Literature DB >> 33622827

Development and Validation of the COVID-NoLab and COVID-SimpleLab Risk Scores for Prognosis in 6 US Health Systems.

Mark H Ebell1, Xinyan Cai2, Robert Lennon2, Derjung M Tarn2, Arch G Mainous2, Aleksandra E Zgierska2, Bruce Barrett2, Wen-Jan Tuan2, Kevin Maloy2, Munish Goyal2, Alex Krist2.   

Abstract

PURPOSE: Develop and validate simple risk scores based on initial clinical data and no or minimal laboratory testing to predict mortality in hospitalized adults with COVID-19.
METHODS: We gathered clinical and initial laboratory variables on consecutive inpatients with COVID-19 who had either died or been discharged alive at 6 US health centers. Logistic regression was used to develop a predictive model using no laboratory values (COVID-NoLab) and one adding tests available in many outpatient settings (COVID-SimpleLab). The models were converted to point scores and their accuracy evaluated in an internal validation group.
RESULTS: We identified 1340 adult inpatients with complete data for nonlaboratory parameters and 741 with complete data for white blood cell (WBC) count, differential, c-reactive protein (CRP), and serum creatinine. The COVID-NoLab risk score includes age, respiratory rate, and oxygen saturation and identified risk groups with 0.8%, 11.4%, and 40.4% mortality in the validation group (AUROCC = 0.803). The COVID-SimpleLab score includes age, respiratory rate, oxygen saturation, WBC, CRP, serum creatinine, and comorbid asthma and identified risk groups with 1.0%, 9.1%, and 29.3% mortality in the validation group (AUROCC = 0.833).
CONCLUSIONS: Because they use simple, readily available predictors, developed risk scores have potential applicability in the outpatient setting but require prospective validation before use. © Copyright 2021 by the American Board of Family Medicine.

Entities:  

Keywords:  COVID-19; Clinical Decision Support; Clinical Prediction Rule; Logistic Models

Mesh:

Year:  2021        PMID: 33622827      PMCID: PMC8343954          DOI: 10.3122/jabfm.2021.S1.200464

Source DB:  PubMed          Journal:  J Am Board Fam Med        ISSN: 1557-2625            Impact factor:   2.657


  10 in total

1.  Development and Validation of a Clinical Risk Score to Predict the Occurrence of Critical Illness in Hospitalized Patients With COVID-19.

Authors:  Wenhua Liang; Hengrui Liang; Limin Ou; Binfeng Chen; Ailan Chen; Caichen Li; Yimin Li; Weijie Guan; Ling Sang; Jiatao Lu; Yuanda Xu; Guoqiang Chen; Haiyan Guo; Jun Guo; Zisheng Chen; Yi Zhao; Shiyue Li; Nuofu Zhang; Nanshan Zhong; Jianxing He
Journal:  JAMA Intern Med       Date:  2020-08-01       Impact factor: 21.873

2.  Risk Factors Associated With Acute Respiratory Distress Syndrome and Death in Patients With Coronavirus Disease 2019 Pneumonia in Wuhan, China.

Authors:  Chaomin Wu; Xiaoyan Chen; Yanping Cai; Jia'an Xia; Xing Zhou; Sha Xu; Hanping Huang; Li Zhang; Xia Zhou; Chunling Du; Yuye Zhang; Juan Song; Sijiao Wang; Yencheng Chao; Zeyong Yang; Jie Xu; Xin Zhou; Dechang Chen; Weining Xiong; Lei Xu; Feng Zhou; Jinjun Jiang; Chunxue Bai; Junhua Zheng; Yuanlin Song
Journal:  JAMA Intern Med       Date:  2020-07-01       Impact factor: 21.873

3.  Qualitative study of primary care clinicians' views on point-of-care testing for C-reactive protein for acute respiratory tract infections in family medicine.

Authors:  Victoria Hardy; Matthew Thompson; Gina A Keppel; William Alto; M Ashworth Dirac; Jon Neher; Christopher Sanford; Jaime Hornecker; Allison Cole
Journal:  BMJ Open       Date:  2017-01-25       Impact factor: 2.692

4.  A clinical risk score to identify patients with COVID-19 at high risk of critical care admission or death: An observational cohort study.

Authors:  James B Galloway; Sam Norton; Richard D Barker; Andrew Brookes; Ivana Carey; Benjamin D Clarke; Raeesa Jina; Carole Reid; Mark D Russell; Ruth Sneep; Leah Sugarman; Sarah Williams; Mark Yates; James Teo; Ajay M Shah; Fleur Cantle
Journal:  J Infect       Date:  2020-05-29       Impact factor: 6.072

5.  Estimates of the severity of coronavirus disease 2019: a model-based analysis.

Authors:  Robert Verity; Lucy C Okell; Ilaria Dorigatti; Peter Winskill; Charles Whittaker; Natsuko Imai; Gina Cuomo-Dannenburg; Hayley Thompson; Patrick G T Walker; Han Fu; Amy Dighe; Jamie T Griffin; Marc Baguelin; Sangeeta Bhatia; Adhiratha Boonyasiri; Anne Cori; Zulma Cucunubá; Rich FitzJohn; Katy Gaythorpe; Will Green; Arran Hamlet; Wes Hinsley; Daniel Laydon; Gemma Nedjati-Gilani; Steven Riley; Sabine van Elsland; Erik Volz; Haowei Wang; Yuanrong Wang; Xiaoyue Xi; Christl A Donnelly; Azra C Ghani; Neil M Ferguson
Journal:  Lancet Infect Dis       Date:  2020-03-30       Impact factor: 25.071

6.  Current and future use of point-of-care tests in primary care: an international survey in Australia, Belgium, The Netherlands, the UK and the USA.

Authors:  Jeremy Howick; Jochen W L Cals; Caroline Jones; Christopher P Price; Annette Plüddemann; Carl Heneghan; Marjolein Y Berger; Frank Buntinx; John Hickner; Wilson Pace; Tony Badrick; Ann Van den Bruel; Caroline Laurence; Henk C van Weert; Evie van Severen; Adriana Parrella; Matthew Thompson
Journal:  BMJ Open       Date:  2014-08-08       Impact factor: 2.692

7.  Seroprevalence of anti-SARS-CoV-2 IgG antibodies in Geneva, Switzerland (SEROCoV-POP): a population-based study.

Authors:  Silvia Stringhini; Ania Wisniak; Giovanni Piumatti; Andrew S Azman; Stephen A Lauer; Hélène Baysson; David De Ridder; Dusan Petrovic; Stephanie Schrempft; Kailing Marcus; Sabine Yerly; Isabelle Arm Vernez; Olivia Keiser; Samia Hurst; Klara M Posfay-Barbe; Didier Trono; Didier Pittet; Laurent Gétaz; François Chappuis; Isabella Eckerle; Nicolas Vuilleumier; Benjamin Meyer; Antoine Flahault; Laurent Kaiser; Idris Guessous
Journal:  Lancet       Date:  2020-06-11       Impact factor: 79.321

8.  Clinical characteristics of coronavirus disease 2019 (COVID-19) in China: A systematic review and meta-analysis.

Authors:  Leiwen Fu; Bingyi Wang; Tanwei Yuan; Xiaoting Chen; Yunlong Ao; Thomas Fitzpatrick; Peiyang Li; Yiguo Zhou; Yi-Fan Lin; Qibin Duan; Ganfeng Luo; Song Fan; Yong Lu; Anping Feng; Yuewei Zhan; Bowen Liang; Weiping Cai; Lin Zhang; Xiangjun Du; Linghua Li; Yuelong Shu; Huachun Zou
Journal:  J Infect       Date:  2020-04-10       Impact factor: 6.072

9.  Clinical course and risk factors for mortality of adult inpatients with COVID-19 in Wuhan, China: a retrospective cohort study.

Authors:  Fei Zhou; Ting Yu; Ronghui Du; Guohui Fan; Ying Liu; Zhibo Liu; Jie Xiang; Yeming Wang; Bin Song; Xiaoying Gu; Lulu Guan; Yuan Wei; Hui Li; Xudong Wu; Jiuyang Xu; Shengjin Tu; Yi Zhang; Hua Chen; Bin Cao
Journal:  Lancet       Date:  2020-03-11       Impact factor: 79.321

10.  Clinical laboratory parameters associated with severe or critical novel coronavirus disease 2019 (COVID-19): A systematic review and meta-analysis.

Authors:  Jude Moutchia; Pratik Pokharel; Aldiona Kerri; Kaodi McGaw; Shreeshti Uchai; Miriam Nji; Michael Goodman
Journal:  PLoS One       Date:  2020-10-01       Impact factor: 3.240

  10 in total
  5 in total

1.  COVID-19 outcomes among adult patients treated with long-term opioid therapy for chronic non-cancer pain in the USA: a retrospective cohort study.

Authors:  Wen-Jan Tuan; Hannah Spotts; Aleksandra E Zgierska; Robert P Lennon
Journal:  BMJ Open       Date:  2021-11-26       Impact factor: 2.692

2.  Social Determinants of Health Correlating with Mechanical Ventilation of COVID-19 Patients: A Multi-Center Observational Study.

Authors:  Alexa Giovanatti; Heba Elassar; Patrick Karabon; Tracy Wunderlich-Barillas; Alexandra Halalau
Journal:  Int J Gen Med       Date:  2021-11-20

3.  Development and Validation of a Two-Step Predictive Risk Stratification Model for Coronavirus Disease 2019 In-hospital Mortality: A Multicenter Retrospective Cohort Study.

Authors:  Yang Li; Yanlei Kong; Mark H Ebell; Leonardo Martinez; Xinyan Cai; Robert P Lennon; Derjung M Tarn; Arch G Mainous; Aleksandra E Zgierska; Bruce Barrett; Wen-Jan Tuan; Kevin Maloy; Munish Goyal; Alex H Krist; Tamas S Gal; Meng-Hsuan Sung; Changwei Li; Yier Jin; Ye Shen
Journal:  Front Med (Lausanne)       Date:  2022-04-07

4.  Association Between Bariatric Surgery and Severe COVID-19 Outcomes in Florida.

Authors:  Guanming Chen; Arch Mainous; Alexander Ayzengart; Young-Rock Hong
Journal:  Obes Surg       Date:  2022-09-27       Impact factor: 3.479

5.  Risks of Severe COVID-19 Outcomes Among Patients With Diabetic Polyneuropathy in the United States.

Authors:  Wen-Jan Tuan; Robert P Lennon; Alice Zhang; Ajay Macherla; Aleksandra E Zgierska
Journal:  J Public Health Manag Pract       Date:  2022-08-27
  5 in total

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