Heterogeneous Treatment Effects of Therapeutic-Dose Heparin in Patients Hospitalized for COVID-19

被引:63
作者
Goligher, Ewan C. C. [1 ,2 ,3 ,4 ,26 ]
Lawler, Patrick R. R.
Jensen, Thomas P. P. [5 ]
Talisa, Victor [6 ]
Berry, Lindsay R. R. [5 ]
Lorenzi, Elizabeth [5 ]
McVerry, Bryan J. J. [7 ,8 ]
Chang, Chung-Chou Ho [8 ]
Leifer, Eric [9 ]
Bradbury, Charlotte [10 ,11 ]
Berger, Jeffrey [12 ]
Hunt, Beverly J. J. [13 ]
Castellucci, Lana A. A. [14 ,15 ]
Kornblith, Lucy Z. [16 ,17 ]
Gordon, Anthony C. C. [18 ]
McArthur, Colin [19 ,20 ,21 ]
Webb, Steven [19 ,22 ]
Hochman, Judith [12 ]
Neal, Matthew D. D. [7 ,23 ]
Zarychanski, Ryan [24 ,25 ]
Berry, Scott [5 ]
Angus, Derek C. C. [6 ,7 ]
机构
[1] Univ Toronto, Interdept Div Crit Care Med, Toronto, ON, Canada
[2] Univ Hlth Network, Dept Med, Div Respirol, Toronto, ON, Canada
[3] Toronto Gen Hosp Res Inst, Toronto, ON, Canada
[4] Univ Toronto, Dept Physiol, Toronto, ON, Canada
[5] Berry Consultants, Austin, TX USA
[6] Univ Pittsburgh, Dept Crit Care Med, Pittsburgh, PA USA
[7] Univ Pittsburgh, Med Ctr, Pittsburgh, PA USA
[8] Univ Pittsburgh, Dept Med, Pittsburgh, PA USA
[9] NHLBI, NIH, Bethesda, MD USA
[10] Univ Bristol, Weston NHS Fdn Trust, Bristol, England
[11] Univ Hosp Bristol & Weston NHS Fdn Trust, Bristol, England
[12] NYU Grossman Sch Med, New York, NY USA
[13] Kings Healthcare Partners, London, England
[14] Ottawa Hosp Res Inst, Ottawa, ON, Canada
[15] Univ Ottawa, Dept Med, Ottawa, ON, Canada
[16] Zuckerberg San Francisco Gen Hosp, San Francisco, CA USA
[17] Univ Calif San Francisco, San Francisco, CA USA
[18] Imperial Coll London, Div Anaesthet Pain Med & Intens Care, London, England
[19] Monash Univ, Australian & New Zealand Intens Care Res Ctr, Melbourne, Vic, Australia
[20] Auckland City Hosp, Auckland, New Zealand
[21] Med Res Inst New Zealand, Wellington, New Zealand
[22] St John God Subiaco Hosp, Subiaco, WA, Australia
[23] Univ Pittsburgh, Dept Surg, Pittsburgh, PA USA
[24] CancerCare Manitoba, Winnipeg, MB, Canada
[25] Univ Manitoba, Winnipeg, MB, Canada
[26] Toronto Gen Hosp, 585 Univ Ave,9-MaRS-9024, Toronto, ON M5G 2N2, Canada
来源
JAMA-JOURNAL OF THE AMERICAN MEDICAL ASSOCIATION | 2023年 / 329卷 / 13期
基金
芬兰科学院; 英国惠康基金; 欧盟地平线“2020”; 英国医学研究理事会;
关键词
RANDOMIZED CONTROLLED-TRIALS; SUBGROUP ANALYSIS; CLINICAL-TRIALS;
D O I
10.1001/jama.2023.3651
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
ImportanceRandomized clinical trials (RCTs) of therapeutic-dose heparin in patients hospitalized with COVID-19 produced conflicting results, possibly due to heterogeneity of treatment effect (HTE) across individuals. Better understanding of HTE could facilitate individualized clinical decision-making.ObjectiveTo evaluate HTE of therapeutic-dose heparin for patients hospitalized for COVID-19 and to compare approaches to assessing HTE.Design, Setting, and ParticipantsExploratory analysis of a multiplatform adaptive RCT of therapeutic-dose heparin vs usual care pharmacologic thromboprophylaxis in 3320 patients hospitalized for COVID-19 enrolled in North America, South America, Europe, Asia, and Australia between April 2020 and January 2021. Heterogeneity of treatment effect was assessed 3 ways: using (1) conventional subgroup analyses of baseline characteristics, (2) a multivariable outcome prediction model (risk-based approach), and (3) a multivariable causal forest model (effect-based approach). Analyses primarily used bayesian statistics, consistent with the original trial.ExposuresParticipants were randomized to therapeutic-dose heparin or usual care pharmacologic thromboprophylaxis.Main Outcomes and MeasuresOrgan support-free days, assigning a value of -1 to those who died in the hospital and the number of days free of cardiovascular or respiratory organ support up to day 21 for those who survived to hospital discharge; and hospital survival.ResultsBaseline demographic characteristics were similar between patients randomized to therapeutic-dose heparin or usual care (median age, 60 years; 38% female; 32% known non-White race; 45% Hispanic). In the overall multiplatform RCT population, therapeutic-dose heparin was not associated with an increase in organ support-free days (median value for the posterior distribution of the OR, 1.05; 95% credible interval, 0.91-1.22). In conventional subgroup analyses, the effect of therapeutic-dose heparin on organ support-free days differed between patients requiring organ support at baseline or not (median OR, 0.85 vs 1.30; posterior probability of difference in OR, 99.8%), between females and males (median OR, 0.87 vs 1.16; posterior probability of difference in OR, 96.4%), and between patients with lower body mass index (BMI <30) vs higher BMI groups (BMI >= 30; posterior probability of difference in ORs >90% for all comparisons). In risk-based analysis, patients at lowest risk of poor outcome had the highest propensity for benefit from heparin (lowest risk decile: posterior probability of OR >1, 92%) while those at highest risk were most likely to be harmed (highest risk decile: posterior probability of OR <1, 87%). In effect-based analysis, a subset of patients identified at high risk of harm (P = .05 for difference in treatment effect) tended to have high BMI and were more likely to require organ support at baseline.Conclusions and RelevanceAmong patients hospitalized for COVID-19, the effect of therapeutic-dose heparin was heterogeneous. In all 3 approaches to assessing HTE, heparin was more likely to be beneficial in those who were less severely ill at presentation or had lower BMI and more likely to be harmful in sicker patients and those with higher BMI. The findings illustrate the importance of considering HTE in the design and analysis of RCTs.
引用
收藏
页码:1066 / 1077
页数:12
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