Critical Care Explorations (Oct 2021)
Some Patients Are More Equal Than Others: Variation in Ventilator Settings for Coronavirus Disease 2019 Acute Respiratory Distress Syndrome
- Tariq A. Dam, MD,
- Harm-Jan de Grooth, MD, PhD,
- Thomas Klausch, PhD,
- Lucas M. Fleuren, MD,
- Daan P. de Bruin, MSc,
- Robert Entjes, MD,
- Thijs C. D. Rettig, MD, PhD,
- Dave A. Dongelmans, MD, PhD,
- Age D. Boelens, MD,
- Sander Rigter, MD,
- Stefaan H. A. Hendriks, MD,
- Remko de Jong, MD,
- Marlijn J. A Kamps, MD,
- Marco Peters, MD,
- A. Karakus, MD,
- Diederik Gommers, MD, PhD,
- Dharmanand Ramnarain, MD,
- Evert-Jan Wils, MD, PhD,
- Sefanja Achterberg, MD, PhD,
- Ralph Nowitzky, MD,
- Walter van den Tempel, MD,
- Cornelis P. C. de Jager, MD, PhD,
- Fleur G. C. A. Nooteboom, MD,
- Evelien Oostdijk, MD, PhD,
- Peter Koetsier, MD,
- Alexander D. Cornet, MD, PhD, FRCP,
- Auke C. Reidinga, MD,
- Wouter de Ruijter, MD, PhD,
- Rob J. Bosman, MD,
- Tim Frenzel, MD, PhD,
- Louise C. Urlings-Strop, MD, PhD,
- Paul de Jong, MD,
- Ellen G. M. Smit, MD,
- Olaf L. Cremer, MD, PhD,
- D. Jannet Mehagnoul-Schipper, MD, PhD,
- Harald J. Faber, MD,
- Judith Lens, MD,
- Gert B. Brunnekreef, MD,
- Barbara Festen-Spanjer, MD,
- Tom Dormans, MD, PhD,
- Annemieke Dijkstra, MD,
- Bram Simons, MD,
- A. A. Rijkeboer, MD,
- Sesmu Arbous, MD, PhD,
- Marcel Aries, MD, PhD,
- Menno Beukema, MD,
- Daniël Pretorius, MD,
- Rutger van Raalte, MD,
- Martijn van Tellingen, MD, EDIC,
- Niels C. Gritters van den Oever, MD,
- Robbert C. A. Lalisang, MD,
- Michele Tonutti, MRes,
- Armand R. J. Girbes, MD, PhD, EDIC,
- Mark Hoogendoorn, PhD,
- Patrick J. Thoral, MD, EDIC,
- Paul W. G. Elbers, MD, PhD, EDIC,
- on behalf of the Dutch ICU Data Sharing Against COVID-19 Collaborators,
- Remko van den Akker,
- Tom A. Rijpstra,
- M. C. Reuland,
- Klaas Sierk Arnold,
- Arend Jan Meinders,
- Nicolas Schroten,
- Laura van Manen,
- Leon Montenij,
- Julia Koeter,
- J. W. Fijen,
- Jasper van Bommel,
- Roy van den Berg,
- Martha de Bruin,
- Roger van Rietschote,
- Ellen van Geest,
- Koen S. Simons,
- Anisa Hana,
- Joost Labout,
- Michael Kuiper,
- Albertus Beishuizen,
- Bart van de Gaauw,
- Roos Renckens,
- B. van den Bogaard,
- Peter Pickkers,
- Pim van der Heiden,
- Dennis Geutjes,
- Claudia (C. W.) van Gemeren,
- Emma Rademaker,
- Frits H. M. van Osch,
- Johan Lutisan,
- Jacomar J. M. van Koesveld,
- Bart P. Grady,
- Martijn de Kruif,
- Martin E. Haan,
- Luca Roggeveen,
- Dagmar M. Ouweneel,
- Ronald Driessen,
- Jan Peppink,
- G. J. Zijlstra,
- A. J. van Tienhoven,
- Evelien van der Heiden,
- Jan Jaap Spijkstra,
- Hans van der Spoel,
- Angelique de Man,
- Heder J. de Vries,
- Fuda van Diggelen,
- Ali el Hassouni,
- David Romero Guzman,
- Sandjai Bhulai,
- Sebastiaan J. J. Vonk,
- Mattia Fornasa,
- Tomas Machado,
- Adam Izdebski,
- Taco Houwert,
- Hidde Hovenkamp,
- Roberto Noorduijn Londono,
- Davide Quintarelli,
- Martijn G. Scholtemeijer,
- Aletta A. de Beer,
- Giovanni Cinà,
- Willem E. Herter,
- Michael de Neree tot Babberich,
- Olivier Thijssens,
- Lot Wagemakers,
- Hilde G. A. van der Pol,
- Tom Hendriks,
- Julie Berend,
- Virginia Ceni Silva,
- Robert F. J. Kullberg,
- Leo Heunks,
- Nicole Juffermans,
- Arjen J. C. Slooter,
- Martijn Beudel,
- Nicolet F. de Keizer
Affiliations
- Tariq A. Dam, MD
- 1 Department of Intensive Care Medicine, Laboratory for Critical Care Computational Intelligence, Amsterdam Medical Data Science, Amsterdam UMC, Vrije Universiteit, Amsterdam, The Netherlands.
- Harm-Jan de Grooth, MD, PhD
- 1 Department of Intensive Care Medicine, Laboratory for Critical Care Computational Intelligence, Amsterdam Medical Data Science, Amsterdam UMC, Vrije Universiteit, Amsterdam, The Netherlands.
- Thomas Klausch, PhD
- 2 Department of Clinical Epidemiology, Laboratory for Critical Care Computational Intelligence, Amsterdam Medical Data Science, Amsterdam UMC, Vrije Universiteit, Amsterdam, The Netherlands.
- Lucas M. Fleuren, MD
- 1 Department of Intensive Care Medicine, Laboratory for Critical Care Computational Intelligence, Amsterdam Medical Data Science, Amsterdam UMC, Vrije Universiteit, Amsterdam, The Netherlands.
- Daan P. de Bruin, MSc
- 3 Pacmed, Amsterdam, The Netherlands.
- Robert Entjes, MD
- 4 Department of Intensive Care, Admiraal De Ruyter Ziekenhuis, Goes, The Netherlands.
- Thijs C. D. Rettig, MD, PhD
- 5 Department of Intensive Care, Amphia Ziekenhuis, Breda, The Netherlands.
- Dave A. Dongelmans, MD, PhD
- 6 Department of Intensive Care Medicine, Laboratory for Critical Care Computational Intelligence, Amsterdam Medical Data Science, Amsterdam UMC, Amsterdam, The Netherlands.
- Age D. Boelens, MD
- 7 Department of Anesthesiology, Antonius Ziekenhuis Sneek, Sneek, The Netherlands.
- Sander Rigter, MD
- 8 Department of Anesthesiology and Intensive Care, St. Antonius Hospital, Nieuwegein, The Netherlands.
- Stefaan H. A. Hendriks, MD
- 9 Department of Intensive Care, Albert Schweitzerziekenhuis, Dordrecht, The Netherlands.
- Remko de Jong, MD
- 10 Department of Intensive Care, Bovenij Ziekenhuis, Amsterdam, The Netherlands.
- Marlijn J. A Kamps, MD
- 11 Department of Intensive Care, Catharina Ziekenhuis Eindhoven, Eindhoven, The Netherlands.
- Marco Peters, MD
- 12 Department of Intensive Care, Canisius Wilhelmina Ziekenhuis, Nijmegen, The Netherlands.
- A. Karakus, MD
- 13 Department of Intensive Care, Diakonessenhuis Hospital, Utrecht, The Netherlands.
- Diederik Gommers, MD, PhD
- 14 Department of Intensive Care, Erasmus Medical Center, Rotterdam, The Netherlands.
- Dharmanand Ramnarain, MD
- 15 Department of Intensive Care, ETZ Tilburg, Tilburg, The Netherlands.
- Evert-Jan Wils, MD, PhD
- 16 Department of Intensive Care, Franciscus Gasthuis & Vlietland, Rotterdam, The Netherlands.
- Sefanja Achterberg, MD, PhD
- 17 Department of Intensive Care, Haaglanden Medisch Centrum, Den Haag, The Netherlands.
- Ralph Nowitzky, MD
- 18 Department of Intensive Care, HagaZiekenhuis, Den Haag, The Netherlands.
- Walter van den Tempel, MD
- 19 Department of Intensive Care, Ikazia Ziekenhuis Rotterdam, Rotterdam, The Netherlands.
- Cornelis P. C. de Jager, MD, PhD
- 20 Department of Intensive Care, Jeroen Bosch Ziekenhuis, Den Bosch, The Netherlands.
- Fleur G. C. A. Nooteboom, MD
- 21 Department of Intensive Care, Laurentius Ziekenhuis, Roermond, The Netherlands.
- Evelien Oostdijk, MD, PhD
- 22 Department of Intensive Care, Maasstad Ziekenhuis Rotterdam, Rotterdam, The Netherlands.
- Peter Koetsier, MD
- 23 Department of Intensive Care, Medisch Centrum Leeuwarden, Leeuwarden, The Netherlands.
- Alexander D. Cornet, MD, PhD, FRCP
- 24 Department of Intensive Care, Medisch Spectrum Twente, Enschede, The Netherlands.
- Auke C. Reidinga, MD
- 25 Department of Intensive Care, SEH, BWC, Martiniziekenhuis, Groningen, The Netherlands.
- Wouter de Ruijter, MD, PhD
- 26 Department of Intensive Care Medicine, Northwest Clinics, Alkmaar, The Netherlands.
- Rob J. Bosman, MD
- 27 Department of Intensive Care, OLVG, Amsterdam, The Netherlands.
- Tim Frenzel, MD, PhD
- 28 Department of Intensive Care Medicine, Radboud University Medical Center, Nijmegen, The Netherlands.
- Louise C. Urlings-Strop, MD, PhD
- 29 Department of Intensive Care, Reinier de Graaf Gasthuis, Delft, The Netherlands.
- Paul de Jong, MD
- 30 Department of Anesthesia and Intensive Care, Slingeland Ziekenhuis, Doetinchem, The Netherlands.
- Ellen G. M. Smit, MD
- 31 Department of Intensive Care, Spaarne Gasthuis, Haarlem en Hoofddorp, The Netherlands.
- Olaf L. Cremer, MD, PhD
- 32 Department of Intensive Care, UMC Utrecht, Utrecht, The Netherlands.
- D. Jannet Mehagnoul-Schipper, MD, PhD
- 33 Department of Intensive Care, VieCuri Medisch Centrum, Venlo, The Netherlands.
- Harald J. Faber, MD
- 34 Department of Intensive Care, WZA, Assen, The Netherlands.
- Judith Lens, MD
- 35 Department of Intensive Care, IJsselland Ziekenhuis, Capelle aan den IJssel, The Netherlands.
- Gert B. Brunnekreef, MD
- 36 Department of Intensive Care, Ziekenhuisgroep Twente, Almelo, The Netherlands.
- Barbara Festen-Spanjer, MD
- 37 Department of Intensive Care, Ziekenhuis Gelderse Vallei, Ede, The Netherlands.
- Tom Dormans, MD, PhD
- 38 Department of Intensive Care, Zuyderland MC, Heerlen, The Netherlands.
- Annemieke Dijkstra, MD
- 39 Department of Intensive Care Medicine, Het Van Weel-Bethesda Ziekenhuis, Dirksland, The Netherlands.
- Bram Simons, MD
- 40 Department of Intensive Care, Bravis Ziekenhuis, Bergen op Zoom en Roosendaal, The Netherlands.
- A. A. Rijkeboer, MD
- 41 Department of Intensive Care, Flevoziekenhuis, Almere, The Netherlands.
- Sesmu Arbous, MD, PhD
- 42 Department of Intensive Care, LUMC, Leiden, The Netherlands.
- Marcel Aries, MD, PhD
- 43 Department of Intensive Care, MUMC+, University Maastricht, Maastricht, The Netherlands.
- Menno Beukema, MD
- 44 Department of Intensive Care, Streekziekenhuis Koningin Beatrix, Winterswijk, The Netherlands.
- Daniël Pretorius, MD
- 45 Department of Intensive Care Medicine, Hospital St Jansdal, Harderwijk, The Netherlands.
- Rutger van Raalte, MD
- 46 Department of Intensive Care, Tergooi Hospital, Hilversum, The Netherlands.
- Martijn van Tellingen, MD, EDIC
- 47 Department of Intensive Care Medicine, afdeling Intensive Care, ziekenhuis Tjongerschans, Heerenveen, The Netherlands.
- Niels C. Gritters van den Oever, MD
- 48 Department of Intensive Care, Treant Zorggroep, Emmen, The Netherlands.
- Robbert C. A. Lalisang, MD
- 3 Pacmed, Amsterdam, The Netherlands.
- Michele Tonutti, MRes
- 3 Pacmed, Amsterdam, The Netherlands.
- Armand R. J. Girbes, MD, PhD, EDIC
- 1 Department of Intensive Care Medicine, Laboratory for Critical Care Computational Intelligence, Amsterdam Medical Data Science, Amsterdam UMC, Vrije Universiteit, Amsterdam, The Netherlands.
- Mark Hoogendoorn, PhD
- 49 Department of Computer Science, Quantitative Data Analytics Group, Department of Computer Science, Faculty of Science, VU University, Amsterdam, The Netherlands.
- Patrick J. Thoral, MD, EDIC
- 1 Department of Intensive Care Medicine, Laboratory for Critical Care Computational Intelligence, Amsterdam Medical Data Science, Amsterdam UMC, Vrije Universiteit, Amsterdam, The Netherlands.
- Paul W. G. Elbers, MD, PhD, EDIC
- 1 Department of Intensive Care Medicine, Laboratory for Critical Care Computational Intelligence, Amsterdam Medical Data Science, Amsterdam UMC, Vrije Universiteit, Amsterdam, The Netherlands.
- on behalf of the Dutch ICU Data Sharing Against COVID-19 Collaborators
- Remko van den Akker
- Tom A. Rijpstra
- M. C. Reuland
- Klaas Sierk Arnold
- Arend Jan Meinders
- Nicolas Schroten
- Laura van Manen
- Leon Montenij
- Julia Koeter
- J. W. Fijen
- Jasper van Bommel
- Roy van den Berg
- Martha de Bruin
- Roger van Rietschote
- Ellen van Geest
- Koen S. Simons
- Anisa Hana
- Joost Labout
- Michael Kuiper
- Albertus Beishuizen
- Bart van de Gaauw
- Roos Renckens
- B. van den Bogaard
- Peter Pickkers
- Pim van der Heiden
- Dennis Geutjes
- Claudia (C. W.) van Gemeren
- Emma Rademaker
- Frits H. M. van Osch
- Johan Lutisan
- Jacomar J. M. van Koesveld
- Bart P. Grady
- Martijn de Kruif
- Martin E. Haan
- Luca Roggeveen
- Dagmar M. Ouweneel
- Ronald Driessen
- Jan Peppink
- G. J. Zijlstra
- A. J. van Tienhoven
- Evelien van der Heiden
- Jan Jaap Spijkstra
- Hans van der Spoel
- Angelique de Man
- Heder J. de Vries
- Fuda van Diggelen
- Ali el Hassouni
- David Romero Guzman
- Sandjai Bhulai
- Sebastiaan J. J. Vonk
- Mattia Fornasa
- Tomas Machado
- Adam Izdebski
- Taco Houwert
- Hidde Hovenkamp
- Roberto Noorduijn Londono
- Davide Quintarelli
- Martijn G. Scholtemeijer
- Aletta A. de Beer
- Giovanni Cinà
- Willem E. Herter
- Michael de Neree tot Babberich
- Olivier Thijssens
- Lot Wagemakers
- Hilde G. A. van der Pol
- Tom Hendriks
- Julie Berend
- Virginia Ceni Silva
- Robert F. J. Kullberg
- Leo Heunks
- Nicole Juffermans
- Arjen J. C. Slooter
- Martijn Beudel
- Nicolet F. de Keizer
- DOI
- https://doi.org/10.1097/CCE.0000000000000555
- Journal volume & issue
-
Vol. 3,
no. 10
p. e0555
Abstract
OBJECTIVES:. As coronavirus disease 2019 is a novel disease, treatment strategies continue to be debated. This provides the intensive care community with a unique opportunity as the population of coronavirus disease 2019 patients requiring invasive mechanical ventilation is relatively homogeneous compared with other ICU populations. We hypothesize that the novelty of coronavirus disease 2019 and the uncertainty over its similarity with noncoronavirus disease 2019 acute respiratory distress syndrome resulted in substantial practice variation between hospitals during the first and second waves of coronavirus disease 2019 patients. DESIGN:. Multicenter retrospective cohort study. SETTING:. Twenty-five hospitals in the Netherlands from February 2020 to July 2020, and 14 hospitals from August 2020 to December 2020. PATIENTS:. One thousand two hundred ninety-four critically ill intubated adult ICU patients with coronavirus disease 2019 were selected from the Dutch Data Warehouse. Patients intubated for less than 24 hours, transferred patients, and patients still admitted at the time of data extraction were excluded. MEASUREMENTS AND MAIN RESULTS:. We aimed to estimate between-ICU practice variation in selected ventilation parameters (positive end-expiratory pressure, Fio2, set respiratory rate, tidal volume, minute volume, and percentage of time spent in a prone position) on days 1, 2, 3, and 7 of intubation, adjusted for patient characteristics as well as severity of illness based on Pao2/Fio2 ratio, pH, ventilatory ratio, and dynamic respiratory system compliance during controlled ventilation. Using multilevel linear mixed-effects modeling, we found significant (p ≤ 0.001) variation between ICUs in all ventilation parameters on days 1, 2, 3, and 7 of intubation for both waves. CONCLUSIONS:. This is the first study to clearly demonstrate significant practice variation between ICUs related to mechanical ventilation parameters that are under direct control by intensivists. Their effect on clinical outcomes for both coronavirus disease 2019 and other critically ill mechanically ventilated patients could have widespread implications for the practice of intensive care medicine and should be investigated further by causal inference models and clinical trials.