Cell Reports Medicine (Sep 2021)
Performance of crisis standards of care guidelines in a cohort of critically ill COVID-19 patients in the United States
- Julia L. Jezmir,
- Maheetha Bharadwaj,
- Alexander Chaitoff,
- Bradford Diephuis,
- Conor P. Crowley,
- Sandeep P. Kishore,
- Eric Goralnick,
- Louis T. Merriam,
- Aimee Milliken,
- Chanu Rhee,
- Nicholas Sadovnikoff,
- Sejal B. Shah,
- Shruti Gupta,
- David E. Leaf,
- William B. Feldman,
- Edy Y. Kim,
- Carl P. Walther,
- Samaya J. Anumudu,
- Justin Arunthamakun,
- Kathleen F. Kopecky,
- Gregory P. Milligan,
- Peter A. McCullough,
- Thuy-Duyen Nguyen,
- Shahzad Shaefi,
- Megan L. Krajewski,
- Sidharth Shankar,
- Ameeka Pannu,
- Juan D. Valencia,
- Sushrut S. Waikar,
- Zoe A. Kibbelaar,
- Ambarish M. Athavale,
- Peter Hart,
- Shristi Upadhyay,
- Ishaan Vohra,
- Ajiboye Oyintayo,
- Adam Green,
- Jean-Sebastien Rachoin,
- Christa A. Schorr,
- Lisa Shea,
- Daniel L. Edmonston,
- Christopher L. Mosher,
- Alexandre M. Shehata,
- Zaza Cohen,
- Valerie Allusson,
- Gabriela Bambrick-Santoyo,
- Noor ul aain Bhatti,
- Bijal Mehta,
- Aquino Williams,
- Samantha K. Brenner,
- Patricia Walters,
- Ronaldo C. Go,
- Keith M. Rose,
- Miguel A. Hernán,
- Amy M. Zhou,
- Ethan C. Kim,
- Rebecca Lisk,
- Lili Chan,
- Kusum S. Mathews,
- Steven G. Coca,
- Deena R. Altman,
- Aparna Saha,
- Howard Soh,
- Huei Hsun Wen,
- Sonali Bose,
- Emily A. Leven,
- Jing G. Wang,
- Gohar Mosoyan,
- Girish N. Nadkarni,
- Pattharawin Pattharanitima,
- Allon N. Friedman,
- John Guirguis,
- Rajat Kapoor,
- Christopher Meshberger,
- Katherine J. Kelly,
- Chirag R. Parikh,
- Brian T. Garibaldi,
- Celia P. Corona-Villalobos,
- Yumeng Wen,
- Steven Menez,
- Rubab F. Malik,
- Elena Cervantes,
- Samir Gautam,
- Mary C. Mallappallil,
- Jie Ouyang,
- Sabu John,
- Ernie Yap,
- Yohannes Melaku,
- Ibrahim Mohamed,
- Siddartha Bajracharya,
- Isha Puri,
- Mariah Thaxton,
- Jyotsna Bhattacharya,
- John Wagner,
- Leon Boudourakis,
- H. Bryant Nguyen,
- Afshin Ahoubim,
- Leslie F. Thomas,
- Dheeraj Reddy Sirganagari,
- Pramod K. Guru,
- Kianoush Kashani,
- Yan Zhou,
- Paul A. Bergl,
- Jesus Rodriguez,
- Jatan A. Shah,
- Mrigank S. Gupta,
- Princy N. Kumar,
- Deepa G. Lazarous,
- Seble G. Kassaye,
- Michal L. Melamed,
- Tanya S. Johns,
- Ryan Mocerino,
- Kalyan Prudhvi,
- Denzel Zhu,
- Rebecca V. Levy,
- Yorg Azzi,
- Molly Fisher,
- Milagros Yunes,
- Kaltrina Sedaliu,
- Ladan Golestaneh,
- Maureen Brogan,
- Neelja Kumar,
- Michael Chang,
- Ritesh Raichoudhury,
- Akshay Athreya,
- Mohamed Farag,
- Edward J. Schenck,
- Soo Jung Cho,
- Maria Plataki,
- Sergio L. Alvarez-Mulett,
- Luis G. Gomez-Escobar,
- Di Pan,
- Stefi Lee,
- Jamuna Krishnan,
- William Whalen,
- David Charytan,
- Ashley Macina,
- Sobaata Chaudhry,
- Benjamin Wu,
- Frank Modersitzki,
- Anand Srivastava,
- Alexander S. Leidner,
- Carlos Martinez,
- Jacqueline M. Kruser,
- Richard G. Wunderink,
- Alexander J. Hodakowski,
- Juan Carlos Q. Velez,
- Eboni G. Price-Haywood,
- Luis A. Matute-Trochez,
- Anna E. Hasty,
- Muner MB. Mohamed,
- Rupali S. Avasare,
- David Zonies,
- David E. Leaf,
- Shruti Gupta,
- Meghan E. Sise,
- Erik T. Newman,
- Samah Abu Omar,
- Kapil K. Pokharel,
- Shreyak Sharma,
- Harkarandeep Singh,
- Simon Correa,
- Tanveer Shaukat,
- Omer Kamal,
- Wei Wang,
- Heather Yang,
- Jeffery O. Boateng,
- Meghan Lee,
- Ian A. Strohbehn,
- Jiahua Li,
- Ariel L. Mueller,
- Roberta Redfern,
- Nicholas S. Cairl,
- Gabriel Naimy,
- Abeer Abu-Saif,
- Danyell Hall,
- Laura Bickley,
- Chris Rowan,
- Farah Madhani-Lovely,
- Vivian S. Cruz,
- Kristen M. Hess,
- Alanna L. Jacobs,
- Vasil Peev,
- Jochen Reiser,
- John J. Byun,
- Andrew Vissing,
- Esha M. Kapania,
- Zoe Post,
- Nilam P. Patel,
- Joy-Marie Hermes,
- Anne K. Sutherland,
- Amee Patrawalla,
- Diana G. Finkel,
- Barbara A. Danek,
- Sowminya Arikapudi,
- Jeffrey M. Paer,
- Peter Cangialosi,
- Mark Liotta,
- Jared Radbel,
- Sonika Puri,
- Jag Sunderram,
- Matthew T. Scharf,
- Ayesha Ahmed,
- Ilya Berim,
- Jayanth S. Vatson,
- Shuchi Anand,
- Joseph E. Levitt,
- Suzanne M. Boyle,
- Rui Song,
- Jingjing Zhang,
- Sang Hoon Woo,
- Xiaoying Deng,
- Goni Katz-Greenberg,
- Katharine Senter,
- Moh’d A. Sharshir,
- Vadym V. Rusnak,
- Muhammad Imran Ali,
- Anip Bansal,
- Amber S. Podoll,
- Michel Chonchol,
- Sunita Sharma,
- Ellen L. Burnham,
- Arash Rashidi,
- Rana Hejal,
- Eric Judd,
- Laura Latta,
- Ashita Tolwani,
- Timothy E. Albertson,
- Jason Y. Adams,
- Steven Y. Chang,
- Rebecca M. Beutler,
- Etienne Macedo,
- Harin Rhee,
- Kathleen D. Liu,
- Vasantha K. Jotwani,
- Jay L. Koyner,
- Chintan V. Shah,
- Vishal Jaikaransingh,
- Stephanie M. Toth-Manikowski,
- Min J. Joo,
- James P. Lash,
- Javier A. Neyra,
- Nourhan Chaaban,
- Madona Elias,
- Yahya Ahmad,
- Alfredo Iardino,
- Elizabeth H. Au,
- Jill H. Sharma,
- Marie Anne Sosa,
- Sabrina Taldone,
- Gabriel Contreras,
- David De La Zerda,
- Hayley B. Gershengorn,
- Bhavarth Shukla,
- Alessia Fornoni,
- Tanira Ferreira,
- Salim S. Hayek,
- Pennelope Blakely,
- Hanna Berlin,
- Tariq U. Azam,
- Husam Shadid,
- Michael Pan,
- Patrick O’ Hayer,
- Chelsea Meloche,
- Rafey Feroze,
- Rayan Kaakati,
- Danny Perry,
- Abbas Bitar,
- Elizabeth Anderson,
- Kishan J. Padalia,
- John P. Donnelly,
- Andrew J. Admon,
- Jennifer E. Flythe,
- Matthew J. Tugman,
- Emily H. Chang,
- Brent R. Brown,
- Amanda K. Leonberg-Yoo,
- Ryan C. Spiardi,
- Todd A. Miano,
- Meaghan S. Roche,
- Charles R. Vasquez,
- Amar D. Bansal,
- Natalie C. Ernecoff,
- Sanjana Kapoor,
- Siddharth Verma,
- Csaba P. Kovesdy,
- Miklos Z. Molnar,
- Ambreen Azhar,
- S. Susan Hedayati,
- Mridula V. Nadamuni,
- Shani Shastri,
- Duwayne L. Willett,
- Samuel A.P. Short,
- Amanda D. Renaghan,
- Kyle B. Enfield,
- Pavan K. Bhatraju,
- A. Bilal Malik,
- Matthew W. Semler,
- Anitha Vijayan,
- Christina Mariyam Joy,
- Tingting Li,
- Seth Goldberg,
- Patricia F. Kao,
- Greg L. Schumaker,
- Nitender Goyal,
- Anthony J. Faugno,
- Greg L. Schumaker,
- Caroline M. Hsu,
- Asma Tariq,
- Leah Meyer,
- Ravi K. Kshirsagar,
- Daniel E. Weiner,
- Aju Jose,
- Marta Christov,
- Jennifer Griffiths,
- Sanjeev Gupta,
- Aromma Kapoor,
- Perry Wilson,
- Tanima Arora,
- Ugochukwu Ugwuowo
Affiliations
- Julia L. Jezmir
- Department of Medicine, Brigham and Women’s Hospital, Boston, MA 02115, USA; Harvard Medical School, Boston, MA 02115, USA
- Maheetha Bharadwaj
- Harvard Medical School, Boston, MA 02115, USA
- Alexander Chaitoff
- Department of Medicine, Brigham and Women’s Hospital, Boston, MA 02115, USA; Harvard Medical School, Boston, MA 02115, USA
- Bradford Diephuis
- Department of Medicine, Brigham and Women’s Hospital, Boston, MA 02115, USA; Harvard Medical School, Boston, MA 02115, USA
- Conor P. Crowley
- Division of Pulmonary and Critical Care Medicine, Department of Medicine, Brigham and Women’s Hospital, Boston, MA 02115, USA
- Sandeep P. Kishore
- Department of Medicine, Brigham and Women’s Hospital, Boston, MA 02115, USA; Harvard Medical School, Boston, MA 02115, USA; Department of Global Health & Health System Design, Icahn School of Medicine at Mount Sinai, New York NY 10029, USA
- Eric Goralnick
- Harvard Medical School, Boston, MA 02115, USA; Department of Emergency Medicine, Brigham and Women’s Hospital, Boston, MA 02115, USA
- Louis T. Merriam
- Division of Pulmonary and Critical Care Medicine, Department of Medicine, Brigham and Women’s Hospital, Boston, MA 02115, USA
- Aimee Milliken
- Harvard Medical School, Boston, MA 02115, USA; Ethics Service, Brigham and Women’s Hospital, Boston, MA 02115, USA
- Chanu Rhee
- Division of Infectious Diseases, Department of Medicine, Brigham and Women’s Hospital, Boston, MA 02115, USA; Department of Population Medicine, Harvard Medical School and Harvard Pilgrim Health Care Institute, Boston, MA 02215, USA
- Nicholas Sadovnikoff
- Harvard Medical School, Boston, MA 02115, USA; Department of Anesthesiology, Perioperative Medicine and Pain Medicine, Brigham and Women’s Hospital, Boston, MA 02115, USA; Center for Bioethics, Harvard Medical School, Boston, MA 02115, USA
- Sejal B. Shah
- Harvard Medical School, Boston, MA 02115, USA; Department of Psychiatry, Brigham and Women’s Hospital, Boston, MA 02115, USA
- Shruti Gupta
- Harvard Medical School, Boston, MA 02115, USA; Division of Renal Medicine, Department of Medicine, Brigham and Women’s Hospital, Boston, MA 02115, USA
- David E. Leaf
- Harvard Medical School, Boston, MA 02115, USA; Division of Renal Medicine, Department of Medicine, Brigham and Women’s Hospital, Boston, MA 02115, USA
- William B. Feldman
- Harvard Medical School, Boston, MA 02115, USA; Division of Pulmonary and Critical Care Medicine, Department of Medicine, Brigham and Women’s Hospital, Boston, MA 02115, USA; Program On Regulation, Therapeutics, And Law (PORTAL), Division of Pharmacoepidemiology and Pharmacoeconomics, Department of Medicine, Brigham and Women’s Hospital, Boston, MA 02115, USA; Corresponding author
- Edy Y. Kim
- Harvard Medical School, Boston, MA 02115, USA; Division of Pulmonary and Critical Care Medicine, Department of Medicine, Brigham and Women’s Hospital, Boston, MA 02115, USA; Corresponding author
- Carl P. Walther
- Samaya J. Anumudu
- Justin Arunthamakun
- Kathleen F. Kopecky
- Gregory P. Milligan
- Peter A. McCullough
- Thuy-Duyen Nguyen
- Shahzad Shaefi
- Megan L. Krajewski
- Sidharth Shankar
- Ameeka Pannu
- Juan D. Valencia
- Sushrut S. Waikar
- Zoe A. Kibbelaar
- Ambarish M. Athavale
- Peter Hart
- Shristi Upadhyay
- Ishaan Vohra
- Ajiboye Oyintayo
- Adam Green
- Jean-Sebastien Rachoin
- Christa A. Schorr
- Lisa Shea
- Daniel L. Edmonston
- Christopher L. Mosher
- Alexandre M. Shehata
- Zaza Cohen
- Valerie Allusson
- Gabriela Bambrick-Santoyo
- Noor ul aain Bhatti
- Bijal Mehta
- Aquino Williams
- Samantha K. Brenner
- Patricia Walters
- Ronaldo C. Go
- Keith M. Rose
- Miguel A. Hernán
- Amy M. Zhou
- Ethan C. Kim
- Rebecca Lisk
- Lili Chan
- Kusum S. Mathews
- Steven G. Coca
- Deena R. Altman
- Aparna Saha
- Howard Soh
- Huei Hsun Wen
- Sonali Bose
- Emily A. Leven
- Jing G. Wang
- Gohar Mosoyan
- Girish N. Nadkarni
- Pattharawin Pattharanitima
- Allon N. Friedman
- John Guirguis
- Rajat Kapoor
- Christopher Meshberger
- Katherine J. Kelly
- Chirag R. Parikh
- Brian T. Garibaldi
- Celia P. Corona-Villalobos
- Yumeng Wen
- Steven Menez
- Rubab F. Malik
- Elena Cervantes
- Samir Gautam
- Mary C. Mallappallil
- Jie Ouyang
- Sabu John
- Ernie Yap
- Yohannes Melaku
- Ibrahim Mohamed
- Siddartha Bajracharya
- Isha Puri
- Mariah Thaxton
- Jyotsna Bhattacharya
- John Wagner
- Leon Boudourakis
- H. Bryant Nguyen
- Afshin Ahoubim
- Leslie F. Thomas
- Dheeraj Reddy Sirganagari
- Pramod K. Guru
- Kianoush Kashani
- Yan Zhou
- Paul A. Bergl
- Jesus Rodriguez
- Jatan A. Shah
- Mrigank S. Gupta
- Princy N. Kumar
- Deepa G. Lazarous
- Seble G. Kassaye
- Michal L. Melamed
- Tanya S. Johns
- Ryan Mocerino
- Kalyan Prudhvi
- Denzel Zhu
- Rebecca V. Levy
- Yorg Azzi
- Molly Fisher
- Milagros Yunes
- Kaltrina Sedaliu
- Ladan Golestaneh
- Maureen Brogan
- Neelja Kumar
- Michael Chang
- Ritesh Raichoudhury
- Akshay Athreya
- Mohamed Farag
- Edward J. Schenck
- Soo Jung Cho
- Maria Plataki
- Sergio L. Alvarez-Mulett
- Luis G. Gomez-Escobar
- Di Pan
- Stefi Lee
- Jamuna Krishnan
- William Whalen
- David Charytan
- Ashley Macina
- Sobaata Chaudhry
- Benjamin Wu
- Frank Modersitzki
- Anand Srivastava
- Alexander S. Leidner
- Carlos Martinez
- Jacqueline M. Kruser
- Richard G. Wunderink
- Alexander J. Hodakowski
- Juan Carlos Q. Velez
- Eboni G. Price-Haywood
- Luis A. Matute-Trochez
- Anna E. Hasty
- Muner MB. Mohamed
- Rupali S. Avasare
- David Zonies
- David E. Leaf
- Shruti Gupta
- Meghan E. Sise
- Erik T. Newman
- Samah Abu Omar
- Kapil K. Pokharel
- Shreyak Sharma
- Harkarandeep Singh
- Simon Correa
- Tanveer Shaukat
- Omer Kamal
- Wei Wang
- Heather Yang
- Jeffery O. Boateng
- Meghan Lee
- Ian A. Strohbehn
- Jiahua Li
- Ariel L. Mueller
- Roberta Redfern
- Nicholas S. Cairl
- Gabriel Naimy
- Abeer Abu-Saif
- Danyell Hall
- Laura Bickley
- Chris Rowan
- Farah Madhani-Lovely
- Vivian S. Cruz
- Kristen M. Hess
- Alanna L. Jacobs
- Vasil Peev
- Jochen Reiser
- John J. Byun
- Andrew Vissing
- Esha M. Kapania
- Zoe Post
- Nilam P. Patel
- Joy-Marie Hermes
- Anne K. Sutherland
- Amee Patrawalla
- Diana G. Finkel
- Barbara A. Danek
- Sowminya Arikapudi
- Jeffrey M. Paer
- Peter Cangialosi
- Mark Liotta
- Jared Radbel
- Sonika Puri
- Jag Sunderram
- Matthew T. Scharf
- Ayesha Ahmed
- Ilya Berim
- Jayanth S. Vatson
- Shuchi Anand
- Joseph E. Levitt
- Suzanne M. Boyle
- Rui Song
- Jingjing Zhang
- Sang Hoon Woo
- Xiaoying Deng
- Goni Katz-Greenberg
- Katharine Senter
- Moh’d A. Sharshir
- Vadym V. Rusnak
- Muhammad Imran Ali
- Anip Bansal
- Amber S. Podoll
- Michel Chonchol
- Sunita Sharma
- Ellen L. Burnham
- Arash Rashidi
- Rana Hejal
- Eric Judd
- Laura Latta
- Ashita Tolwani
- Timothy E. Albertson
- Jason Y. Adams
- Steven Y. Chang
- Rebecca M. Beutler
- Etienne Macedo
- Harin Rhee
- Kathleen D. Liu
- Vasantha K. Jotwani
- Jay L. Koyner
- Chintan V. Shah
- Vishal Jaikaransingh
- Stephanie M. Toth-Manikowski
- Min J. Joo
- James P. Lash
- Javier A. Neyra
- Nourhan Chaaban
- Madona Elias
- Yahya Ahmad
- Alfredo Iardino
- Elizabeth H. Au
- Jill H. Sharma
- Marie Anne Sosa
- Sabrina Taldone
- Gabriel Contreras
- David De La Zerda
- Hayley B. Gershengorn
- Bhavarth Shukla
- Alessia Fornoni
- Tanira Ferreira
- Salim S. Hayek
- Pennelope Blakely
- Hanna Berlin
- Tariq U. Azam
- Husam Shadid
- Michael Pan
- Patrick O’ Hayer
- Chelsea Meloche
- Rafey Feroze
- Rayan Kaakati
- Danny Perry
- Abbas Bitar
- Elizabeth Anderson
- Kishan J. Padalia
- John P. Donnelly
- Andrew J. Admon
- Jennifer E. Flythe
- Matthew J. Tugman
- Emily H. Chang
- Brent R. Brown
- Amanda K. Leonberg-Yoo
- Ryan C. Spiardi
- Todd A. Miano
- Meaghan S. Roche
- Charles R. Vasquez
- Amar D. Bansal
- Natalie C. Ernecoff
- Sanjana Kapoor
- Siddharth Verma
- Csaba P. Kovesdy
- Miklos Z. Molnar
- Ambreen Azhar
- S. Susan Hedayati
- Mridula V. Nadamuni
- Shani Shastri
- Duwayne L. Willett
- Samuel A.P. Short
- Amanda D. Renaghan
- Kyle B. Enfield
- Pavan K. Bhatraju
- A. Bilal Malik
- Matthew W. Semler
- Anitha Vijayan
- Christina Mariyam Joy
- Tingting Li
- Seth Goldberg
- Patricia F. Kao
- Greg L. Schumaker
- Nitender Goyal
- Anthony J. Faugno
- Greg L. Schumaker
- Caroline M. Hsu
- Asma Tariq
- Leah Meyer
- Ravi K. Kshirsagar
- Daniel E. Weiner
- Aju Jose
- Marta Christov
- Jennifer Griffiths
- Sanjeev Gupta
- Aromma Kapoor
- Perry Wilson
- Tanima Arora
- Ugochukwu Ugwuowo
- Journal volume & issue
-
Vol. 2,
no. 9
p. 100376
Abstract
Summary: Many US states published crisis standards of care (CSC) guidelines for allocating scarce critical care resources during the COVID-19 pandemic. However, the performance of these guidelines in maximizing their population benefit has not been well tested. In 2,272 adults with COVID-19 requiring mechanical ventilation drawn from the Study of the Treatment and Outcomes in Critically Ill Patients with COVID-19 (STOP-COVID) multicenter cohort, we test the following three approaches to CSC algorithms: Sequential Organ Failure Assessment (SOFA) scores grouped into ranges, SOFA score ranges plus comorbidities, and a hypothetical approach using raw SOFA scores not grouped into ranges. We find that area under receiver operating characteristic (AUROC) curves for all three algorithms demonstrate only modest discrimination for 28-day mortality. Adding comorbidity scoring modestly improves algorithm performance over SOFA scores alone. The algorithm incorporating comorbidities has modestly worse predictive performance for Black compared to white patients. CSC algorithms should be empirically examined to refine approaches to the allocation of scarce resources during pandemics and to avoid potential exacerbation of racial inequities.