Bayesian and heterogeneity of treatment effect analyses of the HOT-ICU trial-A secondary analysis protocol

Publikation: Bidrag til tidsskriftTidsskriftartikelForskningfagfællebedømt

Standard

Bayesian and heterogeneity of treatment effect analyses of the HOT-ICU trial-A secondary analysis protocol. / Klitgaard, Thomas L.; Schjorring, Olav L.; Lange, Theis; Moller, Morten Hylander; Perner, Anders; Rasmussen, Bodil S.; Granholm, Anders.

I: Acta Anaesthesiologica Scandinavica, Bind 64, Nr. 9, 2020, s. 1376-1381.

Publikation: Bidrag til tidsskriftTidsskriftartikelForskningfagfællebedømt

Harvard

Klitgaard, TL, Schjorring, OL, Lange, T, Moller, MH, Perner, A, Rasmussen, BS & Granholm, A 2020, 'Bayesian and heterogeneity of treatment effect analyses of the HOT-ICU trial-A secondary analysis protocol', Acta Anaesthesiologica Scandinavica, bind 64, nr. 9, s. 1376-1381. https://doi.org/10.1111/aas.13669

APA

Klitgaard, T. L., Schjorring, O. L., Lange, T., Moller, M. H., Perner, A., Rasmussen, B. S., & Granholm, A. (2020). Bayesian and heterogeneity of treatment effect analyses of the HOT-ICU trial-A secondary analysis protocol. Acta Anaesthesiologica Scandinavica, 64(9), 1376-1381. https://doi.org/10.1111/aas.13669

Vancouver

Klitgaard TL, Schjorring OL, Lange T, Moller MH, Perner A, Rasmussen BS o.a. Bayesian and heterogeneity of treatment effect analyses of the HOT-ICU trial-A secondary analysis protocol. Acta Anaesthesiologica Scandinavica. 2020;64(9):1376-1381. https://doi.org/10.1111/aas.13669

Author

Klitgaard, Thomas L. ; Schjorring, Olav L. ; Lange, Theis ; Moller, Morten Hylander ; Perner, Anders ; Rasmussen, Bodil S. ; Granholm, Anders. / Bayesian and heterogeneity of treatment effect analyses of the HOT-ICU trial-A secondary analysis protocol. I: Acta Anaesthesiologica Scandinavica. 2020 ; Bind 64, Nr. 9. s. 1376-1381.

Bibtex

@article{9c57fb5c141b4afcbe81b32791f93daf,
title = "Bayesian and heterogeneity of treatment effect analyses of the HOT-ICU trial-A secondary analysis protocol",
abstract = "Background The Handling Oxygenation Targets in the Intensive Care Unit (HOT-ICU) trial is an ongoing randomised clinical trial exploring the benefits and harms of targeting a lower (8 kPa) versus a higher (12 kPa) arterial oxygenation target in adult patients acutely admitted to the intensive care unit (ICU) with hypoxaemic respiratory failure. Methods This protocol describes a secondary analysis of the primary trial outcome, 90-day all-cause mortality. We will analyse the primary outcome using Bayesian methods, which allows quantification of probabilities of all effect sizes. We will explore the presence of heterogeneity of treatment effects (HTE) using Bayesian hierarchical models in subgroups based on baseline parameters: (a) severity of illness (Sequential Organ Failure Assessment (SOFA) score), (b) severity of hypoxaemic respiratory failure (partial pressure of arterial oxygen (PaO2)/fraction of inspired oxygen (FiO(2)) ratio), (c) vasopressor requirement (highest noradrenaline dose in the 24 hours prior to randomisation), and (d) plasma lactate concentration (latest prior to randomisation). Additionally, we will perform separate assessments of the treatment effect interaction with each of the baseline parameters above on the continuous scale and present these using conditional effects plots. Conclusions This secondary analysis will aid the interpretation of the HOT-ICU trial by evaluating probabilities of all effect sizes. In addition, we will evaluate whether HTE is present, thus, further evaluating benefits and harms of a lower versus a higher oxygenation target in adult ICU patients with acute hypoxaemic respiratory failure.",
keywords = "OXYGEN-THERAPY, R PACKAGE, GUIDELINES, SEPSIS",
author = "Klitgaard, {Thomas L.} and Schjorring, {Olav L.} and Theis Lange and Moller, {Morten Hylander} and Anders Perner and Rasmussen, {Bodil S.} and Anders Granholm",
year = "2020",
doi = "10.1111/aas.13669",
language = "English",
volume = "64",
pages = "1376--1381",
journal = "Acta Anaesthesiologica Scandinavica",
issn = "0001-5172",
publisher = "Wiley-Blackwell",
number = "9",

}

RIS

TY - JOUR

T1 - Bayesian and heterogeneity of treatment effect analyses of the HOT-ICU trial-A secondary analysis protocol

AU - Klitgaard, Thomas L.

AU - Schjorring, Olav L.

AU - Lange, Theis

AU - Moller, Morten Hylander

AU - Perner, Anders

AU - Rasmussen, Bodil S.

AU - Granholm, Anders

PY - 2020

Y1 - 2020

N2 - Background The Handling Oxygenation Targets in the Intensive Care Unit (HOT-ICU) trial is an ongoing randomised clinical trial exploring the benefits and harms of targeting a lower (8 kPa) versus a higher (12 kPa) arterial oxygenation target in adult patients acutely admitted to the intensive care unit (ICU) with hypoxaemic respiratory failure. Methods This protocol describes a secondary analysis of the primary trial outcome, 90-day all-cause mortality. We will analyse the primary outcome using Bayesian methods, which allows quantification of probabilities of all effect sizes. We will explore the presence of heterogeneity of treatment effects (HTE) using Bayesian hierarchical models in subgroups based on baseline parameters: (a) severity of illness (Sequential Organ Failure Assessment (SOFA) score), (b) severity of hypoxaemic respiratory failure (partial pressure of arterial oxygen (PaO2)/fraction of inspired oxygen (FiO(2)) ratio), (c) vasopressor requirement (highest noradrenaline dose in the 24 hours prior to randomisation), and (d) plasma lactate concentration (latest prior to randomisation). Additionally, we will perform separate assessments of the treatment effect interaction with each of the baseline parameters above on the continuous scale and present these using conditional effects plots. Conclusions This secondary analysis will aid the interpretation of the HOT-ICU trial by evaluating probabilities of all effect sizes. In addition, we will evaluate whether HTE is present, thus, further evaluating benefits and harms of a lower versus a higher oxygenation target in adult ICU patients with acute hypoxaemic respiratory failure.

AB - Background The Handling Oxygenation Targets in the Intensive Care Unit (HOT-ICU) trial is an ongoing randomised clinical trial exploring the benefits and harms of targeting a lower (8 kPa) versus a higher (12 kPa) arterial oxygenation target in adult patients acutely admitted to the intensive care unit (ICU) with hypoxaemic respiratory failure. Methods This protocol describes a secondary analysis of the primary trial outcome, 90-day all-cause mortality. We will analyse the primary outcome using Bayesian methods, which allows quantification of probabilities of all effect sizes. We will explore the presence of heterogeneity of treatment effects (HTE) using Bayesian hierarchical models in subgroups based on baseline parameters: (a) severity of illness (Sequential Organ Failure Assessment (SOFA) score), (b) severity of hypoxaemic respiratory failure (partial pressure of arterial oxygen (PaO2)/fraction of inspired oxygen (FiO(2)) ratio), (c) vasopressor requirement (highest noradrenaline dose in the 24 hours prior to randomisation), and (d) plasma lactate concentration (latest prior to randomisation). Additionally, we will perform separate assessments of the treatment effect interaction with each of the baseline parameters above on the continuous scale and present these using conditional effects plots. Conclusions This secondary analysis will aid the interpretation of the HOT-ICU trial by evaluating probabilities of all effect sizes. In addition, we will evaluate whether HTE is present, thus, further evaluating benefits and harms of a lower versus a higher oxygenation target in adult ICU patients with acute hypoxaemic respiratory failure.

KW - OXYGEN-THERAPY

KW - R PACKAGE

KW - GUIDELINES

KW - SEPSIS

U2 - 10.1111/aas.13669

DO - 10.1111/aas.13669

M3 - Journal article

C2 - 32659856

VL - 64

SP - 1376

EP - 1381

JO - Acta Anaesthesiologica Scandinavica

JF - Acta Anaesthesiologica Scandinavica

SN - 0001-5172

IS - 9

ER -

ID: 247069832