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Zhu T, Liu H, Gao S, Jiang N, Chen S, Xie W. Effect of salidroside on neuroprotection and psychiatric sequelae during the COVID-19 pandemic: A review. Biomed Pharmacother 2024; 170:115999. [PMID: 38091637 DOI: 10.1016/j.biopha.2023.115999] [Citation(s) in RCA: 7] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/20/2023] [Revised: 11/22/2023] [Accepted: 12/06/2023] [Indexed: 01/10/2024] Open
Abstract
The coronavirus disease 2019 (COVID-19) pandemic has affected the mental health of individuals worldwide, and the risk of psychiatric sequelae and consequent mental disorders has increased among the general population, health care workers and patients with COVID-19. Achieving effective and widespread prevention of pandemic-related psychiatric sequelae to protect the mental health of the global population is a serious challenge. Salidroside, as a natural agent, has substantial pharmacological activity and health effects, exerts obvious neuroprotective effects, and may be effective in preventing and treating psychiatric sequelae and mental disorders resulting from stress stemming from the COVID-19 pandemic. Herein, we systematically summarise, analyse and discuss the therapeutic effects of salidroside in the prevention and treatment of psychiatric sequelae as well as its roles in preventing the progression of mental disorders, and fully clarify the potential of salidroside as a widely applicable agent for preventing mental disorders caused by stress; the mechanisms underlying the potential protective effects of salidroside are involved in the regulation of the oxidative stress, neuroinflammation, neural regeneration and cell apoptosis in the brain, the network homeostasis of neurotransmission, HPA axis and cholinergic system, and the improvement of synaptic plasticity. Notably, this review innovatively proposes that salidroside is a potential agent for treating stress-induced health issues during the COVID-19 pandemic and provides scientific evidence and a theoretical basis for the use of natural products to combat the current mental health crisis.
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Affiliation(s)
- Ting Zhu
- Institute of Neuroregeneration & Neurorehabilitation, Department of Pathophysiology, School of Basic Medicine, Qingdao University, Qingdao 266071, China
| | - Hui Liu
- Guizhou Provincial Key Laboratory of Pharmaceutics & State Key Laboratory of Functions and Applications of Medicinal Plants, Guizhou Medical University, Guiyang 550004, Guizhou, China; Engineering Research Center for the Development and Application of Ethnic Medicine and TCM (Ministry of Education), Guizhou Medical University, Guiyang 550004, Guizhou, China
| | - Shiman Gao
- Department of Clinical Pharmacy, Women and Children's Hospital, Qingdao University, Qingdao 266034, China
| | - Ning Jiang
- Institute of Medicinal Plant Development, Peking Union Medical College and Chinese Academy of Medical Sciences, Beijing 100193, China.
| | - Shuai Chen
- School of Public Health, Wuhan University, Donghu Road No. 115, Wuchang District, Wuhan 430071, China.
| | - Weijie Xie
- Clinical Research Center for Mental Disorders, Shanghai Pudong New Area Mental Health Center, Tongji University School of Medicine, Shanghai 200122, China.
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2
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Michalik K, Smolarek M, Borkowski J, Tchorowski M, Korczuk N, Gorczyca P, Wojtarowicz N, Zatoń M. Changes in Reaction Time, Balance and Neuroplasticity after Exercise with a Face Mask in Male Adults with Mild COVID-19 Symptoms. Healthcare (Basel) 2023; 11:2800. [PMID: 37893874 PMCID: PMC10606898 DOI: 10.3390/healthcare11202800] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/20/2023] [Revised: 10/10/2023] [Accepted: 10/20/2023] [Indexed: 10/29/2023] Open
Abstract
This study compared physiological, perceptual and neuroprotective hormone and metabolite responses and changes in coordination as an effect of aerobic exercise with and without a face mask in people with mild symptoms of COVID-19. Forty men took part in this study. Half declared mild symptoms of SARS-CoV-2 infection in the 6 months before the study (Declared) and the other half did not (Non-declared). In a random order, with a 7-day interval, they performed a 30-min walk on a treadmill at a speed of 6 km/h wearing a surgical face mask (Masked) and without it (Unmasked). The heart rate, heart rate variability, oxygen saturation, lactate concentration and rate of perceived exertion were recorded. The reaction time and balance were measured before and after the exercise. The concentrations of brain-derived neurotrophic factor, testosterone, cortisol, epinephrine and antibodies in the blood serum were determined. Physiological and perceptual responses, reaction times, and balance did not differ between the tested conditions. Three-way RM-ANOVA with post hoc Bonferroni analysis revealed lower post-exercise cortisol concentrations in the Masked and Unmasked conditions in both groups (p ≤ 0.001). Asymptomatic infection with this virus is prevalent, and mild COVID-19 causes similar responses to aerobic exercise with a surgical face mask and does not lead to impaired coordination.
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Affiliation(s)
- Kamil Michalik
- Department of Human Motor Skills, Faculty of Physical Education and Sport, Wroclaw University of Health and Sport Sciences, 51-612 Wrocław, Poland;
| | - Marcin Smolarek
- Department of Human Motor Skills, Faculty of Physical Education and Sport, Wroclaw University of Health and Sport Sciences, 51-612 Wrocław, Poland;
| | - Jacek Borkowski
- Department of Physiology and Biochemistry, Faculty of Physical Education and Sport, Wroclaw University of Health and Sport Sciences, 51-612 Wrocław, Poland; (J.B.); (M.Z.)
| | - Miłosz Tchorowski
- Students Scientific Association Exercise Physiology, Faculty of Physical Education and Sport, Wroclaw University of Health and Sport Sciences, 51-612 Wrocław, Poland; (M.T.); (N.K.); (P.G.); (N.W.)
| | - Natalia Korczuk
- Students Scientific Association Exercise Physiology, Faculty of Physical Education and Sport, Wroclaw University of Health and Sport Sciences, 51-612 Wrocław, Poland; (M.T.); (N.K.); (P.G.); (N.W.)
| | - Piotr Gorczyca
- Students Scientific Association Exercise Physiology, Faculty of Physical Education and Sport, Wroclaw University of Health and Sport Sciences, 51-612 Wrocław, Poland; (M.T.); (N.K.); (P.G.); (N.W.)
| | - Natalia Wojtarowicz
- Students Scientific Association Exercise Physiology, Faculty of Physical Education and Sport, Wroclaw University of Health and Sport Sciences, 51-612 Wrocław, Poland; (M.T.); (N.K.); (P.G.); (N.W.)
| | - Marek Zatoń
- Department of Physiology and Biochemistry, Faculty of Physical Education and Sport, Wroclaw University of Health and Sport Sciences, 51-612 Wrocław, Poland; (J.B.); (M.Z.)
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3
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Elinder M, Erixson O, Öhman M. Cognitive ability, health policy, and the dynamics of COVID-19 vaccination. JOURNAL OF HEALTH ECONOMICS 2023; 91:102802. [PMID: 37672962 DOI: 10.1016/j.jhealeco.2023.102802] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/02/2023] [Revised: 08/15/2023] [Accepted: 08/18/2023] [Indexed: 09/08/2023]
Abstract
We examine the relationship between cognitive ability and prompt COVID-19 vaccination using individual-level data on more than 700,000 individuals in Sweden. We find a strong positive association between cognitive ability and swift vaccination, which remains even after controlling for confounding variables with a twin-design. The results suggest that the complexity of the vaccination decision may make it difficult for individuals with lower cognitive abilities to understand the benefits of vaccination. Consistent with this, we show that simplifying the vaccination decision through pre-booked vaccination appointments alleviates almost all of the inequality in vaccination behavior.
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Affiliation(s)
- Mikael Elinder
- Department of Economics, Uppsala University, Uppsala, Sweden
| | - Oscar Erixson
- Institute for Housing and Urban Research, Uppsala University, Uppsala, Sweden.
| | - Mattias Öhman
- Institute for Housing and Urban Research, Uppsala University, Uppsala, Sweden
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4
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Shi L, Wang Y, Han X, Wang Y, Xu J, Yang H. Comorbid asthma decreased the risk for COVID-19 mortality in the United Kingdom: Evidence based on a meta-analysis. Int Immunopharmacol 2023; 120:110365. [PMID: 37224652 DOI: 10.1016/j.intimp.2023.110365] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/22/2023] [Revised: 05/15/2023] [Accepted: 05/18/2023] [Indexed: 05/26/2023]
Abstract
The study aimed to investigate the influence of comorbid asthma on the risk for mortality among patients with coronavirus disease 2019 (COVID-19) in the United Kingdom (UK) by utilizing a quantitative meta-analysis. The pooled odds ratio (OR) with 95% confidence interval (CI) was estimated by conducting a random-effects model. Sensitivity analysis, I2 statistic, meta-regression, subgroup analysis, Begg's analysis and Egger's analysis were all implemented. Our results presented that comorbid asthma was significantly related to a decreased risk for COVID-19 mortality in the UK based on 24 eligible studies with 1,209,675 COVID-19 patients (pooled OR = 0.81, 95% CI: 0.71-0.93; I2 = 89.2%, P < 0.01). Coming through further meta-regression to seek the possible cause of heterogeneity, none of elements might be responsible for heterogeneity. A sensitivity analysis proved the stability and reliability of the overall results. Both Begg's analysis (P = 1.000) and Egger's analysis (P = 0.271) manifested that publication bias did not exist. In conclusion, our data demonstrated that COVID-19 patients with comorbid asthma might bear a lower risk for mortality in the UK. Furthermore, routine intervention and treatment of asthma patients with severe acute respiratory syndrome coronavirus 2 infection should be continued in the UK.
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Affiliation(s)
- Liqin Shi
- Department of Epidemiology, School of Public Health, Zhengzhou University, Zhengzhou, 450001 Henan Province, China
| | - Yadong Wang
- Department of Toxicology, Henan Center for Disease Control and Prevention, Zhengzhou, 450016, Henan Province, China
| | - Xueya Han
- Department of Epidemiology, School of Public Health, Zhengzhou University, Zhengzhou, 450001 Henan Province, China
| | - Ying Wang
- Department of Epidemiology, School of Public Health, Zhengzhou University, Zhengzhou, 450001 Henan Province, China
| | - Jie Xu
- Department of Epidemiology, School of Public Health, Zhengzhou University, Zhengzhou, 450001 Henan Province, China
| | - Haiyan Yang
- Department of Epidemiology, School of Public Health, Zhengzhou University, Zhengzhou, 450001 Henan Province, China.
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5
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Tobi M, Bluth MH, Rossi NF, Demian E, Talwar H, Tobi YY, Sochacki P, Levi E, Lawson M, McVicker B. In the SARS-CoV-2 Pandora Pandemic: Can the Stance of Premorbid Intestinal Innate Immune System as Measured by Fecal Adnab-9 Binding of p87:Blood Ferritin, Yielding the FERAD Ratio, Predict COVID-19 Susceptibility and Survival in a Prospective Population Database? Int J Mol Sci 2023; 24:7536. [PMID: 37108697 PMCID: PMC10145175 DOI: 10.3390/ijms24087536] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/28/2023] [Revised: 04/03/2023] [Accepted: 04/06/2023] [Indexed: 04/29/2023] Open
Abstract
SARS-CoV-2 severity predictions are feasible, though individual susceptibility is not. The latter prediction allows for planning vaccination strategies and the quarantine of vulnerable targets. Ironically, the innate immune response (InImS) is both an antiviral defense and the potential cause of adverse immune outcomes. The competition for iron has been recognized between both the immune system and invading pathogens and expressed in a ratio of ferritin divided by p87 (as defined by the Adnab-9 ELISA stool-binding optical density, minus the background), known as the FERAD ratio. Associations with the FERAD ratio may allow predictive modeling for the susceptibility and severity of disease. We evaluated other potential COVID-19 biomarkers prospectively. Patients with PCR+ COVID-19 tests (Group 1; n = 28) were compared to three other groups. In Group 2 (n = 36), and 13 patients displayed COVID-19-like symptoms but had negative PCR or negative antibody tests. Group 3 (n = 90) had no symptoms and were negative when routinely PCR-tested before medical procedures. Group 4 (n = 2129) comprised a pool of patients who had stool tests and symptoms, but their COVID-19 diagnoses were unknown; therefore, they were chosen to represent the general population. Twenty percent of the Group 4 patients (n = 432) had sufficient data to calculate their FERAD ratios, which were inversely correlated with the risk of COVID-19 in the future. In a case report of a neonate, we studied three biomarkers implicated in COVID-19, including p87, Src (cellular-p60-sarcoma antigen), and Abl (ABL-proto-oncogene 2). The InImS of the first two were positively correlated. An inverse correlation was found between ferritin and lysozyme in serum (p < 0.05), suggesting that iron could have impaired an important innate immune system anti-viral effector and could partially explain future COVID-19 susceptibility.
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Affiliation(s)
- Martin Tobi
- Research and Development Service, Detroit VAMC, 4747 John R Street, Detroit, MI 48602, USA
| | - Martin H. Bluth
- Blood Transfusion and Donor Services, Department of Pathology, Maimonides Medical Center, 4802 10th Avenue, Brooklyn, NY 11219, USA
- School of Medicine, Wayne State University, 540 E Canfield St, Detroit, MI 48201, USA
| | - Noreen F. Rossi
- Research and Development Service, Detroit VAMC, 4747 John R Street, Detroit, MI 48602, USA
- Division of Nephrology, Department of Physiology, School of Medicine, Wayne State University, 540 E. Canfield Ave., Detroit, MI 48201, USA
| | - Ereny Demian
- Department of Internal Medicine, Pennsylvania State University College of Medicine, 700 HMC Cres Rd., Hershey, PA 17033, USA
| | - Harvinder Talwar
- Research and Development Service, Detroit VAMC, 4747 John R Street, Detroit, MI 48602, USA
- School of Medicine, Wayne State University, 540 E Canfield St, Detroit, MI 48201, USA
| | - Yosef Y. Tobi
- Department of Thoracic Oncology, Memorial Sloan Kettering Cancer Center, 1275 York Ave, New York, NY 10065, USA
| | - Paula Sochacki
- Department of Pathology, Detroit VAMC, 4747 John R Street, Detroit, MI 48602, USA
| | - Edi Levi
- Research and Development Service, Detroit VAMC, 4747 John R Street, Detroit, MI 48602, USA
| | - Michael Lawson
- Division of Gastroenterology and Hepatology, University of California at Sacramento, Sacramento, CA 95819, USA
| | - Benita McVicker
- Research Service, VA Nebraska-Western Iowa Health Care System, Omaha, NE 68105, USA
- Department of Internal Medicine, University of Nebraska Medical Center, Omaha, NE 68198, USA
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6
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Mazzalai E, Giannini D, Tosti ME, D’Angelo F, Declich S, Jaljaa A, Caminada S, Turatto F, De Marchi C, Gatta A, Angelozzi A, Marchetti G, Pizzarelli S, Marceca M. Risk of Covid-19 Severe Outcomes and Mortality in Migrants and Ethnic Minorities Compared to the General Population in the European WHO Region: a Systematic Review. JOURNAL OF INTERNATIONAL MIGRATION AND INTEGRATION 2023; 24:1-31. [PMID: 36647529 PMCID: PMC9833641 DOI: 10.1007/s12134-023-01007-x] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 12/30/2022] [Indexed: 01/13/2023]
Abstract
The Covid-19 pandemic has had a major impact on migrants and ethnic minorities (MEMs). Socio-economic factors and legal, administrative and language barriers are among the reasons for this increased susceptibility. The aim of the study is to investigate the impact of Covid-19 on MEMs compared to the general population in terms of serious outcomes. We conducted a systematic review collecting studies on the impact of Covid-19 on MEMs compared to the general population in the WHO European Region regarding hospitalisation, intensive care unit (ICU) admission and mortality, published between 01/01/2020 and 19/03/2021. Nine researchers were involved in selection, study quality assessment and data extraction. Of the 82 studies included, 15 of the 16 regarding hospitalisation for Covid-19 reported an increased risk for MEMs compared to the white and/or native population and 22 out of the 28 studies focusing on the ICU admission rates found an increased risk for MEMs. Among the 65 studies on mortality, 43 report a higher risk for MEMs. An increased risk of adverse outcomes was reported for MEMs. Social determinants of health are among the main factors involved in the genesis of health inequalities: a disadvantaged socio-economic status, a framework of structural racism and asymmetric access to healthcare are linked to increased susceptibility to the consequences of Covid-19. These findings underline the need for policymakers to consider the socio-economic barriers when designing prevention plans. Supplementary Information The online version contains supplementary material available at 10.1007/s12134-023-01007-x.
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Affiliation(s)
- Elena Mazzalai
- Department of Public Health and Infectious Diseases, Sapienza University of Rome, Rome, Italy
| | - Dara Giannini
- Department of Public Health and Infectious Diseases, Sapienza University of Rome, Rome, Italy
- Italian Society of Migration Medicine (SIMM), Rome, Italy
| | - Maria Elena Tosti
- National Centre for Global Health, Istituto Superiore di Sanità, Rome, Italy
| | - Franca D’Angelo
- National Centre for Global Health, Istituto Superiore di Sanità, Rome, Italy
| | - Silvia Declich
- Italian Society of Migration Medicine (SIMM), Rome, Italy
- National Centre for Global Health, Istituto Superiore di Sanità, Rome, Italy
| | - Anissa Jaljaa
- Department of Public Health and Infectious Diseases, Sapienza University of Rome, Rome, Italy
| | - Susanna Caminada
- Department of Public Health and Infectious Diseases, Sapienza University of Rome, Rome, Italy
- Italian Society of Migration Medicine (SIMM), Rome, Italy
| | - Federica Turatto
- Department of Public Health and Infectious Diseases, Sapienza University of Rome, Rome, Italy
| | - Chiara De Marchi
- Department of Public Health and Infectious Diseases, Sapienza University of Rome, Rome, Italy
| | - Angela Gatta
- Department of Public Health and Infectious Diseases, Sapienza University of Rome, Rome, Italy
| | - Aurora Angelozzi
- Department for Organisational Development, Local Health Unit Roma 1, Rome, Italy
| | - Giulia Marchetti
- Italian Society of Migration Medicine (SIMM), Rome, Italy
- National Centre for Global Health, Istituto Superiore di Sanità, Rome, Italy
| | - Scilla Pizzarelli
- Knowledge Unit, Documentation and Library, Istituto Superiore di Sanità, Rome, Italy
| | - Maurizio Marceca
- Department of Public Health and Infectious Diseases, Sapienza University of Rome, Rome, Italy
- Italian Society of Migration Medicine (SIMM), Rome, Italy
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7
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Baranova A, Cao H, Teng S, Zhang F. A phenome-wide investigation of risk factors for severe COVID-19. J Med Virol 2023; 95:e28264. [PMID: 36316288 PMCID: PMC9874597 DOI: 10.1002/jmv.28264] [Citation(s) in RCA: 23] [Impact Index Per Article: 11.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/27/2022] [Revised: 09/14/2022] [Accepted: 10/27/2022] [Indexed: 11/07/2022]
Abstract
With the continued spread of COVID-19 globally, it is crucial to identify the potential risk or protective factors associated with COVID-19. Here, we performed genetic correlation analysis and Mendelian randomization analysis to examine genetic relationships between COVID-19 hospitalization and 405 health conditions and lifestyle factors in 456 422 participants from the UK Biobank. The genetic correlation analysis revealed 134 positive and 65 negative correlations, including those with intakes of a variety of dietary components. The MR analysis indicates that a set of body fat-related traits, maternal smoking around birth, basal metabolic rate, lymphocyte count, peripheral enthesopathies and allied syndromes, blood clots in the leg, and arthropathy are causal risk factors for severe COVID-19, while higher education attainment, physical activity, asthma, and never smoking status protect against the illness. Our findings have implications for risk stratification in patients with COVID-19 and the prevention of its severe outcomes.
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Affiliation(s)
- Ancha Baranova
- School of Systems Biology, George Mason University, Manassas, Virginia, USA.,Research Centre for Medical Genetics, Moscow, Russia
| | - Hongbao Cao
- School of Systems Biology, George Mason University, Manassas, Virginia, USA
| | - Shaolei Teng
- Department of Biology, Howard University, Washington, District of Columbia, USA
| | - Fuquan Zhang
- Institute of Neuropsychiatry, The Affiliated Brain Hospital of Nanjing Medical University, Nanjing, China.,Department of Psychiatry, The Affiliated Brain Hospital of Nanjing Medical University, Nanjing, China
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8
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Trevisan C, Tonarelli F, Zucchelli A, Parrotta I, Calvani R, Malara A, Monzani F, Gareri P, Zia G, Antonelli Incalzi R. Health trajectories in older patients hospitalized for COVID-19: Results from the GeroCovid multicenter study. Respir Med 2023; 206:107088. [PMID: 36549026 PMCID: PMC9733961 DOI: 10.1016/j.rmed.2022.107088] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/11/2022] [Revised: 12/03/2022] [Accepted: 12/06/2022] [Indexed: 12/14/2022]
Abstract
BACKGROUND COVID-19 has disproportionately affected older adults. Yet, healthcare trajectories experienced by older persons hospitalized for COVID-19 have not been investigated. This study aimed at estimating the probabilities of transitions between severity states in older adults admitted in COVID-19 acute wards and at identifying the factors associated with such dynamics. METHODS COVID-19 patients aged ≥60 years hospitalized between March and December 2020 were involved in the multicentre GeroCovid project-acute wards substudy. Sociodemographic and health data were obtained from medical records. Clinical states during hospitalization were categorized on a seven-category scale, ranging from hospital discharge to death. Based on the transitions between these states, first, we defined patients' clinical course as positive (only improvements), negative (only worsening), or fluctuating (both improvements and worsening). Second, we focused on the single transitions between clinical states and estimated their probability (through multistage Markov modeling) and associated factors (with proportional intensity models). RESULTS Of the 1024 included patients (mean age 78.1 years, 51.1% women), 637 (62.2%) had a positive, 66 (6.4%) had a fluctuating, and 321 (31.3%) had a negative clinical course. Patients with a fluctuating clinical course were younger, had better mobility and cognitive levels, fewer diseases, but a higher prevalence of cardiovascular disease and obesity. Considering the single transitions, the probability that older COVID-19 patients experienced clinical changes was higher within a 10-day timeframe, especially for milder clinical states. Older age, male sex, lower mobility level, multimorbidity, and hospitalization during the COVID-19 first wave (compared with the second one) were associated with an increased probability of progressing towards worse clinical states or with a lower recovery. CONCLUSION COVID-19 in older inpatients has a complex and dynamic clinical course. Identifying individuals more likely to experience a fluctuating clinical course and sudden worsening may help organize healthcare resources and clinical management across settings at different care intensity levels.
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Affiliation(s)
- Caterina Trevisan
- Department of Medical Science, University of Ferrara, Ferrara, Italy,Geriatrics Division, Department of Medicine (DIMED), University of Padua, Italy
| | - Francesco Tonarelli
- Geriatric Intensive Care Unit, Department of Experimental and Clinical Medicine, University of Florence, Italy
| | - Alberto Zucchelli
- Department of Information Engineering, University of Brescia, Brescia, Italy
| | - Ilaria Parrotta
- Movement Control and Neuroplasticity Research Group, Tervuursevest 101, 3001, Leuven, Belgium,Corresponding author
| | - Riccardo Calvani
- Fondazione Policlinico Universitario A. Gemelli IRCCS, Rome, Italy
| | - Alba Malara
- Presidente Fondazione ANASTE-HUMANITAS, Responsabile Scientifico European Confederation of Care-Home Organisations (E.C.H.O.), Associazione Nazionale Strutture Territoriali (ANASTE) Calabria A full list of the working group members is provided in Supplementary material – Appendix 1, Italy
| | - Fabio Monzani
- Scuola di Specializzazione in Geriatria e Gerontologia Università di Pisa UOC Geriatria, Universitaria Azienda Ospedaliero-Universitaria Pisana, Italy
| | | | | | - Raffaele Antonelli Incalzi
- Unit of Geriatrics, Department of Medicine, Campus Bio-Medico University and Teaching Hospital, Rome, Italy
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9
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Smit JM, Krijthe JH, Tintu AN, Endeman H, Ludikhuize J, van Genderen ME, Hassan S, El Moussaoui R, Westerweel PE, Goekoop RJ, Waverijn G, Verheijen T, den Hollander JG, de Boer MGJ, Gommers DAMPJ, van der Vlies R, Schellings M, Carels RA, van Nieuwkoop C, Arbous SM, van Bommel J, Knevel R, de Rijke YB, Reinders MJT. Development and validation of an early warning model for hospitalized COVID-19 patients: a multi-center retrospective cohort study. Intensive Care Med Exp 2022; 10:38. [PMID: 36117237 PMCID: PMC9482891 DOI: 10.1186/s40635-022-00465-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/01/2022] [Accepted: 08/22/2022] [Indexed: 12/15/2022] Open
Abstract
Background Timely identification of deteriorating COVID-19 patients is needed to guide changes in clinical management and admission to intensive care units (ICUs). There is significant concern that widely used Early warning scores (EWSs) underestimate illness severity in COVID-19 patients and therefore, we developed an early warning model specifically for COVID-19 patients.
Methods We retrospectively collected electronic medical record data to extract predictors and used these to fit a random forest model. To simulate the situation in which the model would have been developed after the first and implemented during the second COVID-19 ‘wave’ in the Netherlands, we performed a temporal validation by splitting all included patients into groups admitted before and after August 1, 2020. Furthermore, we propose a method for dynamic model updating to retain model performance over time. We evaluated model discrimination and calibration, performed a decision curve analysis, and quantified the importance of predictors using SHapley Additive exPlanations values. Results We included 3514 COVID-19 patient admissions from six Dutch hospitals between February 2020 and May 2021, and included a total of 18 predictors for model fitting. The model showed a higher discriminative performance in terms of partial area under the receiver operating characteristic curve (0.82 [0.80–0.84]) compared to the National early warning score (0.72 [0.69–0.74]) and the Modified early warning score (0.67 [0.65–0.69]), a greater net benefit over a range of clinically relevant model thresholds, and relatively good calibration (intercept = 0.03 [− 0.09 to 0.14], slope = 0.79 [0.73–0.86]). Conclusions This study shows the potential benefit of moving from early warning models for the general inpatient population to models for specific patient groups. Further (independent) validation of the model is needed. Supplementary Information The online version contains supplementary material available at 10.1186/s40635-022-00465-4.
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Affiliation(s)
- Jim M Smit
- Department of Intensive Care, Erasmus University Medical Center, Rotterdam, The Netherlands. .,EEMCS, Pattern Recognition and Bio-Informatics Group, Delft University of Technology, Delft, The Netherlands.
| | - Jesse H Krijthe
- EEMCS, Pattern Recognition and Bio-Informatics Group, Delft University of Technology, Delft, The Netherlands
| | - Andrei N Tintu
- Department of Clinical Chemistry, Erasmus University Medical Center, Rotterdam, The Netherlands
| | - Henrik Endeman
- Department of Intensive Care, Erasmus University Medical Center, Rotterdam, The Netherlands
| | - Jeroen Ludikhuize
- Department of Intensive Care, Haga Teaching Hospital, The Hague, The Netherlands.,General Internal Medicine, Department of Internal Medicine, Amsterdam Public Health Research Institute, Amsterdam UMC, Location VU University Medical Centre, Amsterdam, The Netherlands
| | - Michel E van Genderen
- Department of Intensive Care, Erasmus University Medical Center, Rotterdam, The Netherlands
| | - Shermarke Hassan
- Department of Clinical Epidemiology, Leiden University Medical Center, Leiden, The Netherlands
| | - Rachida El Moussaoui
- Department of Internal Medicine, Maasstad Teaching Hospital, Rotterdam, The Netherlands
| | - Peter E Westerweel
- Department of Internal Medicine, Albert Schweitzer Teaching Hospital, Dordrecht, The Netherlands
| | - Robbert J Goekoop
- Department of Rheumatology, Haga Teaching Hospital, The Hague, The Netherlands
| | - Geeke Waverijn
- Team Business Intelligence, Maasstad Teaching Hospital, Rotterdam, The Netherlands
| | - Tim Verheijen
- Department of Rheumatology, Leiden University Medical Center, Leiden, The Netherlands
| | - Jan G den Hollander
- Department of Internal Medicine, Maasstad Teaching Hospital, Rotterdam, The Netherlands
| | - Mark G J de Boer
- Department of Infectious Diseases, Leiden University Medical Center, Leiden, The Netherlands
| | | | - Robin van der Vlies
- Team Business Intelligence, Albert Schweitzer Teaching Hospital, Dordrecht, The Netherlands
| | - Mark Schellings
- Department of Clinical Chemistry, MaasstadLab, Maasstad Teaching Hospital, Rotterdam, The Netherlands
| | - Regina A Carels
- Department of Internal Medicine, Ikazia Teaching Hospital, Rotterdam, The Netherlands
| | - Cees van Nieuwkoop
- Department of Internal Medicine, Haga Teaching Hospital, The Hague, The Netherlands
| | - Sesmu M Arbous
- Department of Intensive Care, Leiden University Medical Center, Leiden, The Netherlands
| | - Jasper van Bommel
- Department of Intensive Care, Erasmus University Medical Center, Rotterdam, The Netherlands
| | - Rachel Knevel
- Department of Rheumatology, Leiden University Medical Center, Leiden, The Netherlands.,Translational Clinical Research Institute, Newcastle University, Newcastle, UK
| | - Yolanda B de Rijke
- Department of Clinical Chemistry, Erasmus University Medical Center, Rotterdam, The Netherlands
| | - Marcel J T Reinders
- EEMCS, Pattern Recognition and Bio-Informatics Group, Delft University of Technology, Delft, The Netherlands
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10
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Santoyo-Mora M, Villaseñor-Mora C, Cardona-Torres LM, Martínez-Nolasco JJ, Barranco-Gutiérrez AI, Padilla-Medina JA, Bravo-Sánchez MG. COVID-19 Long-Term Effects: Is There an Impact on the Simple Reaction Time and Alternative-Forced Choice on Recovered Patients? Brain Sci 2022; 12:brainsci12091258. [PMID: 36138994 PMCID: PMC9496861 DOI: 10.3390/brainsci12091258] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/19/2022] [Revised: 09/13/2022] [Accepted: 09/14/2022] [Indexed: 11/16/2022] Open
Abstract
A comparative single-evaluation cross-sectional study was performed to evaluate cognitive damage in post-COVID-19 patients. The psychophysics tests of Two-Alternative Forced Choice (2AFC) and Simple Reaction Time (SRT), under a designed virtual environment, were used to evaluate the cognitive processes of decision-making, visual attention, and information processing speed. The population under study consisted of 147 individuals, 38 controls, and 109 post-COVID patients. During the 2AFC test, an Emotiv EPOC+® headset was used to obtain EEG signals to evaluate their Focus, Interest, and Engagement metrics. Results indicate that compared to healthy patients or recovered patients from mild-moderate COVID-19 infection, patients who recovered from a severe-critical COVID infection showed a poor performance in different cognitive tests: decision-making tasks required higher visual sensitivity (p = 0.002), Focus (p = 0.01) and information processing speed (p < 0.001). These results signal that the damage caused by the coronavirus on the central nervous and visual systems significantly reduces the cognitive processes capabilities, resulting in a prevalent deficit of 42.42% in information processing speed for mild-moderate cases, 46.15% for decision-making based on visual sensitivity, and 62.16% in information processing speed for severe-critical cases. A psychological follow-up for patients recovering from COVID-19 is recommended based on our findings.
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Affiliation(s)
- Mauro Santoyo-Mora
- Division of Postgraduate Studies and Research, Tecnológico Nacional de México en Celaya, Celaya 38010, Mexico
| | - Carlos Villaseñor-Mora
- Division of Sciences and Engineering, Universidad de Guanajuato Campus León, León 37150, Mexico
| | - Luz M. Cardona-Torres
- Department of Education and Research in Health, Hospital General Zona 4 Instituto Mexicano del Seguro Social, Celaya 38060, Mexico
| | - Juan J. Martínez-Nolasco
- Department of Mechatronics Engineering, Tecnológico Nacional de México en Celaya, Celaya 38010, Mexico
| | | | - José A. Padilla-Medina
- Department of Electronics Engineering, Tecnológico Nacional de México en Celaya, Celaya 38010, Mexico
- Correspondence:
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11
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Batty GD, Gale CR. Pre-Morbid Risk Factors for Amyotrophic Lateral Sclerosis: Prospective Cohort Study. Clin Epidemiol 2021; 13:941-947. [PMID: 34675682 PMCID: PMC8505194 DOI: 10.2147/clep.s329521] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/15/2021] [Accepted: 08/31/2021] [Indexed: 11/23/2022] Open
Abstract
AIM In the absence of effective treatments for amyotrophic lateral sclerosis (ALS), a neurodegenerative disorder with high case fatality, there is a clear need to identify its primary risk factors. METHODS UK Biobank is a prospective cohort study in which baseline data were captured between 2006 and 2010 in 502,649 participants aged 37 to 73 years. Follow-up for ALS hospitalisations and death was made via national registries. RESULTS Eleven years of event surveillance gave rise to 301 hospitalisations and 279 deaths due to ALS. After adjustment for selected confounding factors, being older (hazard ratio per 10 year increase; 95% confidence interval: 1.92; 1.58, 2.33) and male (1.37; 1.00, 1.87) were associated with elevated rates of hospitalisation for ALS. Similar effects were apparent when death ascribed to the disorder was the outcome of interest. Of the remaining 23 social, biological, and behavioural risk indices, however, there was only a suggestion that taller people experienced an increased risk of hospitalisation (per SD increase: 1.31; 1.09, 1.59). CONCLUSION In the present, large-scale study, other than well known associations, we did not find convincing evidence of links with ALS for other risk indices.
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Affiliation(s)
- G David Batty
- Department of Epidemiology and Public Health, University College London, London, UK
| | - Catharine R Gale
- Medical Research Council Lifecourse Epidemiology Unit, University of Southampton, Southampton, UK
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12
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Deary IJ. Two Cheers for the Cognitive Irregulars: Intelligence's Contributions to Ageing Well and Staying Alive. J Intell 2021; 9:jintelligence9030041. [PMID: 34449683 PMCID: PMC8395851 DOI: 10.3390/jintelligence9030041] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/02/2021] [Revised: 08/10/2021] [Accepted: 08/12/2021] [Indexed: 12/16/2022] Open
Abstract
Here, intelligence is taken to mean scores from psychometric tests of cognitive functions. This essay describes how cognitive tests offer assessments of brain functioning—an otherwise difficult-to-assess organ—that have proved enduringly useful in the field of health and medicine. The two “consequential world problems” (the phrase used by the inviters of this essay) addressed in this article are (i) the ageing of modern societies (and the resulting increase in the numbers of people with ageing-related cognitive decrements and dementias) and (ii) health inequalities, including mortality. Cognitive tests have an ubiquitous place in both of these topics, i.e., the important fields of cognitive ageing and cognitive epidemiology, respectively. The cognitive tests that have sprouted in these fields are often brief and not mainstream, large psychometric test batteries; I refer to them as ‘irregulars’. These two problems are not separate, because results found with mental/cognitive/intelligence tests have produced a growing understanding that intelligence and health have a reciprocal, life-long relationship. Intelligence tests contribute to the applied research that is trying to help people to stay sharp, stay healthy, and stay alive.
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Affiliation(s)
- Ian J Deary
- Department of Psychology, University of Edinburgh, Edinburgh EH8 9JZ, UK
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13
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Batty GD, Deary IJ, Fawns-Ritchie C, Gale CR, Altschul D. Pre-pandemic cognitive function and COVID-19 vaccine hesitancy: cohort study. Brain Behav Immun 2021; 96:100-105. [PMID: 34022372 PMCID: PMC8133799 DOI: 10.1016/j.bbi.2021.05.016] [Citation(s) in RCA: 28] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/10/2021] [Accepted: 05/17/2021] [Indexed: 12/21/2022] Open
Abstract
BACKGROUND Whereas several predictors of COVID-19 vaccine hesitancy have been reported, the role of cognitive function is largely unknown. Accordingly, our objective was to evaluate the association between scores from an array of cognitive function tests and self-reported vaccine hesitancy after the announcement of the successful testing of the first COVID-19 vaccine (Oxford University/AstraZeneca). METHODS We used individual-level data from a pandemic-focused study ('COVID Survey'), a prospective cohort study nested within United Kingdom Understanding Society ('Main Survey'). In the week immediately following the announcement of successful testing of the first efficacious inoculation (November/December 2020), data on vaccine intentionality were collected in 11,740 individuals (6702 women) aged 16-95 years. Pre-pandemic scores on general cognitive function, ascertained from a battery of six tests, were captured in 2011/12 wave of the Main Survey. Study members self-reported their intention to take up a vaccination in the COVID-19 Survey. RESULTS Of the study sample, 17.2% (N = 1842) indicated they were hesitant about having the vaccine. After adjustment for age, sex, and ethnicity, study members with a lower baseline cognition score were markedly more likely to be vaccine hesitant (odds ratio per standard deviation lower score in cognition; 95% confidence interval: 1.76; 1.62, 1.90). Adjustment for mental and physical health plus household shielding status had no impact on these results, whereas controlling for educational attainment led to partial attenuation but the probability of hesitancy was still elevated (1.52; 1.37, 1.67). There was a linear association for vaccine hesitancy across the full range of cognition scores (p for trend: p < 0.0001). CONCLUSIONS Erroneous social media reports might have complicated personal decision-making, leading to people with lower cognitive ability being vaccine-hesitant. With individuals with lower cognition also experiencing higher rates of COVID-19 in studies conducted prior to vaccine distribution, these new findings are suggestive of a potential additional disease burden.
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Affiliation(s)
- G David Batty
- Department of Epidemiology and Public Health, University College London, UK.
| | - Ian J Deary
- Lothian Birth Cohorts, Department of Psychology, University of Edinburgh, UK
| | | | - Catharine R Gale
- Lothian Birth Cohorts, Department of Psychology, University of Edinburgh, UK; Medical Research Council Lifecourse Epidemiology Unit, University of Southampton, UK
| | - Drew Altschul
- Department of Psychology, University of Edinburgh, UK
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14
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Batty GD, Deary IJ, Altschul D. Pre-pandemic mental and physical health as predictors of COVID-19 vaccine hesitancy: evidence from a UK-wide cohort study. MEDRXIV : THE PREPRINT SERVER FOR HEALTH SCIENCES 2021:2021.04.27.21256185. [PMID: 34013297 PMCID: PMC8132272 DOI: 10.1101/2021.04.27.21256185] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
Abstract
IMPORTANCE Although several predictors of COVID-19 vaccine hesitancy have been identified, the role of physical health has not been well-examined, and the association with mental health is unknown. OBJECTIVE To examine the association of pre-pandemic mental health, physical health, and shielding with vaccine hesitancy after the announcement of the successful testing of the Oxford University/AstraZeneca vaccine. DESIGN SETTING AND PARTICIPANTS We used individual-level data from a pandemic-focused investigation (COVID Survey), a prospective cohort study nested within the UK Understanding Society (Main Survey) project. In the week immediately following the announcement of successful testing of the first efficacious inoculation (November/December 2020), data on vaccine intentionality were collected in 12,035 individuals aged 16-95 years. Pre-pandemic, study members had responded to enquiries about diagnoses of mental and physical health, completed the 12-item General Health Questionnaire for symptoms of psychological distress (anxiety and depression), and indicated whether they or someone in their household was shielding. MAIN OUTCOME MEASURES Self-reported intention to take up a vaccination for COVID-19. To summarise our results, we computed odds ratios with accompanying 95% confidence intervals for indices of health and shielding adjusted for selected covariates. RESULTS In an analytical sample of 11,955 people (6741 women), 15.4% indicated that they were vaccine hesitant. Relative to their disease-free counterparts, shielding was associated with a 24% lower risk of being hesitant (odds ratio; 95% confidence interval: 0.76; 0.59, 0.96), after adjustment for a range of covariates which included age, education, and ethnicity. Corresponding results for cardiometabolic disease were 22% (0.78; 0.64, 0.95), and for respiratory disease were 26% (0.74; 0.59, 0.93). Having a pre-pandemic diagnosis of anxiety or depression, or a high score on the distress symptom scale, were all unrelated to the willingness to take up a vaccine. CONCLUSIONS AND RELEVANCE People who have been prioritised for COVID-19 vaccination owing to a physical condition are more likely to take it up. These effects were not apparent for indices of mental health.
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Affiliation(s)
- G David Batty
- Department of Epidemiology and Public Health, University College London, UK
| | - Ian J Deary
- Lothian Birth Cohorts, Department of Psychology, University of Edinburgh, UK
| | - Drew Altschul
- Department of Psychology, University of Edinburgh, UK
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15
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Batty GD, Deary IJ, Fawns-Ritchie C, Gale CR, Altschul D. Pre-pandemic Cognitive Function and COVID-19 Vaccine Hesitancy: Cohort Study. MEDRXIV : THE PREPRINT SERVER FOR HEALTH SCIENCES 2021:2021.03.16.21253634. [PMID: 33791726 PMCID: PMC8010758 DOI: 10.1101/2021.03.16.21253634] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/01/2023]
Abstract
Background Whereas several predictors of COVID-19 vaccine hesitancy have been examined, the role of cognitive function following the widely publicised development of an inoculation is unknown. Objective To test the association between scores from an array of cognitive function tests and self-reported vaccine hesitancy after the announcement of the successful testing of the Oxford University/AstraZeneca vaccine. Design Setting and Participants We used individual-level data from a pandemic-focused study (COVID Survey), a prospective cohort study nested within Understanding Society (Main Survey). In the week immediately following the announcement of successful testing of the first efficacious inoculation (November/December 2020), data on vaccine intentionality were collected in 11740 individuals (6702 women) aged 16-95. Pre-pandemic scores on general cognitive function, ascertained from a battery of six tests, were captured in 2011/12 wave of the Main Survey. Measurements Self-reported intention to take up a vaccination for COVID-19. To summarise our results, we computed odds ratios with accompanying 95% confidence intervals for general cognitive function adjusted for selected covariates. Results Of the study sample, 17.2% (N=1842) indicated they were hesitant about having the vaccine. After adjustment for age, sex, and ethnicity, study members with a lower baseline cognition score were markedly more likely to be vaccine hesitant (odds ratio per standard deviation lower score in cognition; 95% confidence interval: 1.76; 1.62, 1.90). Adjustment for mental and physical health plus household shielding status had no impact on these results, whereas controlling for educational attainment led to partial attenuation but the probability of hesitancy was still elevated (1.52; 1.37, 1.67). There was a linear association for vaccine hesitancy across the full range of cognition scores (p for trend: p<0.0001). Limitations Our outcome was based on intention rather than behaviour. Conclusions Erroneous social media reports might have complicated personal decision-making, leading to people with lower cognitive ability test scores being vaccine-hesitant. With people with lower cognition also experiencing higher rates of COVID-19 in studies conducted prior to vaccine distribution, these new findings are suggestive of a potential additional disease burden.
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Affiliation(s)
- G David Batty
- Department of Epidemiology and Public Health, University College London, UK
| | - Ian J Deary
- Lothian Birth Cohorts, Department of Psychology, University of Edinburgh, UK
| | | | - Catharine R Gale
- Medical Research Council Lifecourse Epidemiology Unit, University of Southampton, UK
- Lothian Birth Cohorts, Department of Psychology, University of Edinburgh, UK
| | - Drew Altschul
- Department of Psychology, University of Edinburgh, UK
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