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Menzies V, Webb F, Lyon DE, Pruinelli L, Kelly DL, Jacobs M. Anxiety and depression among individuals with long COVID: Associations with social vulnerabilities. J Affect Disord 2024; 367:286-296. [PMID: 39233251 DOI: 10.1016/j.jad.2024.08.214] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/28/2024] [Revised: 08/21/2024] [Accepted: 08/31/2024] [Indexed: 09/06/2024]
Abstract
BACKGROUND We examined the association between symptoms of anxiety and depression among individuals with long COVID and five social vulnerabilities (expenses, employment, food insufficiency, housing, and insurance). METHODS Data from the Census Bureau's Household Pulse Survey (HPS) detailing COVID incidence, duration, and symptoms between June 1st and November 14th, 2022 contained versions of the Generalized Anxiety Disorder (GAD-2) and the Patient Health Questionnaire (PHQ-2) questionnaires. Associations between anxiety, depression, and the five social vulnerabilities among respondents from different racial and ethnic groups experiencing long COVID were evaluated using generalized binomial logistic regression. Structural equation models tested whether social vulnerabilities mediated the pathway between race/ethnicity and anxiety/depression. RESULTS Blacks, Asians/others, and Hispanics with long COVID were significantly more likely to report anxiety and depression and various social vulnerabilities than Whites. Anxiety among Blacks was significantly associated with difficulty with expenses [Odds Ratio (OR) = 1.743, 95 % Confidence Interval (CI) = 1.739, 1.747], employment (OR = 1.519, 95 % CI = 1.516, 1.523), and housing (OR = 1.192, 95 % CI = 1.19, 1.194). Anxiety among Hispanics was significantly associated with food insufficiency (OR = 1.048, 95 % CI = 1.044, 1.052). Depression among Blacks was significantly associated with trouble with expenses (OR = 1.201, 95 % CI = 1.198, 1.205) and employment (OR = 1.129, 95 % CI = 1.127, 1.132). Mediation analysis showed that the number of social vulnerabilities partially mediated the association between race and anxiety. LIMITATIONS This retrospective study utilized secondary, observational, self-reported data from the HPS. Therefore, results may not be generalizable outside of the context in which they were collected. CONCLUSIONS The development of tailored programs for population health should address the differential associations of anxiety and depression with social difficulties among racial and ethnic groups.
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Affiliation(s)
- Victoria Menzies
- Department of Family & Community Health Sciences, University of Florida College of Nursing, 1225 Center Drive, Gainesville, FL 32610, United States of America.
| | - Fern Webb
- Department of Surgery, Center for Health Equity & Engagement Research (CHEER), University of Florida College of Medicine, 653-1 West 8(th) Street, Jacksonville, FL 32209, United States of America
| | - Debra E Lyon
- Professor and Kirbo Endowed Chair, University of Florida College of Nursing, 1225 Center Drive, Gainesville, FL 32610, United States of America
| | - Lisiane Pruinelli
- Department of Family & Community Health Sciences, University of Florida College of Nursing, 1225 Center Drive, Gainesville, FL 32610, United States of America
| | - Debra Lynch Kelly
- Department of Biobehavioral Nursing Science, University of Florida College of Nursing, 1225 Center Drive, Gainesville, FL 31610, United States of America
| | - Molly Jacobs
- Department of Health Services Research, Management and Policy, University of Florida College of Public Health and Health Professions, 1225 Center Drive, Gainesville, FL 32610, United States of America
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Pham A, Smith J, Card KG, Byers KA, Khor E. Exploring social determinants of health and their impacts on self-reported quality of life in long COVID-19 patients. Sci Rep 2024; 14:30410. [PMID: 39638836 PMCID: PMC11621301 DOI: 10.1038/s41598-024-81275-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/23/2024] [Accepted: 11/25/2024] [Indexed: 12/07/2024] Open
Abstract
This study explores the health-related quality of life (HRQoL) experienced by patients with Long COVD-19 using data from British Columbia's post-COVID-19 Recovery Clinics. A retrospective cohort of 3463 patients was analyzed to assess HRQoL through the EQ-5D-5L questionnaire which includes five dimensions (mobility, self-care, usual activities, physical health, and mental health) administered to patients; responses were analyzed using the Visual Analogue Score (VAS). Notably, 95% of participants reported HRQoL scores below 90, with 50% scoring under 60, indicating significant impacts on their well-being. The analysis revealed that HRQoL is significantly influenced by various social determinants of health (SDoH), including age, sex, employment status, and ethnicity, each showing distinct correlations with HRQoL dimensions and overall VAS scores. Specifically, older age was associated with decreased mobility and increased pain/discomfort but less anxiety and depression, highlighting varying impacts across the age spectrum. The study highlights the multifaceted impacts of Long COVID on the lives of patients and underscores the necessity of targeted strategies to improve HRQoL among diverse groups, considering specific SDoH. Such a comprehensive approach could lead to more equitable health outcomes and support the development of tailored public health policies aimed at the recovery and rehabilitation of Long COVID sufferers.
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Affiliation(s)
- Anh Pham
- Faculty of Health Sciences, Simon Fraser University, Blusson Hall, Room 11300, 8888 University Drive, Burnaby, BC, V5A 1S6, Canada.
- Pacific Institute on Pathogens, Pandemics and Society, Simon Fraser University, Burnaby, Canada.
| | - Julia Smith
- Faculty of Health Sciences, Simon Fraser University, Blusson Hall, Room 11300, 8888 University Drive, Burnaby, BC, V5A 1S6, Canada
- Pacific Institute on Pathogens, Pandemics and Society, Simon Fraser University, Burnaby, Canada
| | - Kiffer G Card
- Faculty of Health Sciences, Simon Fraser University, Blusson Hall, Room 11300, 8888 University Drive, Burnaby, BC, V5A 1S6, Canada
- Pacific Institute on Pathogens, Pandemics and Society, Simon Fraser University, Burnaby, Canada
| | - Kaylee A Byers
- Faculty of Health Sciences, Simon Fraser University, Blusson Hall, Room 11300, 8888 University Drive, Burnaby, BC, V5A 1S6, Canada
- Pacific Institute on Pathogens, Pandemics and Society, Simon Fraser University, Burnaby, Canada
| | - Esther Khor
- Post-COVID-19 Interdisciplinary Clinical Care Network, Provincial Health Services Authority, Vancouver, Canada
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3
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Mao Z, Li X, Jit M, Beutels P. COVID-19-related health utility values and changes in COVID-19 patients and the general population: a scoping review. Qual Life Res 2024; 33:1443-1454. [PMID: 38206454 DOI: 10.1007/s11136-023-03584-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 12/07/2023] [Indexed: 01/12/2024]
Abstract
PURPOSE To summarise the diverse literature reporting the impact of COVID-19 on health utility in COVID-19 patients as well as in general populations being affected by COVID-19 control policies. METHODS A literature search up to April 2023 was conducted to identify papers reporting health utility in COVID-19 patients or in COVID-19-affected general populations. We present a narrative synthesis of the health utility values/losses of the retained studies to show the mean health utility values/losses with 95% confidence intervals. Mean utility values/losses for categories defined by medical attendance and data collection time were calculated using random-effects models. RESULTS In total, 98 studies-68 studies on COVID-19 patients and 30 studies on general populations-were retained for detailed review. Mean (95% CI) health utility values were 0.83 (0.81, 0.86), 0.78 (0.73, 0.83), 0.82 (0.78, 0.86) and 0.71 (0.65, 0.78) for general populations, non-hospitalised, hospitalised and ICU patients, respectively, irrespective of the data collection time. Mean utility losses in patients and general populations ranged from 0.03 to 0.34 and from 0.02 to 0.18, respectively. CONCLUSIONS This scoping review provides a summary of the health utility impact of COVID-19 and COVID-19 control policies. COVID-19-affected populations were reported to have poor health utility, while a high degree of heterogeneity was observed across studies. Population- and/or country-specific health utility is recommended for use in future economic evaluation on COVID-19-related interventions.
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Affiliation(s)
- Zhuxin Mao
- Centre for Health Economics Research and Modelling Infectious Diseases (CHERMID), University of Antwerp, Antwerp, Belgium.
| | - Xiao Li
- Centre for Health Economics Research and Modelling Infectious Diseases (CHERMID), University of Antwerp, Antwerp, Belgium
| | - Mark Jit
- Department of Infectious Disease Epidemiology, Faculty of Epidemiology and Population Health, London School of Hygiene and Tropical Medicine, London, UK
- Centre for Mathematical Modelling of Infectious Diseases, London School of Hygiene and Tropical Medicine, London, UK
| | - Philippe Beutels
- Centre for Health Economics Research and Modelling Infectious Diseases (CHERMID), University of Antwerp, Antwerp, Belgium
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4
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Wright G, Senthil K, Zadeh-Kochek A, Au JHS, Zhang J, Huang J, Saripalli R, Khan M, Ghauri O, Kim S, Mohammed Z, Alves C, Koduri G. Health-related quality of life after 12 months post discharge in patients hospitalised with COVID-19-related severe acute respiratory infection (SARI): a prospective analysis of SF-36 data and correlation with retrospective admission data on age, disease severity, and frailty. BMJ Open 2024; 14:e076797. [PMID: 38508629 PMCID: PMC10961539 DOI: 10.1136/bmjopen-2023-076797] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/30/2023] [Accepted: 01/19/2024] [Indexed: 03/22/2024] Open
Abstract
Long-term outcome and 'health-related quality of life' (HRQoL) following hospitalisation for COVID-19-related severe acute respiratory infection (SARI) is limited. OBJECTIVE To assess the impact of HRQoL in patients hospitalised with COVID-19-related SARI at 1 year post discharge, focusing on the potential impact of age, frailty, and disease severity. METHOD Routinely collected outcome data on 1207 patients admitted with confirmed COVID-19 related SARI across all three secondary care sites in our NHS trust over 3 months were assessed in this retrospective cohort study. Of those surviving 1 year, we prospectively collected 36-item short form (SF-36) HRQoL questionnaires, comparing three age groups (<49, 49-69, and the over 69-year-olds), the relative impact of frailty (using the Clinical Frailty Score; CFS), and disease severity (using National Early Warning Score; NEWS) on HRQoL domains. RESULTS Overall mortality was 46.5% in admitted patients. In our SF-36 cohort (n=169), there was a significant reduction in all HRQoL domains versus normative data; the most significant reductions were in the physical component (p<0.001) across all ages and the emotional component (p<0.01) in the 49-69 year age group, with age having no additional impact on HRQoL. However, there was a significant correlation between physical well-being versus CFS (the correlation coefficient=-0.37, p<0.05), though not NEWS, with no gender difference observed. CONCLUSION There was a significant reduction in all SF-36 domains at 1 year. Poor CFS at admission was associated with a significant and prolonged impact on physical parameters at 1 year. Age had little impact on the severity of HRQoL, except in the domains of physical functioning and the overall physical component.
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Affiliation(s)
- Gavin Wright
- Gastroenterology, Mid and South Essex NHS Foundation Trust, Essex, UK
- King's College London, London, UK
| | - Keerthi Senthil
- Medicine, Mid and South Essex NHS Foundation Trust, Essex, UK
| | | | | | - Jufen Zhang
- Anglia Ruskin University, Chelmsford, Essex, UK
| | - Jiawei Huang
- Medicine, Mid and South Essex NHS Foundation Trust, Essex, UK
| | - Ravi Saripalli
- Medicine, Mid and South Essex NHS Foundation Trust, Essex, UK
| | - Mohiuddin Khan
- Medicine, Mid and South Essex NHS Foundation Trust, Essex, UK
| | - Omar Ghauri
- Medicine, Mid and South Essex NHS Foundation Trust, Essex, UK
| | - San Kim
- Medicine, Mid and South Essex NHS Foundation Trust, Essex, UK
| | | | - Carol Alves
- Research and Development, Mid and South Essex NHS Foundation Trust, Essex, UK
| | - Gouri Koduri
- Anglia Ruskin University, Chelmsford, Essex, UK
- Rheumatology, Mid and South Essex NHS Foundation Trust, Essex, UK
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5
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Mayorga NA, Manning KF, Viana AG, Buitron V, Argueta S, Zvolensky M. Evaluating the interactive impact of acculturative stress and anxiety sensitivity on behavioral health outcomes among Latinx during a period of high COVID-19 impact. Cogn Behav Ther 2024; 53:87-104. [PMID: 37929588 PMCID: PMC10841410 DOI: 10.1080/16506073.2023.2273794] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/17/2023] [Accepted: 10/17/2023] [Indexed: 11/07/2023]
Abstract
As a multi-systemic disease, COVID-19 infection engendered a rise in co-occurring mental and physical health symptoms, particularly affecting the Latinx population. The current work sought to evaluate the main and interactive influence of acculturative stress and anxiety sensitivity in terms of mental and physical health symptoms among 181 Latinx persons (30.4% female, Mage = 34.1 years, SD = 8.20). Data were collected during a period of high COVID-19 impact (2020-2021) and analyses included five separate, two-step hierarchical regressions that were conducted for each of the criterion variables: (1) fear of coronavirus; (2) somatic symptoms; (3) fatigue severity; (4) anxiety symptoms; and (5) depression symptoms. For all analyses, step 1 covariates included years living in the U.S. COVID-19 impact, gender identity, education, and work life distress and home life distress. Results revealed an interactive effect of anxiety sensitivity and acculturative stress on COVID-19 fear, unique main effects for both anxiety sensitivity and acculturative stress on COVID-19 related fear and somatic symptoms, and main effects for anxiety sensitivity alone in relation to fatigue severity, anxiety, and depression. Overall, this study represents an initial investigation of the associations between acculturative stress, anxiety sensitivity, and a range of salient COVID-19 related outcomes among Latinx persons.
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Affiliation(s)
- Nubia A Mayorga
- Department of Psychology, University of Houston, Houston, TX, USA
| | - Kara F Manning
- Department of Psychology, University of Houston, Houston, TX, USA
| | - Andres G Viana
- Department of Psychology, University of Houston, Houston, TX, USA
| | - Victor Buitron
- Department of Psychology, Florida State University, Tallahassee, FL, USA
| | - Salma Argueta
- Department of Psychology, University of Houston, Houston, TX, USA
| | - Michael Zvolensky
- Department of Psychology, University of Houston, Houston, TX, USA
- Department of Behavioral Science, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
- HEALTH Institute, University of Houston, Houston, TX, USA
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Ishizuka K, Miyagami T, Tsuchida T, Saita M, Ohira Y, Naito T. Online search interest in long-term symptoms of coronavirus disease 2019 during the COVID-19 pandemic in Japan: Infodemiology study using the most visited search engine in Japan. PLoS One 2023; 18:e0294261. [PMID: 37967057 PMCID: PMC10650984 DOI: 10.1371/journal.pone.0294261] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/01/2023] [Accepted: 10/30/2023] [Indexed: 11/17/2023] Open
Abstract
Prolonged symptoms that occur after COVID-19 (long-COVID) vary from mild, which do not interfere with daily life, to severe, which require long-term social support. This study assessed the secular trend in online searches on long-COVID in Japan. We conducted an observational study using data provided by Yahoo! JAPAN on the monthly search volume of query terms related to long-COVID from January 2020 to December 2022, including the search volume of the query "コロナ" (long-COVID in Japanese). The number of new cases of COVID-19 by month was used as a control for search trends, and the symptoms retrieved in conjunction with long-COVID were compared. Trends in online searches for each symptom of long-COVID were analyzed. The symptoms of long-COVID were classified according to "Component 1-Symptoms and Complaints" of the International Classification of Primary Care, 2nd edition (ICPC-2). Interest in long-COVID increased in response to peaks in the number of new cases of COVID-19 in Japan. The most frequent symptom searches with long-COVID were hair loss/baldness (3,530, 21,400, and 33,600 searches in 2020, 2021, and 2022, respectively), cough (340, 7,900 and 138,910 searches in 2020, 2021, and 2022, respectively), disturbance of smell/taste (230, 13,340, and 44,160 searches in 2020, 2021, and 2022, respectively), and headache (580, 6,180, and 42,870 searches in 2020, 2021, and 2022, respectively). In addition, the ranking of interest in "weakness/tiredness, general" in long-COVID increased each year (not in the top 10 in 2020, seventh in 2021, and second in 2022), and the absolute number of searches also increased. To our knowledge, this is the first study to investigate secular trends in online interest in long-COVID in the world. Continued monitoring of online interest in long-COVID is necessary to prepare for a possible increase in the number of patients with long-COVID.
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Affiliation(s)
- Kosuke Ishizuka
- Department of General Medicine, Yokohama City University School of Medicine, Yokohama, Japan
| | - Taiju Miyagami
- Department of General Medicine, Juntendo University Faculty of Medicine, Tokyo, Japan
| | - Tomoya Tsuchida
- Division of General Internal Medicine, Department of Internal Medicine, St. Marianna University School of Medicine, Kawasaki, Kanagawa, Japan
| | - Mizue Saita
- Department of General Medicine, Juntendo University Faculty of Medicine, Tokyo, Japan
| | - Yoshiyuki Ohira
- Division of General Internal Medicine, Department of Internal Medicine, St. Marianna University School of Medicine, Kawasaki, Kanagawa, Japan
| | - Toshio Naito
- Department of General Medicine, Juntendo University Faculty of Medicine, Tokyo, Japan
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7
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Tsuchida T, Yoshimura N, Ishizuka K, Katayama K, Inoue Y, Hirose M, Nakagama Y, Kido Y, Sugimori H, Matsuda T, Ohira Y. Five cluster classifications of long COVID and their background factors: A cross-sectional study in Japan. Clin Exp Med 2023; 23:3663-3670. [PMID: 37027067 PMCID: PMC10081305 DOI: 10.1007/s10238-023-01057-6] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/07/2023] [Accepted: 03/25/2023] [Indexed: 04/08/2023]
Abstract
PURPOSE The long-term symptoms of coronavirus disease 2019 (COVID-19), i.e., long COVID, have drawn research attention. Evaluating its subjective symptoms is difficult, and no established pathophysiology or treatment exists. Although there are several reports of long COVID classifications, there are no reports comparing classifications that include patient characteristics, such as autonomic dysfunction and work status. We aimed to classify patients into clusters based on their subjective symptoms during their first outpatient visit and evaluate their background for these clusters. METHODS Included patients visited our outpatient clinic between January 18, 2021, and May 30, 2022. They were aged ≥ 15 years and confirmed to have SARS-CoV-2 infection and residual symptoms lasting at least 2 months post-infection. Patients were evaluated using a 3-point scale for 23 symptoms and classified into five clusters (1. fatigue only; 2. fatigue, dyspnea, chest pain, palpitations, and forgetfulness; 3. fatigue, headache, insomnia, anxiety, motivation loss, low mood, and forgetfulness; 4. hair loss; and 5. taste and smell disorders) using CLUSTER. For continuous variables, each cluster was compared using the Kruskal-Wallis test. Multiple comparison tests were performed using the Dunn's test for significant results. For nominal variables, a Chi-square test was performed; for significant results, a residual analysis was conducted with the adjusted residuals. RESULTS Compared to patients in other cluster categories, those in cluster categories 2 and 3 had higher proportions of autonomic nervous system disorders and leaves of absence, respectively. CONCLUSIONS Long COVID cluster classification provided an overall assessment of COVID-19. Different treatment strategies must be used based on physical and psychiatric symptoms and employment factors.
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Affiliation(s)
- Tomoya Tsuchida
- Department of General Internal Medicine, St. Marianna University School of Medicine, 2-16-1, Sugao, Miyamae, Kawasaki, Kanagawa, 216-8511, Japan.
| | - Naohito Yoshimura
- Department of Nursing, School of Nursing, Iryo Sousei University, Iwaki, Fukushima, Japan
| | - Kosuke Ishizuka
- Department of General Internal Medicine, St. Marianna University School of Medicine, 2-16-1, Sugao, Miyamae, Kawasaki, Kanagawa, 216-8511, Japan
| | - Kohta Katayama
- Department of General Internal Medicine, St. Marianna University School of Medicine, 2-16-1, Sugao, Miyamae, Kawasaki, Kanagawa, 216-8511, Japan
| | - Yoko Inoue
- Department of General Internal Medicine, St. Marianna University School of Medicine, 2-16-1, Sugao, Miyamae, Kawasaki, Kanagawa, 216-8511, Japan
| | - Masanori Hirose
- Department of General Internal Medicine, St. Marianna University School of Medicine, 2-16-1, Sugao, Miyamae, Kawasaki, Kanagawa, 216-8511, Japan
| | - Yu Nakagama
- Department of Virology & Parasitology, Graduate School of Medicine, Osaka Metropolitan University, Osaka, Japan
- Research Center for Infectious Disease Sciences, Graduate School of Medicine, Osaka Metropolitan University, Osaka, Japan
| | - Yasutoshi Kido
- Department of Virology & Parasitology, Graduate School of Medicine, Osaka Metropolitan University, Osaka, Japan
- Research Center for Infectious Disease Sciences, Graduate School of Medicine, Osaka Metropolitan University, Osaka, Japan
| | - Hiroki Sugimori
- Department of Nursing, School of Sports and Health Sciences, Daito Bunka University, Saitama, Japan
| | - Takahide Matsuda
- Department of General Internal Medicine, St. Marianna University School of Medicine, 2-16-1, Sugao, Miyamae, Kawasaki, Kanagawa, 216-8511, Japan
| | - Yoshiyuki Ohira
- Department of General Internal Medicine, St. Marianna University School of Medicine, 2-16-1, Sugao, Miyamae, Kawasaki, Kanagawa, 216-8511, Japan
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8
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Prabhakaran D, Day GS, Munipalli B, Rush BK, Pudalov L, Niazi SK, Brennan E, Powers HR, Durvasula R, Athreya A, Blackmon K. Neurophenotypes of COVID-19: Risk factors and recovery outcomes. Brain Behav Immun Health 2023; 30:100648. [PMID: 37293441 PMCID: PMC10239310 DOI: 10.1016/j.bbih.2023.100648] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/19/2023] [Revised: 04/24/2023] [Accepted: 06/03/2023] [Indexed: 06/10/2023] Open
Abstract
Coronavirus disease 2019 (COVID-19) infection is associated with risk of persistent neurocognitive and neuropsychiatric complications. It is unclear whether the neuropsychological manifestations of COVID-19 present as a uniform syndrome or as distinct neurophenotypes with differing risk factors and recovery outcomes. We examined post-acute neuropsychological profiles following SARS-CoV-2 infection in 205 patients recruited from inpatient and outpatient populations, using an unsupervised machine learning cluster analysis, with objective and subjective measures as input features. This resulted in three distinct post-COVID clusters. In the largest cluster (69%), cognitive functions were within normal limits, although mild subjective attention and memory complaints were reported. Vaccination was associated with membership in this "normal cognition" phenotype. Cognitive impairment was present in the remaining 31% of the sample but clustered into two differentially impaired groups. In 16% of participants, memory deficits, slowed processing speed, and fatigue were predominant. Risk factors for membership in the "memory-speed impaired" neurophenotype included anosmia and more severe COVID-19 infection. In the remaining 15% of participants, executive dysfunction was predominant. Risk factors for membership in this milder "dysexecutive" neurophenotype included disease-nonspecific factors such as neighborhood deprivation and obesity. Recovery outcomes at 6-month follow-up differed across neurophenotypes, with the normal cognition group showing improvement in verbal memory and psychomotor speed, the dysexecutive group showing improvement in cognitive flexibility, and the memory-speed impaired group showing no objective improvement and relatively worse functional outcomes compared to the other two clusters. These results indicate that there are multiple post-acute neurophenotypes of COVID-19, with different etiological pathways and recovery outcomes. This information may inform phenotype-specific approaches to treatment.
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Affiliation(s)
- Divya Prabhakaran
- Mayo Clinic, Center for Individualized Medicine, Jacksonville, FL, USA
- University of California, San Diego, Radiation Medicine and Applied Sciences, San Diego, CA, USA
| | - Gregory S Day
- Mayo Clinic, Department of Neurology, Jacksonville, FL, USA
| | - Bala Munipalli
- Mayo Clinic, Department of General Internal Medicine, Jacksonville, FL, USA
| | - Beth K Rush
- Mayo Clinic, Department of Psychiatry and Psychology, Jacksonville, FL, USA
| | - Lauren Pudalov
- Mayo Clinic, Department of Psychiatry and Psychology, Jacksonville, FL, USA
| | - Shehzad K Niazi
- Mayo Clinic, Department of Psychiatry and Psychology, Jacksonville, FL, USA
| | - Emily Brennan
- Mayo Clinic, Robert D. and Patricia E. Kern Center for the Science of Healthcare Delivery, Jacksonville, FL, USA
| | - Harry R Powers
- Mayo Clinic, Division of Infectious Diseases, Jacksonville, FL, USA
| | - Ravi Durvasula
- Mayo Clinic, Division of Infectious Diseases, Jacksonville, FL, USA
| | - Arjun Athreya
- Mayo Clinic, Department of Molecular Pharmacology and Experimental Therapeutics, Rochester, MN, USA
- Mayo Clinic, Department of Psychiatry and Psychology, Rochester, MN, USA
| | - Karen Blackmon
- Mayo Clinic, Department of Psychiatry and Psychology, Jacksonville, FL, USA
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9
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Prabhakaran D, Day GS, Munipalli B, Rush BK, Pudalov L, Niazi SK, Brennan E, Powers HR, Durvasula R, Athreya A, Blackmon K. Neurophenotypes of COVID-19: risk factors and recovery outcomes. RESEARCH SQUARE 2023:rs.3.rs-2363210. [PMID: 36597538 PMCID: PMC9810229 DOI: 10.21203/rs.3.rs-2363210/v2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Indexed: 06/17/2023]
Abstract
Coronavirus disease 2019 (COVID-19) infection is associated with risk of persistent neurocognitive and neuropsychiatric complications, termed "long COVID". It is unclear whether the neuropsychological manifestations of COVID-19 present as a uniform syndrome or as distinct neurophenotypes with differing risk factors and recovery outcomes. We examined post-acute neuropsychological profiles following SARS-CoV-2 infection in 205 patients recruited from inpatient and outpatient populations, using an unsupervised machine learning cluster analysis, with objective and subjective measures as input features. This resulted in three distinct post-COVID clusters. In the largest cluster (69%), cognitive functions were within normal limits, although mild subjective attention and memory complaints were reported. Vaccination was associated with membership in this "normal cognition" phenotype. Cognitive impairment was present in the remaining 31% of the sample but clustered into two differentially impaired groups. In 16% of participants, memory deficits, slowed processing speed, and fatigue were predominant. Risk factors for membership in the "memory-speed impaired" neurophenotype included anosmia and more severe COVID-19 infection. In the remaining 15% of participants, executive dysfunction was predominant. Risk factors for membership in this milder "dysexecutive" neurophenotype included disease-nonspecific factors such as neighborhood deprivation and obesity. Recovery outcomes at 6-month follow-up differed across neurophenotypes, with the normal cognition group showing improvement in verbal memory and psychomotor speed, the dysexecutive group showing improvement in cognitive flexibility, and the memory-speed impaired group showing no objective improvement and relatively worse functional outcomes compared to the other two clusters. These results indicate that there are multiple post-acute neurophenotypes of long COVID, with different etiological pathways and recovery outcomes. This information may inform phenotype-specific approaches to treatment.
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10
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Durstenfeld MS, Peluso MJ, Peyser ND, Lin F, Knight SJ, Djibo A, Khatib R, Kitzman H, O’Brien E, Williams N, Isasi C, Kornak J, Carton TW, Olgin JE, Pletcher MJ, Marcus GM, Beatty AL. Factors Associated with Long Covid Symptoms in an Online Cohort Study. MEDRXIV : THE PREPRINT SERVER FOR HEALTH SCIENCES 2022:2022.12.01.22282987. [PMID: 36523412 PMCID: PMC9753782 DOI: 10.1101/2022.12.01.22282987] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
Abstract
Importance Prolonged symptoms following SARS-CoV-2 infection, or Long COVID, is common, but few prospective studies of Long COVID risk factors have been conducted. Objective To determine whether sociodemographic factors, lifestyle, or medical history preceding COVID-19 or characteristics of acute SARS-CoV-2 infection are associated with Long COVID. Design Cohort study with longitudinal assessment of symptoms before, during, and after SARS-CoV-2 infection, and cross-sectional assessment of Long COVID symptoms using data from the COVID-19 Citizen Science (CCS) study. Setting CCS is an online cohort study that began enrolling March 26, 2020. We included data collected between March 26, 2020, and May 18, 2022. Participants Adult CCS participants who reported a positive SARS-CoV-2 test result (PCR, Antigen, or Antibody) more than 30 days prior to May 4, 2022, were surveyed. Exposures Age, sex, race/ethnicity, education, employment, socioeconomic status/financial insecurity, self-reported medical history, vaccination status, time of infection (variant wave), number of acute symptoms, pre-COVID depression, anxiety, alcohol and drug use, sleep, exercise. Main Outcome Presence of at least 1 Long COVID symptom greater than 1 month after acute infection. Sensitivity analyses were performed considering only symptoms beyond 3 months and only severe symptoms. Results 13,305 participants reported a SARS-CoV-2 positive test more than 30 days prior, 1480 (11.1% of eligible) responded to a survey about Long COVID symptoms, and 476 (32.2% of respondents) reported Long COVID symptoms (median 360 days after infection).Respondents' mean age was 53 and 1017 (69%) were female. Common Long COVID symptoms included fatigue, reported by 230/476 (48.3%), shortness of breath (109, 22.9%), confusion/brain fog (108, 22.7%), headache (103, 21.6%), and altered taste or smell (98, 20.6%). In multivariable models, number of acute COVID-19 symptoms (OR 1.30 per symptom, 95%CI 1.20-1.40), lower socioeconomic status/financial insecurity (OR 1.62, 95%CI 1.02-2.63), pre-infection depression (OR 1.08, 95%CI 1.01-1.16), and earlier variants (OR 0.37 for Omicron compared to ancestral strain, 95%CI 0.15-0.90) were associated with Long COVID symptoms. Conclusions and Relevance Variant wave, severity of acute infection, lower socioeconomic status and pre-existing depression are associated with Long COVID symptoms. Key Points Question: What are the patterns of symptoms and risk factors for Long COVID among SARS-CoV-2 infected individuals?Findings: Persistent symptoms were highly prevalent, especially fatigue, shortness of breath, headache, brain fog/confusion, and altered taste/smell, which persisted beyond 1 year among 56% of participants with symptoms; a minority of participants reported severe Long COVID symptoms. Number of acute symptoms during acute SARS-CoV-2 infection, financial insecurity, pre-existing depression, and infection with earlier variants are associated with prevalent Long COVID symptoms independent of vaccination, medical history, and other factors.Meaning: Severity of acute infection, SARS-CoV-2 variant, and financial insecurity and depression are associated with Long COVID symptoms.
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Affiliation(s)
| | | | | | - Feng Lin
- Department of Epidemiology and Biostatistics, UCSF
| | - Sara J. Knight
- Division of Epidemiology, Department of Internal Medicine, University of Utah
| | | | | | | | - Emily O’Brien
- Department of Population Health Sciences, Duke University School of Medicine
| | - Natasha Williams
- Institute for Excellence in Health Equity, Center for Healthful Behavior Change, NYU Grossman School of Medicine
| | - Carmen Isasi
- Department of Epidemiology & Population Health, Albert Einstein College of Medicine
| | - John Kornak
- Department of Epidemiology and Biostatistics, UCSF
| | | | | | | | | | - Alexis L. Beatty
- Division of Cardiology, Department of Medicine, UCSF,Department of Epidemiology and Biostatistics, UCSF
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Maes M, Al-Rubaye HT, Almulla AF, Al-Hadrawi DS, Stoyanova K, Kubera M, Al-Hakeim HK. Lowered Quality of Life in Long COVID Is Predicted by Affective Symptoms, Chronic Fatigue Syndrome, Inflammation and Neuroimmunotoxic Pathways. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2022; 19:10362. [PMID: 36011997 PMCID: PMC9408685 DOI: 10.3390/ijerph191610362] [Citation(s) in RCA: 22] [Impact Index Per Article: 7.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 07/26/2022] [Revised: 08/15/2022] [Accepted: 08/17/2022] [Indexed: 06/15/2023]
Abstract
The physio-affective phenome of Long COVID-19 is predicted by (a) immune-inflammatory biomarkers of the acute infectious phase, including peak body temperature (PBT) and oxygen saturation (SpO2), and (b) the subsequent activation of immune and oxidative stress pathways during Long COVID. The purpose of this study was to delineate the effects of PBT and SpO2 during acute infection, as well as the increased neurotoxicity on the physical, psychological, social and environmental domains of health-related quality of life (HR-QoL) in people with Long COVID. We recruited 86 participants with Long COVID and 39 normal controls, assessed the WHO-QoL-BREF (World Health Organization Quality of Life Instrument-Abridged Version, Geneva, Switzerland) and the physio-affective phenome of Long COVID (comprising depression, anxiety and fibromyalgia-fatigue rating scales) and measured PBT and SpO2 during acute infection, and neurotoxicity (NT, comprising serum interleukin (IL)-1β, IL-18 and caspase-1, advanced oxidation protein products and myeloperoxidase, calcium and insulin resistance) in Long COVID. We found that 70.3% of the variance in HR-QoL was explained by the regression on the physio-affective phenome, lowered calcium and increased NT, whilst 61.5% of the variance in the physio-affective phenome was explained by calcium, NT, increased PBT, lowered SpO2, female sex and vaccination with AstraZeneca and Pfizer. The effects of PBT and SpO2 on lowered HR-QoL were mediated by increased NT and lowered calcium yielding increased severity of the physio-affective phenome which largely affects HR-QoL. In conclusion, lowered HR-Qol in Long COVID is largely predicted by the severity of neuro-immune and neuro-oxidative pathways during acute and Long COVID.
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Affiliation(s)
- Michael Maes
- Department of Psychiatry, Faculty of Medicine, Chulalongkorn University, Bangkok 10330, Thailand
- Department of Psychiatry, Medical University of Plovdiv, 4002 Plovdiv, Bulgaria
- Research Institute, Medical University Plovdiv, 4002 Plovdiv, Bulgaria
- School of Medicine, Barwon Health, IMPACT, The Institute for Mental and Physical Health and Clinical Translation, Deakin University, Geelong 3217, Australia
| | | | - Abbas F. Almulla
- Department of Psychiatry, Faculty of Medicine, Chulalongkorn University, Bangkok 10330, Thailand
- Medical Laboratory Technology Department, College of Medical Technology, The Islamic University, Najaf 54001, Iraq
| | | | - Kristina Stoyanova
- Department of Psychiatry, Medical University of Plovdiv, 4002 Plovdiv, Bulgaria
- Research Institute, Medical University Plovdiv, 4002 Plovdiv, Bulgaria
| | - Marta Kubera
- Laboratory of Immunoendocrinology, Department of Experimental Neuroendocrinology, Maj Institute of Pharmacology, Polish Academy of Sciences, 12 Smetna St., 31-343 Krakow, Poland
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