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Phenotypic convergence and collateral susceptibility development in Pseudomonas aeruginosa under antibiotic exposure in ICU patients
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  • Open access
  • Published: 08 May 2026

Phenotypic convergence and collateral susceptibility development in Pseudomonas aeruginosa under antibiotic exposure in ICU patients

  • Thomas E. van der Schalk1,
  • Matilda Berkell1,2,
  • An Hottebeekx1,2,
  • Leen Timbermont1,
  • David E. Tabor3,
  • Christine Lammens1,
  • Claudia Recanatini4,
  • Alexey Ruzin3,
  • Antonio DiGiandomenico3,
  • Hasan Jafri3,
  • Jean Chastre5,
  • Mark T. Esser3,
  • Bruno François6,
  • Marc J. M. Bonten4,
  • Herman Goossens1,
  • Jan A. J. W. Kluytmans7,
  • Antonio Oliver8 na2,
  • Youri Glupczynski1 na2,
  • Samir Kumar-Singh2 na2 &
  • Surbhi Malhotra-Kumar1,
  • On behalf of the ASPIRE-ICU study team &
  • the COMBACTE-MAGNET EVADE study group

npj Antimicrobials and Resistance , Article number:  (2026) Cite this article

We are providing an unedited version of this manuscript to give early access to its findings. Before final publication, the manuscript will undergo further editing. Please note there may be errors present which affect the content, and all legal disclaimers apply.

Subjects

  • Diseases
  • Microbiology

Abstract

Antibiotic combination therapy is often used to broaden the antimicrobial spectrum, limit resistance and improve treatment efficacy. Several antibiotics show collateral effects where resistance to one antibiotic increases susceptibility to another. In intensive care units (ICUs), antibiotic treatments are frequently adjusted based on patient outcomes, without considering collateral effects. This provides a setting to study these effects in Pseudomonas aeruginosa (PA), a highly adaptable, multidrug-resistant (MDR), nosocomial pathogen. We compared longitudinal PA isolates from twenty-five ventilated ICU patients receiving various antibiotics to laboratory strains undergoing in vitro adaptive evolution under four antipseudomonal monotherapies. Prolonged exposure to certain antibiotics produced resistance with collateral effects. In vitro, increasing antibiotic pressure drove distinct mutational trajectories. In patients, the number of antibiotics administered did not correlate with resistance changes to those antibiotics, suggesting that switching may reduce persistence of resistance. Notably, an inverse correlation between resistance to non-administered antibiotics and the number of different antibiotic classes administered, aligns with the principles of collateral susceptibility driven by multi-class exposure. This study provides s real-world evidence that empirical antibiotic mixing in ICU patients leverages evolutionary trade-offs. Consequently, diversifying antibiotic pressure via multi-class exposure may attenuate the fixation and persistence of MDR phenotypes in critical care.

Acknowledgements

We would like to thank all the local staff and investigators with the sample and data collections in all the participating hospitals. We would like all the technical and other personnel helping with experiments, sample analyses and sequencing: Jelle Vlaeminck, Britto Basil Xavier, Gert Leten, Anouk Vanderstraeten, Kitty Gys, Liesbet Bryssinck, Sofie Van Mieghem, and Sabine Chapelle. We would like to thank the ASPIRE-ICU and EVADE research teams for their contribution and input. This research is supported by the Innovative Medicines Initiative Joint Undertaking under COMBACTE-MAGNET (Combatting Bacterial Resistance in Europe-Molecules against Gram-negative Infections, grant agreement no. 115737) and COMBACTE-NET (Combatting Bacterial Resistance in Europe-Networks, grant agreement no. 115523), resources of which are composed of financial contribution from the European Union’s Seventh Framework Program (FP7/2007-2013) and EFPIA companies’ in-kind contribution.

Author information

Author notes
  1. These authors contributed equally: Antonio Oliver, Youri Glupczynski, Samir Kumar-Singh.

Authors and Affiliations

  1. Laboratory of Medical Microbiology, Vaccine and Infectious Disease Institute, University of Antwerp, Wilrijk, Belgium

    Thomas E. van der Schalk, Matilda Berkell, An Hottebeekx, Leen Timbermont, Christine Lammens, Herman Goossens, Youri Glupczynski & Surbhi Malhotra-Kumar

  2. Molecular Pathology Group, Cell Biology & Histology, University, of Antwerp, Wilrijk, Belgium

    Matilda Berkell, An Hottebeekx & Samir Kumar-Singh

  3. Microbial Sciences, BioPharmaceuticals R&D, AstraZeneca, Gaithersburg, MD, USA

    David E. Tabor, Alexey Ruzin, Antonio DiGiandomenico, Hasan Jafri & Mark T. Esser

  4. Julius Center for Health Sciences and Primary Care, Epidemiology of Infectious Diseases Group, University Medical Center Utrecht, Utrecht, The Netherlands

    Claudia Recanatini & Marc J. M. Bonten

  5. Institut de Cardiologie, Groupe Hospitalier Pitié-Salpêtrière, Paris, France

    Jean Chastre

  6. ICU department and Inserm CIC 1435 & UMR 1092, CHU Limoges, Limoges, France

    Bruno François

  7. Department of Medical Microbiology, University Medical Center Utrecht, Utrecht University, Utrecht, The Netherlands

    Jan A. J. W. Kluytmans

  8. Servicio de Microbiología, Hospital Universitario Son Espases, Instituto de Investigación Sanitaria Illes Balears, CIBERINFEC, Palma de Mallorca, Spain

    Antonio Oliver

  9. Julius Centre for Health Sciences and Primary Care, University Medical Centre Utrecht, Utrecht University, Utrecht, The Netherlands

    Fleur Paling, Claudia Recanatini, Marc J. M. Bonten, Jan A. J. W. Kluytmans, Denise van Hout, Darren Troeman, Sebastian Hullegie & Daniel Prins

  10. Laboratory of Medical Microbiology, Vaccine and Infectious Diseases Institute, University of Antwerp, Antwerp, Belgium

    Thomas Ewout van der Schalk, Surbhi Malhotra-Kumar, Herman Goossens, Christine Lammens, Jelle Vlaeminck, Leen Timbermont, Tuba Vilken, Jasmine Coppens & Basil Britto Xavier

  11. Department of Microbiology and Molecular Medicine, University of Geneva, Geneva, Switzerland

    Thilo Köhler

  12. Department of Zoology, University of Oxford, Oxford, UK

    Craig MacLean

  13. AstraZeneca PLC, Department of U.S. Medical Affairs, Gaithersburg, MD, USA

    Frangiscos Sifakis

  14. Gilead Sciences, Department of Real-World Evidence, Foster City, CA, USA

    Frangiscos Sifakis

  15. Institute of Medical Biometry and Statistics, University Medical Centre Freiburg, Freiburg, Germany

    Martin Wolkewitz, Derek Hazard & Susanne Weber

  16. Microbial Sciences, R&D BioPharmaceuticals, AstraZeneca, Gaithersburg, MD, USA

    Omar Ali, Alexey Ruzin, Hasan Jafri, Rubana Kalyani & Kathryn Shoemaker

  17. University Medical Centre Utrecht, Utrecht University, Utrecht, The Netherlands

    Frank Coenjaerts

  18. Aleksandrovska University Hospital, Sofia, Bulgaria

    Atanas Temelkov

  19. Military Medical Academy, Sofia, Bulgaria

    Evelina Odisseeva

  20. University Hospital Queen Joanna, Sofia, Bulgaria

    Rossitza Vatcheva

  21. Hospital Kyjov, Kyjov, Czech Republic

    Michal Drab

  22. Motol University Hospital, Prague, Czech Republic

    Jaromir Vajter & Tomas Vymazal

  23. Tartu University Hospital, Tartu, Estonia

    Kadri Tamme

  24. Hospital Tenon Ap-Hp, Paris, France

    Muriel Fartoukh

  25. Lyon Sud Hospital Centre, Lyon, France

    Alain LePape

  26. Centre Hospitalier du Mans, Le Mans, France

    Mickael Landais

  27. Centre Hospitalier Victor Dupouy, Argenteuil, France

    Gaetan Plantefève

  28. Universitätsklinikum Tübingen, Tübingen, Germany

    Evelina Tacconelli

  29. Institute of Medical Microbiology and Hospital Hygiene, Otto von Guericke University Magdeburg, Magdeburg, Germany

    Achim Kaasch

  30. Josa Andras Hospital, Nyíregyháza, Hungary

    Róbert Jurkinya

  31. Semmelweis University, Budapest, Hungary

    Iványi Zsolt

  32. Amphia Hospital, Breda, The Netherlands

    Miranda van Rijen

  33. University Medical Centre Utrecht, Utrecht, The Netherlands

    Olaf Cremer

  34. Clinical Centre of Serbia, Belgrade, Serbia

    Biljana Carevic

  35. Clinical Centre Kragujevac, Kragujevac, Serbia

    Jasna Jevdjić

  36. Hospital Universitario Central de Asturias, Oviedo, Spain

    Dolores Escudero

  37. Hospital Clínico San Carlos, Madrid, Spain

    Miguel Sanchez Garcia

  38. Hospital Universitario Germans Trias i Pujol, Badalona, Spain

    Cristina Prat-Aymerich

  39. Hospital Universitario Marqués de Valdecilla, Santander, Spain

    Borja Suberviola-Cañas

  40. Hospital Universitario Virgen Macarena, Sevilla, Spain

    Angel Arenzana-Seisdedos

  41. Ankara Numune Training and Research Hospital, Ankara, Turkey

    Hürrem Bodur

  42. Dr Suat Seren Chest Diseases Hospital, Izmir, Turkey

    Cenk Kirakli

  43. University Hospital Ondokuz Mayis, Samsun, Turkey

    Ilkay Bozkurt

  44. Royal Blackburn Hospital, Blackburn, United Kingdom

    Sandra Long

  45. Pitié-Salpêtrière Hospital, Paris, France

    Jean Chastre

  46. University Hospital of Limoges, Limoges, France

    Bruno François

  47. AZ Sint-Jan Brugge, Bruges, Belgium

    Marc Bourgeois

  48. General Hospital of Larissa, Larissa, Greece

    Apostolos Komnos & Epaminondas Zakynthinos

  49. Chaim Sheba Medical Center, Ramat Gan, Israel

    Galia Rahav

  50. Clinique Saint-Pierre, Ottignies, Belgium

    Nicolas De Schryver

  51. Lyon Sud Hospital, Lyon, France

    Alain Lepape

  52. Karadeniz Technical University Faculty of Medicine, Trabzon, Turkey

    Iftihar Koksal

  53. Clinical Hospital San Carlos, Madrid, Spain

    Miguel Sánchez-García

  54. Medical University of Innsbruck, Innsbruck, Austria

    Michael Joannidis

  55. SMZOST Donauspital Vienna, Vienna, Austria

    Walter Klimscha

  56. University Hospital Brussels, Brussels, Belgium

    Elisabeth De Waele

  57. CHU Brugmann, Brussels, Belgium

    Jacques Devriendt

  58. Centre Hospitalier Jolimont-Lobbes, La Louvière, Belgium

    Vincent Huberlant

  59. Ghent University Hospital, Ghent, Belgium

    Pieter Depuydt

  60. Ziekenhuis Oost-Limburg, Genk, Belgium

    Sam Van Boxstael

  61. University Hospital Centre Zagreb, Zagreb, Croatia

    Mladen Peric

  62. General Hospital Dr Josip Benčević, Slavonski Brod, Croatia

    Jasminka Kopic

  63. Krajská zdravotní—Děčín Hospital, Děčín, Czech Republic

    Michal Hanauer

  64. Krajská zdravotní—Teplice Hospital, Teplice, Czech Republic

    Tomas Hruby

  65. St. Anne’s University Hospital Brno, Brno, Czech Republic

    Vladimir Sramek

  66. Kyjov Hospital, Kyjov, Czech Republic

    Petr Svoboda

  67. Kolín Regional Hospital, Kolín, Czech Republic

    Martin Novacek

  68. Raymond-Poincaré Hospital Garches, Garches, France

    Djillali Annane

  69. Cochin Hospital, Paris, France

    Jean-Paul Mira

  70. University Hospital of Clermont-Ferrand, Clermont-Ferrand, France

    Bertrand Souweine

  71. University Hospital of Tours, Tours, France

    Pierre-François Dequin

  72. Strasbourg University Hospital, Strasbourg, France

    Ferhat Meziani

  73. Marie Lannelongue Surgical Center, Le Plessis-Robinson, France

    François Stephan

  74. University Hospital of Lille, Lille, France

    Saadalla Nseir

  75. University Hospital of Nancy, Nancy, France

    Sebastien Gibot

  76. Grenoble University Hospital, Grenoble, France

    Carole Schwebel

  77. Victor Dupouy Hospital, Argenteuil, France

    Gaetan Plantefeve

  78. Georges-Pompidou European Hospital, Paris, France

    Jean-Luc Diehl

  79. Bicêtre Hospital, Le Kremlin-Bicêtre, France

    Christian Richard

  80. Institut Mutualiste Montsouris, Paris, France

    Christian Lamer

  81. Montpellier University Hospital, Montpellier, France

    Kada Klouche & Samir Jaber

  82. Agioi Anargyroi Cancer Hospital, Athens, Greece

    Georgios Filntisis

  83. Evangelismos General Hospital of Athens, Athens, Greece

    Spyros Zakynthinos

  84. Sotiria Chest Hospital of Athens, Athens, Greece

    Antonia Koutsoukou

  85. Metropolitan Hospital, Athens, Greece

    Georgios Saroglou

  86. Konstantopouleion General Hospital of Athens, Athens, Greece

    Charikleia Nikolaou

  87. Agios Dimitrios General Hospital of Thessaloniki, Thessaloniki, Greece

    Glykeria Vlachogianni

  88. University Hospital of Alexandroupolis, Alexandroupolis, Greece

    Ioannis Pnevmatikos

  89. Korgialenio Benakio Red Cross Hospital Athens, Athens, Greece

    Konstantinos Mandragos

  90. Flór Ferenc Hospital, Kistarcsa, Hungary

    Ildiko Kremer

  91. National Korányi Institute for TB and Pulmonology, Budapest, Hungary

    Zsolt Dezso Rozgonyi

  92. Jávorszky Ödön Hospital, Vác, Hungary

    Zsuzsa Marjanek

  93. St James’s University Hospital, Dublin, Ireland

    Ignacio Martin-Loeches

  94. Rabin Medical Center, Petah Tikva, Israel

    Pierre Singer

  95. Hadassah Medical Center, Jerusalem, Israel

    Vernon Van Heerden

  96. Tel Aviv Sourasky Medical Center, Tel Aviv, Israel

    Yehuda Carmeli

  97. São Francisco Xavier Hospital, Lisbon, Portugal

    Pedro Povoa

  98. Santa Maria Hospital Lisbon, Lisbon, Portugal

    Antonio Alvarez Seoane

  99. Alto Minho Local Health Unit, Viana do Castelo, Portugal

    Pedro Moura

  100. Garcia de Orta Hospital, Almada, Portugal

    Filipe Gonzalez

  101. La Fe University and Polytechnic Hospital, Valencia, Spain

    Paula Ramirez

  102. Clinic Hospital of Barcelona, Barcelona, Spain

    Antonio Torres Marti

  103. Vall d’Hebron University Hospital, Barcelona, Spain

    Ricard Ferrer Roca

  104. University Hospital of Getafe, Getafe, Spain

    Lorena Oteiza

  105. Central University Hospital of Asturias, Oviedo, Spain

    Dolores Escudero

  106. Mutua de Terrassa Hospital, Terrassa, Spain

    Enrique Piacentini

  107. Hospital de la Santa Creu i Sant Pau, Barcelona, Spain

    Paula Vera

  108. Río Hortega University Hospital, Valladolid, Spain

    Luis Tamayo

  109. Infanta Sofía University Hospital, Madrid, Spain

    Miguel Angel Gonzalez Gallego

  110. Marqués de Valdecilla University Hospital, Santander, Spain

    Borja Suberviola Canas

  111. La Paz University Hospital, Madrid, Spain

    Iglesias Figueira

  112. Reina Sofía University Hospital, Córdoba, Spain

    Rafael Leon

  113. Marmara University Training and Research Hospital, Istanbul, Turkey

    Volkan Korten

  114. Hacettepe University Hospital, Ankara, Turkey

    Murat Akova

  115. St Thomas’ Hospital, London, UK

    Duncan Wyncoll

  116. Queen Elizabeth Hospital, Birmingham, UK

    Tony Whitehouse

  117. King’s College Hospital, London, UK

    Phil Hopkins

  118. Southern General Hospital, Glasgow, UK

    Malcolm Sim

  119. Tufts University Medical Center, Boston, MA, USA

    Yoav Golan

  120. Henry Ford Health System, Detroit, MI, USA

    Marcus Zervos

  121. Augusta University Medical Center, Augusta, GA, USA

    Jose Vazquez

  122. University of Florida, Gainesville, FL, USA

    Kartikeya Cherabuddi

  123. University of Cincinnati, Cincinnati, OH, USA

    George Smulian

  124. Emory University, Atlanta, GA, USA

    Nadine Rouphael

  125. Anne Arundel Medical Center, Annapolis, MA, USA

    James Welker

  126. Beaumont Hospital Royal Oak, Royal Oak, MI, USA

    Mathew Sims

  127. University of North Carolina Chapel Hill, Chapel Hill, NC, USA

    David Van Duin

  128. University of Alabama at Birmingham, Birmingham, AL, USA

    Todd McCarthy

  129. Atrium Health Carolinas Medical Center, Charlotte, NC, USA

    Christopher Polk

Authors
  1. Thomas E. van der Schalk
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  2. Matilda Berkell
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  3. An Hottebeekx
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  4. Leen Timbermont
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  5. David E. Tabor
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  6. Christine Lammens
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  7. Claudia Recanatini
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  8. Alexey Ruzin
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  9. Antonio DiGiandomenico
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  10. Hasan Jafri
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  11. Jean Chastre
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  12. Mark T. Esser
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  13. Bruno François
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  15. Herman Goossens
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  16. Jan A. J. W. Kluytmans
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  17. Antonio Oliver
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  18. Youri Glupczynski
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  20. Surbhi Malhotra-Kumar
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Consortia

On behalf of the ASPIRE-ICU study team

  • Fleur Paling
  • , Claudia Recanatini
  • , Marc J. M. Bonten
  • , Jan A. J. W. Kluytmans
  • , Denise van Hout
  • , Darren Troeman
  • , Sebastian Hullegie
  • , Daniel Prins
  • , Thomas Ewout van der Schalk
  • , Surbhi Malhotra-Kumar
  • , Herman Goossens
  • , Christine Lammens
  • , Jelle Vlaeminck
  • , Leen Timbermont
  • , Tuba Vilken
  • , Jasmine Coppens
  • , Basil Britto Xavier
  • , Thilo Köhler
  • , Craig MacLean
  • , Frangiscos Sifakis
  • , Martin Wolkewitz
  • , Derek Hazard
  • , Susanne Weber
  • , Omar Ali
  • , Alexey Ruzin
  • , Hasan Jafri
  • , Rubana Kalyani
  • , Kathryn Shoemaker
  • , Frank Coenjaerts
  • , Atanas Temelkov
  • , Evelina Odisseeva
  • , Rossitza Vatcheva
  • , Michal Drab
  • , Jaromir Vajter
  • , Kadri Tamme
  • , Muriel Fartoukh
  • , Alain LePape
  • , Mickael Landais
  • , Gaetan Plantefève
  • , Evelina Tacconelli
  • , Achim Kaasch
  • , Róbert Jurkinya
  • , Iványi Zsolt
  • , Miranda van Rijen
  • , Olaf Cremer
  • , Biljana Carevic
  • , Jasna Jevdjić
  • , Dolores Escudero
  • , Miguel Sanchez Garcia
  • , Cristina Prat-Aymerich
  • , Borja Suberviola-Cañas
  • , Angel Arenzana-Seisdedos
  • , Hürrem Bodur
  • , Cenk Kirakli
  • , Ilkay Bozkurt
  •  & Sandra Long

the COMBACTE-MAGNET EVADE study group

  • Jean Chastre
  • , Bruno François
  • , Marc Bourgeois
  • , Apostolos Komnos
  • , Epaminondas Zakynthinos
  • , Galia Rahav
  • , Nicolas De Schryver
  • , Alain Lepape
  • , Iftihar Koksal
  • , Miguel Sánchez-García
  • , Michael Joannidis
  • , Walter Klimscha
  • , Elisabeth De Waele
  • , Jacques Devriendt
  • , Vincent Huberlant
  • , Pieter Depuydt
  • , Sam Van Boxstael
  • , Mladen Peric
  • , Jasminka Kopic
  • , Michal Hanauer
  • , Tomas Hruby
  • , Vladimir Sramek
  • , Petr Svoboda
  • , Tomas Vymazal
  • , Martin Novacek
  • , Djillali Annane
  • , Jean-Paul Mira
  • , Bertrand Souweine
  • , Pierre-François Dequin
  • , Ferhat Meziani
  • , François Stephan
  • , Saadalla Nseir
  • , Sebastien Gibot
  • , Carole Schwebel
  • , Gaetan Plantefeve
  • , Jean-Luc Diehl
  • , Christian Richard
  • , Christian Lamer
  • , Kada Klouche
  • , Samir Jaber
  • , Georgios Filntisis
  • , Spyros Zakynthinos
  • , Antonia Koutsoukou
  • , Georgios Saroglou
  • , Charikleia Nikolaou
  • , Glykeria Vlachogianni
  • , Ioannis Pnevmatikos
  • , Konstantinos Mandragos
  • , Ildiko Kremer
  • , Zsolt Dezso Rozgonyi
  • , Zsuzsa Marjanek
  • , Ignacio Martin-Loeches
  • , Pierre Singer
  • , Vernon Van Heerden
  • , Yehuda Carmeli
  • , Pedro Povoa
  • , Antonio Alvarez Seoane
  • , Pedro Moura
  • , Filipe Gonzalez
  • , Paula Ramirez
  • , Antonio Torres Marti
  • , Ricard Ferrer Roca
  • , Lorena Oteiza
  • , Dolores Escudero
  • , Enrique Piacentini
  • , Paula Vera
  • , Luis Tamayo
  • , Miguel Angel Gonzalez Gallego
  • , Borja Suberviola Canas
  • , Iglesias Figueira
  • , Rafael Leon
  • , Volkan Korten
  • , Murat Akova
  • , Duncan Wyncoll
  • , Tony Whitehouse
  • , Phil Hopkins
  • , Malcolm Sim
  • , Yoav Golan
  • , Marcus Zervos
  • , Jose Vazquez
  • , Kartikeya Cherabuddi
  • , George Smulian
  • , Nadine Rouphael
  • , James Welker
  • , Mathew Sims
  • , David Van Duin
  • , Todd McCarthy
  •  & Christopher Polk

Corresponding author

Correspondence to Surbhi Malhotra-Kumar.

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van der Schalk, T.E., Berkell, M., Hottebeekx, A. et al. Phenotypic convergence and collateral susceptibility development in Pseudomonas aeruginosa under antibiotic exposure in ICU patients. npj Antimicrob Resist (2026). https://doi.org/10.1038/s44259-026-00199-3

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  • Received: 20 October 2025

  • Accepted: 25 March 2026

  • Published: 08 May 2026

  • DOI: https://doi.org/10.1038/s44259-026-00199-3

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