Two Years with COVID-19: The Electronic Frailty Index Identifies High-Risk Patients in the Stockholm GeroCovid Study

被引:8
作者
Mak, Jonathan K. L. [1 ]
Eriksdotter, Maria [2 ,3 ]
Annetorp, Martin [2 ,3 ]
Kuja-Halkola, Ralf [1 ]
Kananen, Laura [1 ,4 ,5 ]
Bostrom, Anne-Marie [3 ,6 ,7 ]
Kivipelto, Miia [2 ,3 ]
Metzner, Carina [2 ,3 ]
Jerlardtz, Viktoria Back [8 ]
Engstrom, Malin [9 ]
Johnson, Peter [10 ]
Lundberg, Lars Goran [11 ]
Akesson, Elisabet [7 ,12 ]
Oberg, Carina Suhl [13 ]
Olsson, Maria [14 ,15 ]
Cederholm, Tommy [2 ,3 ]
Hagg, Sara [1 ]
Religa, Dorota [2 ,3 ]
Jylhava, Juulia [1 ,4 ,5 ]
机构
[1] Karolinska Inst, Dept Med Epidemiol & Biostat, Stockholm, Sweden
[2] Karolinska Inst, Dept Neurobiol Care Sci & Soc, Div Clin Geriatr, Stockholm, Sweden
[3] Karolinska Univ Hosp, Theme Inflammat & Aging, Huddinge, Sweden
[4] Univ Tampere, Fac Social Sci, Hlth Sci, Tampere, Finland
[5] Univ Tampere, Gerontol Res Ctr GEREC, Tampere, Finland
[6] Karolinska Inst, Dept Neurobiol Care Sci & Soc, Div Nursing, Stockholm, Sweden
[7] Stockholms Sjukhem, Res & Dev Unit, Stockholm, Sweden
[8] Jakobsbergsgeriatriken, Dept Geriatr Med, Stockholm, Sweden
[9] Sabbatsbergsgeriatriken, Dept Geriatr Med, Stockholm, Sweden
[10] Capio Geriatr Nacka AB, Dept Geriatr Med, Nacka, Sweden
[11] Dalengeriatriken Aleris Narsjukvard AB, Dept Geriatr Med, Stockholm, Sweden
[12] Karolinska Inst, Dept Neurobiol Care Sci & Soc, Div Neurogeriatr, Stockholm, Sweden
[13] Handengeriatriken, Dept Geriatr Med, Aleris Narsjukvard AB, Stockholm, Sweden
[14] Capio Geriatr Sollentuna, Dept Geriatr Med, Stockholm, Sweden
[15] Uppsala Univ, Dept Publ Hlth & Caring Sci, Uppsala, Sweden
基金
芬兰科学院; 瑞典研究理事会;
关键词
Frailty; COVID-19; Electronic frailty index; Comorbidity; Older adults; CORONAVIRUS DISEASE 2019; OLDER-ADULTS; MORTALITY; METAANALYSIS; COMORBIDITY; PREDICTOR; OUTCOMES; AGE;
D O I
10.1159/000527206
中图分类号
R592 [老年病学]; C [社会科学总论];
学科分类号
03 ; 0303 ; 100203 ;
摘要
Introduction: Frailty, a measure of biological aging, has been linked to worse COVID-19 outcomes. However, as the mortality differs across the COVID-19 waves, it is less clear whether a medical record-based electronic frailty index (eFI) that we have previously developed for older adults could be used for risk stratification in hospitalized COVID-19 patients. Objectives: The aim of the study was to examine the association of frailty with mortality, readmission, and length of stay in older COVID-19 patients and to compare the predictive accuracy of the eFI to other frailty and comorbidity measures. Methods: This was a retrospective cohort study using electronic health records (EHRs) from nine geriatric clinics in Stockholm, Sweden, comprising 3,980 COVID-19 patients (mean age 81.6 years) admitted between March 2020 and March 2022. Frailty was assessed using a 48-item eFI developed for Swedish geriatric patients, the Clinical Frailty Scale, and the Hospital Frailty Risk Score. Comorbidity was measured using the Charlson Comorbidity Index. We analyzed in-hospital mortality and 30-day readmission using logistic regression, 30-day and 6-month mortality using Cox regression, and the length of stay using linear regression. Predictive accuracy of the logistic regression and Cox models was evaluated by area under the receiver operating characteristic curve (AUC) and Harrell's C-statistic, respectively. Results: Across the study period, the in-hospital mortality rate decreased from 13.9% in the first wave to 3.6% in the latest (Omicron) wave. Controlling for age and sex, a 10% increment in the eFI was significantly associated with higher risks of in-hospital mortality (odds ratio = 2.95; 95% confidence interval = 2.42-3.62), 30-day mortality (hazard ratio [HR] = 2.39; 2.08-2.74), 6-month mortality (HR = 2.29; 2.04-2.56), and a longer length of stay (beta-coefficient = 2.00; 1.65-2.34) but not with 30-day readmission. The association between the eFI and in-hospital mortality remained robust across the waves, even after the vaccination rollout. Among all measures, the eFI had the best discrimination for in-hospital (AUC = 0.780), 30-day (Harrell's C = 0.733), and 6-month mortality (Harrell's C = 0.719). Conclusion: An eFI based on routinely collected EHRs can be applied in identifying high-risk older COVID-19 patients during the continuing pandemic.
引用
收藏
页码:396 / 405
页数:10
相关论文
共 50 条
  • [41] Cardiometabolic risk factors of post-bariatric patients two years after COVID-19 pandemic onset: a longitudinal study
    Rocha, Raysa Manuelle Santos
    de Souza, Marcia Ferreira Candido
    Costa, Danielle Villela
    Pereira, Larissa Monteiro Costa
    Costa, Jamille Oliveira
    Nascimento, Rosely de Jesus
    Rabelo, Andreia Ferreira de Aragao
    dos Santos-Junior, Alex Menezes
    de Santana-Filho, Mario Francisco Dantas
    Morais, Andre Luiz de Jesus
    Baumworcel, Leonardo
    Silva, Jose Rodrigo Santos
    Almeida-Santos, Marcos Antonio
    Sousa, Antonio Carlos Sobral
    [J]. SCIENTIFIC REPORTS, 2024, 14 (01):
  • [42] Mortality risk factors in a Spanish cohort of oldest-old patients hospitalized with COVID-19 in an acute geriatric unit: the OCTA-COVID study
    Lozano-Montoya, Isabel
    Quezada-Feijoo, Maribel
    Jaramillo-Hidalgo, Javier
    Garmendia-Prieto, Blanca
    Lisette-Carrillo, Pamela
    Gomez-Pavon, Francisco J.
    [J]. EUROPEAN GERIATRIC MEDICINE, 2021, 12 (06) : 1169 - 1180
  • [43] Covid-19: Medical Decisions, Mandates, and High-Risk Minors
    Will, Jonathan F.
    [J]. HASTINGS CENTER REPORT, 2022, 52 (03) : 4 - 5
  • [44] Telehealth for High-Risk Pregnancies in the Setting of the COVID-19 Pandemic
    Aziz, Aleha
    Zork, Noelia
    Aubey, Janice J.
    Baptiste, Caitlin D.
    D'Alton, Mary E.
    Emeruwa, Ukachi N.
    Fuchs, Karin M.
    Goffman, Dena
    Gyamfi-Bannerman, Cynthia
    Haythe, Jennifer H.
    LaSala, Anita P.
    Madden, Nigel
    Miller, Eliza C.
    Miller, Russell S.
    Monk, Catherine
    Moroz, Leslie
    Ona, Samsiya
    Ring, Laurence E.
    Sheen, Jean-Ju
    Spiegel, Erica S.
    Simpson, Lynn L.
    Yates, Hope S.
    Friedman, Alexander M.
    [J]. AMERICAN JOURNAL OF PERINATOLOGY, 2020, 37 (08) : 800 - 808
  • [45] Telehealth Utilization in High-Risk Pregnancies During COVID-19
    Rayford, Margie A.
    Morris, Joshua M.
    Phinehas, Ramona
    Schneider, Elizabeth
    Lund, Amanda
    Baxley, Sarah
    Wan, Jim Y.
    Goedecke, Patricia J.
    Levi-D'Ancona, Roberto
    [J]. TELEMEDICINE REPORTS, 2023, 4 (01): : 61 - 66
  • [46] Dynamics of Gene Expression Profiling and Identification of High-Risk Patients for Severe COVID-19
    Rombauts, Alexander
    Bodalo Torruella, Marta
    Abelenda-Alonso, Gabriela
    Perera-Bel, Julia
    Ferrer-Salvador, Anna
    Acedo-Terrades, Ariadna
    Gabarros-Subira, Maria
    Oriol, Isabel
    Gudiol, Carlota
    Nonell, Lara
    Carratala, Jordi
    [J]. BIOMEDICINES, 2023, 11 (05)
  • [47] Association between creatine kinase level and mortality in high-risk patients with COVID-19
    Kitbalian, Aram
    Brovko, Michael
    Akulkina, Larisa
    Potapov, Pavel
    Moiseev, Alexey
    Schepalina, Anastasia
    Yakovleva, Alexandra
    Sholomova, Viktoria
    Moiseev, Sergey
    [J]. EUROPEAN RESPIRATORY JOURNAL, 2021, 58
  • [48] Survival Among Patients With High-Risk Gastrointestinal Cancers During the COVID-19 Pandemic
    Janczewski, Lauren M.
    Browner, Amanda E.
    Cotler, Joseph H.
    Palis, Bryan E.
    Chan, Kelley
    Joung, Rachel H.
    Bentrem, David J.
    Merkow, Ryan P.
    Boffa, Daniel J.
    Nelson, Heidi
    [J]. JAMA NETWORK OPEN, 2024, 7 (03) : E240160
  • [49] Down Syndrome patients with COVID-19 pneumonia: A high-risk category for unfavourable outcome
    Vita, Serena
    Di Bari, Virginia
    Corpolongo, Angela
    Goletti, Delia
    Espinosa, Joaquin
    Petracca, Sebastiano
    Palmieri, Fabrizio
    Nicastri, Emanuele
    [J]. INTERNATIONAL JOURNAL OF INFECTIOUS DISEASES, 2021, 103 : 607 - 610
  • [50] Application of an Electronic Frailty Index to Identify High-Risk Older Adults Using Electronic Health Record Data
    Kochar, Bharati
    Cheng, David
    Lehto, Hanna-Riikka
    Jain, Nelia
    Araka, Elizabeth
    Ritchie, Christine S.
    Bernacki, Rachelle
    Orkaby, Ariela R.
    [J]. JOURNAL OF THE AMERICAN GERIATRICS SOCIETY, 2025,