Predictive value of multiple variable models including nutritional risk score (NRS 2002) on mortality and length of stay of patients with covid-19 infections. The INCOVO study
- PMID: 37202068
- PMCID: PMC10085867
- DOI: 10.1016/j.clnesp.2023.04.001
Predictive value of multiple variable models including nutritional risk score (NRS 2002) on mortality and length of stay of patients with covid-19 infections. The INCOVO study
Abstract
Background and aims: This study aimed at evaluating associations between nutritional status and outcomes in patients with Covid-19 and to identify statistical models including nutritional parameters associated with in-hospital mortality and length of stay.
Methods: Data of 5707 adult patients hospitalized in the University Hospital of Lausanne between March 2020 and March 2021 were screened retrospectively 920 patients (35% female) with confirmed Covid-19 and complete data including nutritional risk score (NRS 2002), were included. This cohort was divided into three subgroups: NRS <3: no risk of malnutrition; NRS ≥3 to <5: moderate risk malnutrition; and NRS ≥5: severe risk of malnutrition. The primary outcome was the percentage of in-hospital deaths in the different NRS subgroups. The secondary outcomes were the length of hospital stay (LOS), the percentage of admissions to intensive care units (ICU), and the length of stay in the ICU (ILOS). Logistic regression was performed to identify risk factors associated with in-hospital mortality and hospital stay. Multivariate clinical-biological models were developed to study predictions of mortality and very long length of stay.
Results: The mean age of the cohort was 69.7 years. The death rate was 4 times higher in the subgroup with a NRS ≥ 5 (44%), and 3 times higher with a NRS ≥ 3 to <5 (33%) compared to the patients with a NRS<3 (10%) (p < 0.001). LOS was significantly higher in the NRS ≥ 5 and NRS ≥ 3 to <5 subgroups (26.0 days; CI [21; 30.9]; and 24.9; CI [22.5; 27.1] respectively) versus 13.4; CI [12; 14.8] for NRS<3 (p < 0.001). The mean ILOS was significantly higher in the NRS ≥ 5 (5.9 days; versus 2.8 for NRS ≥ 3 to <5, and 1.58 for NRS<3 (p < 0.001)). In logistic regression, NRS ≥ 3 was significantly associated with the risk of mortality (OR: 4.8; CI [3.3; 7.1]; p < 0.001) and very long in-hospital stay (>12 days) (OR: 2.5; CI [1.9; 3.3]; p < 0.001). Statistical models that included a NRS ≥ 3 and albumin revealed to be strong predictors for mortality and LOS (area under the curve 0.800 and 0.715).
Conclusion: NRS was found to be an independent risk factor for in-hospital death and LOS in hospitalized Covid-19 patients. Patients with a NRS ≥ 5 had a significant increase in ILOS and mortality. Statistical models including NRS are strong predictors for an increased risk of death and LOS.
Keywords: COVID-19; Length of hospital stay; Mortality; Nutritional risk score (NRS); Nutritional status; Sars-CoV-2.
Copyright © 2023 The Author(s). Published by Elsevier Ltd.. All rights reserved.
Conflict of interest statement
Declaration of competing interest The authors declare no conflict of interest.
Figures





Similar articles
-
NRS-2002 components, nutritional score and severity of disease score, and their association with hospital length of stay and mortality.Swiss Med Wkly. 2021 Jul 14;151:w20517. doi: 10.4414/smw.2021.20517. eCollection 2021 Jul 5. Swiss Med Wkly. 2021. PMID: 34265070
-
Nutritional risk at hospital admission is associated with prolonged length of hospital stay in old patients with COVID-19.Clin Nutr. 2022 Dec;41(12):3085-3088. doi: 10.1016/j.clnu.2021.03.017. Epub 2021 Mar 23. Clin Nutr. 2022. PMID: 33933295 Free PMC article.
-
Evaluation of Nutrition Risk Screening Score 2002 (NRS) assessment in hospitalized chronic kidney disease patient.PLoS One. 2019 Jan 24;14(1):e0211200. doi: 10.1371/journal.pone.0211200. eCollection 2019. PLoS One. 2019. PMID: 30677081 Free PMC article.
-
Prediction of early- and long-term mortality in adult patients acutely admitted to internal medicine: NRS-2002 and beyond.Clin Nutr. 2020 Apr;39(4):1092-1100. doi: 10.1016/j.clnu.2019.04.011. Epub 2019 Apr 17. Clin Nutr. 2020. PMID: 31047715
-
Nutritional risk and clinical outcomes in critically ill adult patients with COVID-19.Nutr Hosp. 2021 Dec 9;38(6):1119-1125. doi: 10.20960/nh.03749. Nutr Hosp. 2021. PMID: 34538061 English.
Cited by
-
A Novel Facet of In-Hospital Food Consumption Associated with Hospital Mortality in Patients with Scheduled Admission-Addition of a Study Protocol to Test the Existence of Effects of COVID-19 in the Same Study in the Post-COVID-19 Period.Nutrients. 2024 Jul 19;16(14):2327. doi: 10.3390/nu16142327. Nutrients. 2024. PMID: 39064770 Free PMC article.
-
Risk Factors for Long-Term Nutritional Disorders One Year After COVID-19: A Post Hoc Analysis of COVID-19 Recovery Study II.Nutrients. 2024 Dec 7;16(23):4234. doi: 10.3390/nu16234234. Nutrients. 2024. PMID: 39683627 Free PMC article.
-
Comparative analysis of six nutritional scores in predicting prognosis of COVID-19 patients.Front Nutr. 2024 Nov 28;11:1501132. doi: 10.3389/fnut.2024.1501132. eCollection 2024. Front Nutr. 2024. PMID: 39668901 Free PMC article.
-
Nutritional Risk Score (NRS-2002) as a Predictor of In-Hospital Mortality in COVID-19 Patients: A Retrospective Single-Center Cohort Study.Nutrients. 2025 Apr 6;17(7):1278. doi: 10.3390/nu17071278. Nutrients. 2025. PMID: 40219035 Free PMC article.
References
-
- Palaiodimos L., Kokkinidis D.G., Li W., Karamanis D., Ognibene J., Arora S., et al. Severe obesity, increasing age and male sex are independently associated with worse in-hospital outcomes, and higher in-hospital mortality, in a cohort of patients with COVID-19 in the Bronx, New York. Metabolism. 2020;108 - PMC - PubMed
-
- Qu G., Li X., Hu L., Jiang G. An imperative need for research on the role of environmental factors in transmission of novel coronavirus (COVID-19) Environ Sci Technol. 2020;54(7):3730–3732. - PubMed
MeSH terms
LinkOut - more resources
Full Text Sources
Medical
Miscellaneous