
URI: | http://hdl.handle.net/10044/1/70223 |
DOI: | https://dx.doi.org/10.1186/s13054-019-2446-1 |
ISSN: | 1364-8535 |
Publisher: | BMC |
Journal / Book Title: | Critical Care |
Volume: | 23 |
Copyright Statement: | © The Author(s). 2019. This article is distributed under the terms of the Creative Commons Attribution 4.0International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, andreproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link tothe Creative Commons license, and indicate if changes were made. The Creative Commons Public Domain Dedication waiver(http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated. |
Sponsor/Funder: | National Institute for Health Research National Institute for Health Research Imperial College Healthcare NHS Trust NIHR -RfPB Guys & St Thomas NHS Foundation Trust |
Funder's Grant Number: | NIHR/CS/009/007 NIHR Fellowship RDB17 79560 RD305 16/33/01 |
Keywords: | Science & Technology Life Sciences & Biomedicine Critical Care Medicine General & Internal Medicine Sepsis acute respiratory distress syndrome Models statistical Randomisation Risk Study design RESPIRATORY-DISTRESS-SYNDROME SEPTIC SHOCK VASOPRESSIN FLUDROCORTISONE NOREPINEPHRINE HYDROCORTISONE CLASSIFICATION POPULATIONS STRATEGIES ENRICHMENT Models, statistical Randomisation Risk Sepsis, acute respiratory distress syndrome Study design 11 Medical and Health Sciences Emergency & Critical Care Medicine |
Publication Status: | Published |
Article Number: | ARTN 156 |
Appears in Collections: | Department of Surgery and Cancer |