Literature DB >> 33751910

Equitably Allocating Resources during Crises: Racial Differences in Mortality Prediction Models.

Deepshikha Charan Ashana1,2, George L Anesi2,3,4, Vincent X Liu5, Gabriel J Escobar5, Christopher Chesley2,3,4, Nwamaka D Eneanya2,4,6, Gary E Weissman2,3,4, William Dwight Miller7, Michael O Harhay2,3,4,8, Scott D Halpern2,3,4,8,9.   

Abstract

Rationale: Crisis standards of care (CSCs) guide critical care resource allocation during crises. Most recommend ranking patients on the basis of their expected in-hospital mortality using the Sequential Organ Failure Assessment (SOFA) score, but it is unknown how SOFA or other acuity scores perform among patients of different races.
Objectives: To test the prognostic accuracy of the SOFA score and version 2 of the Laboratory-based Acute Physiology Score (LAPS2) among Black and white patients.
Methods: We included Black and white patients admitted for sepsis or acute respiratory failure at 27 hospitals. We calculated the discrimination and calibration for in-hospital mortality of SOFA, LAPS2, and modified versions of each, including categorical SOFA groups recommended in a popular CSC and a SOFA score without creatinine to reduce the influence of race. Measurements and Main
Results: Of 113,158 patients, 27,644 (24.4%) identified as Black. The LAPS2 demonstrated higher discrimination (area under the receiver operating characteristic curve [AUC], 0.76; 95% confidence interval [CI], 0.76-0.77) than the SOFA score (AUC, 0.68; 95% CI, 0.68-0.69). The LAPS2 was also better calibrated than the SOFA score, but both underestimated in-hospital mortality for white patients and overestimated in-hospital mortality for Black patients. Thus, in a simulation using observed mortality, 81.6% of Black patients were included in lower-priority CSC categories, and 9.4% of all Black patients were erroneously excluded from receiving the highest prioritization. The SOFA score without creatinine reduced racial miscalibration. Conclusions: Using SOFA in CSCs may lead to racial disparities in resource allocation. More equitable mortality prediction scores are needed.

Entities:  

Keywords:  acute respiratory failure; critical care; disaster planning; sepsis; triage

Mesh:

Year:  2021        PMID: 33751910      PMCID: PMC8759151          DOI: 10.1164/rccm.202012-4383OC

Source DB:  PubMed          Journal:  Am J Respir Crit Care Med        ISSN: 1073-449X            Impact factor:   30.528


  42 in total

1.  The Third International Consensus Definitions for Sepsis and Septic Shock (Sepsis-3).

Authors:  Mervyn Singer; Clifford S Deutschman; Christopher Warren Seymour; Manu Shankar-Hari; Djillali Annane; Michael Bauer; Rinaldo Bellomo; Gordon R Bernard; Jean-Daniel Chiche; Craig M Coopersmith; Richard S Hotchkiss; Mitchell M Levy; John C Marshall; Greg S Martin; Steven M Opal; Gordon D Rubenfeld; Tom van der Poll; Jean-Louis Vincent; Derek C Angus
Journal:  JAMA       Date:  2016-02-23       Impact factor: 56.272

2.  SCIENCE AND SOCIETY. Taking race out of human genetics.

Authors:  Michael Yudell; Dorothy Roberts; Rob DeSalle; Sarah Tishkoff
Journal:  Science       Date:  2016-02-05       Impact factor: 47.728

3.  Critical Supply Shortages - The Need for Ventilators and Personal Protective Equipment during the Covid-19 Pandemic.

Authors:  Megan L Ranney; Valerie Griffeth; Ashish K Jha
Journal:  N Engl J Med       Date:  2020-03-25       Impact factor: 91.245

4.  Fair Allocation of Scarce Medical Resources in the Time of Covid-19.

Authors:  Ezekiel J Emanuel; Govind Persad; Ross Upshur; Beatriz Thome; Michael Parker; Aaron Glickman; Cathy Zhang; Connor Boyle; Maxwell Smith; James P Phillips
Journal:  N Engl J Med       Date:  2020-03-23       Impact factor: 91.245

5.  Inequity in Crisis Standards of Care.

Authors:  Emily Cleveland Manchanda; Cheri Couillard; Karthik Sivashanker
Journal:  N Engl J Med       Date:  2020-05-13       Impact factor: 91.245

6.  Use of the SOFA score to assess the incidence of organ dysfunction/failure in intensive care units: results of a multicenter, prospective study. Working group on "sepsis-related problems" of the European Society of Intensive Care Medicine.

Authors:  J L Vincent; A de Mendonça; F Cantraine; R Moreno; J Takala; P M Suter; C L Sprung; F Colardyn; S Blecher
Journal:  Crit Care Med       Date:  1998-11       Impact factor: 7.598

7.  Association of a Novel Index of Hospital Capacity Strain with Admission to Intensive Care Units.

Authors:  George L Anesi; Marzana Chowdhury; Dylan S Small; M Kit Delgado; Rachel Kohn; Brian Bayes; Wei Wang; Erich Dress; Gabriel J Escobar; Scott D Halpern; Vincent X Liu
Journal:  Ann Am Thorac Soc       Date:  2020-11

8.  Association of an Emergency Department-embedded Critical Care Unit with Hospital Outcomes and Intensive Care Unit Use.

Authors:  George L Anesi; Jayaram Chelluri; Zaffer A Qasim; Marzana Chowdhury; Rachel Kohn; Gary E Weissman; Brian Bayes; M Kit Delgado; Benjamin S Abella; Scott D Halpern; John C Greenwood
Journal:  Ann Am Thorac Soc       Date:  2020-12

9.  The Integrated Calibration Index (ICI) and related metrics for quantifying the calibration of logistic regression models.

Authors:  Peter C Austin; Ewout W Steyerberg
Journal:  Stat Med       Date:  2019-07-03       Impact factor: 2.373

View more
  16 in total

Review 1.  Artificial intelligence-based clinical decision support in pediatrics.

Authors:  Sriram Ramgopal; L Nelson Sanchez-Pinto; Christopher M Horvat; Michael S Carroll; Yuan Luo; Todd A Florin
Journal:  Pediatr Res       Date:  2022-07-29       Impact factor: 3.953

2.  POINT: Is Considering Social Determinants of Health Ethically Permissible for Fair Allocation of Critical Care Resources During the COVID-19 Pandemic? Yes.

Authors:  Douglas B White; Bernard Lo; Monica E Peek
Journal:  Chest       Date:  2022-07       Impact factor: 10.262

3.  Association of ICU Admission and Outcomes in Sepsis and Acute Respiratory Failure.

Authors:  George L Anesi; Vincent X Liu; Marzana Chowdhury; Dylan S Small; Wei Wang; M Kit Delgado; Brian Bayes; Erich Dress; Gabriel J Escobar; Scott D Halpern
Journal:  Am J Respir Crit Care Med       Date:  2022-03-01       Impact factor: 30.528

4.  Evaluating Approaches to Improve Equity in Critical Care Resource Allocation in the COVID-19 Pandemic.

Authors:  Katherine Ross-Driscoll; Gregory Esper; Kathy Kinlaw; Yi-Ting Hana Lee; Alanna A Morris; David J Murphy; Rebecca D Pentz; Chad Robichaux; Gerard Vong; Kevin Wack; Neal W Dickert
Journal:  Am J Respir Crit Care Med       Date:  2021-12-15       Impact factor: 21.405

5.  Development and Structure of an Accurate Machine Learning Algorithm to Predict Inpatient Mortality and Hospice Outcomes in the Coronavirus Disease 2019 Era.

Authors:  Stephen Chi; Aixia Guo; Kevin Heard; Seunghwan Kim; Randi Foraker; Patrick White; Nathan Moore
Journal:  Med Care       Date:  2022-05-01       Impact factor: 2.983

6.  Assessment of a Crisis Standards of Care Scoring System for Resource Prioritization and Estimated Excess Mortality by Race, Ethnicity, and Socially Vulnerable Area During a Regional Surge in COVID-19.

Authors:  Elisabeth D Riviello; Tenzin Dechen; Ashley L O'Donoghue; Michael N Cocchi; Margaret M Hayes; Rose L Molina; Nicole H Moraco; Anne Mosenthal; Michael Rosenblatt; Noa Talmor; Daniel P Walsh; David N Sontag; Jennifer P Stevens
Journal:  JAMA Netw Open       Date:  2022-03-01

7.  Accuracy of the Sequential Organ Failure Assessment Score for In-Hospital Mortality by Race and Relevance to Crisis Standards of Care.

Authors:  William Dwight Miller; Xuan Han; Monica E Peek; Deepshikha Charan Ashana; William F Parker
Journal:  JAMA Netw Open       Date:  2021-06-01

Review 8.  Algorithmic prognostication in critical care: a promising but unproven technology for supporting difficult decisions.

Authors:  Gary E Weissman; Vincent X Liu
Journal:  Curr Opin Crit Care       Date:  2021-10-01       Impact factor: 3.359

9.  Performance of Predictive Models for 30-Day Hospitalization and Mortality after COVID-19 Infection.

Authors:  Laura C Myers; Patricia Kipnis; Liam O'Suilleabhain; Gabriel Escobar; Vincent X Liu
Journal:  Ann Am Thorac Soc       Date:  2022-01

10.  Mortality Prediction Models: Another Barrier to Racial Equity in a Pandemic.

Authors:  Chenell Donadee; Kristina E Rudd
Journal:  Am J Respir Crit Care Med       Date:  2021-07-15       Impact factor: 21.405

View more

北京卡尤迪生物科技股份有限公司 © 2022-2023.