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Al-Hassany L, MaassenVanDenBrink A, Kurth T. Sex-related differences in the association between migraine, COVID-19, and long COVID: a population-based cohort. Front Neurol 2025; 16:1547893. [PMID: 40191594 PMCID: PMC11968346 DOI: 10.3389/fneur.2025.1547893] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/18/2024] [Accepted: 02/07/2025] [Indexed: 04/09/2025] Open
Abstract
Background Coronavirus disease 2019 (COVID-19), caused by the SARS-CoV-2 virus, placed unprecedented pressure on public health systems due to its mortality and global panic-and later due to long COVID challenges. One of these long COVID symptoms, headache, often resembles migraine-like features. Migraine shares similarities with COVID-19 and long COVID, yet the influence of sex is understudied. Our primary objective was to study the interrelationship between COVID-19 and migraine prevalence, while considering sex differences. The secondary objective was to examine how long COVID symptoms (headache, anosmia, memory, and concentration problems) affect males and females with and without COVID-19 and migraine. Methods All analyses were conducted using Lifelines, a prospective cohort study in the northern Netherlands. Baseline characteristics (2006-2014), self-reported migraine diagnoses (until 2021), and questionnaires on COVID-19 and long COVID symptoms (2020-2022) were collected. Logistic regression analyses were conducted to study the association between lifetime migraine and current SARS-CoV-2 infections while adjusting for age, sex, diet, educational attainment, activity, and smoking. Descriptive and sex-stratified analyses were conducted on long COVID symptoms. Results A total of 150,507 individuals were included, of which 29,680 (19.7%) reported migraine and 120,827 (80.3%) not. A total of 1,867 individuals with migraine [6.3% of individuals with migraine, 44.0 years (IQR 36.1-50.3)] and 6,797 individuals without migraine [5.6% of individuals without migraine, 44.4 years (IQR 35.3-52.2)] reported to be SARS-CoV-2 infected. The majority of individuals with migraine consisted of females (77.0% of those with migraine vs. 54.0% of those without migraine). The adjusted odds of having SARS-CoV-2 infections was 6.3% higher among those with (a history of) migraine compared with individuals without migraine in the logistic regression model (OR = 1.06, 95% CI 1.01-1.12). A slightly higher OR was observed in females (OR = 1.08, 95% CI 1.02-1.15), and the association was not apparent in males (OR = 1.00, 95% CI 0.88-1.12). Secondary analyses revealed that individuals with both migraine and COVID-19, and females in particular, were the most frequently bothered by long COVID symptoms headache, anosmia, concentration, and memory problems. Individuals with none of these diseases were the least bothered. Conclusions Individuals with migraine, especially females, are slightly more likely to report and/or contract COVID-19. Those with both conditions report long COVID symptoms more frequently, suggesting a shared vulnerability or pathophysiology. This may indicate the need for clinical surveillance of migraine patients recovering from COVID-19.
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Affiliation(s)
- Linda Al-Hassany
- Erasmus MC, University Medical Center Rotterdam, Division of Vascular Medicine and Pharmacology, Department of Internal Medicine, Rotterdam, Netherlands
| | - Antoinette MaassenVanDenBrink
- Erasmus MC, University Medical Center Rotterdam, Division of Vascular Medicine and Pharmacology, Department of Internal Medicine, Rotterdam, Netherlands
| | - Tobias Kurth
- Institute of Public Health, Charité—Universitätsmedizin Berlin, Berlin, Germany
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2
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Chen G, Liu Q, Chen J, Cai G, Tan C, Zhao Y, Hu Q, Yang X, Xu G, Lan Y. Long COVID patients' brain activation is suppressed during walking and severer symptoms lead to stronger suppression. Eur Arch Psychiatry Clin Neurosci 2024; 274:1887-1901. [PMID: 39212724 DOI: 10.1007/s00406-024-01870-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/21/2024] [Accepted: 07/15/2024] [Indexed: 09/04/2024]
Abstract
This research aims to study the factors contributing to Long COVID and its effects on motor and cognitive brain regions using population surveys and brain imaging. The goal is to provide new insights into the neurological effects of the illness and establish a basis for addressing neuropsychiatric symptoms associated with Long COVID. Study 1 used a cross-sectional design to collect data on demographic characteristics and factors related to Long COVID symptoms in 551 participants. In Study 2, subjects with Long COVID and SARS-CoV-2 uninfected individuals underwent fNIRS monitoring while performing various tasks. Study 1 found that gender, age, BMI, Days since the first SARS-CoV-2 infection, and Symptoms at first onset influenced Long COVID performance. Study 2 demonstrated that individuals in the SARS-CoV-2 uninfected group exhibited greater activation of cognitive function-related brain regions than those in the Long COVID group while performing a level walking task. Furthermore, individuals in the Long COVID group without functional impairment displayed higher activation of brain regions associated with motor function during a weight-bearing walking task than those with functional impairment. Among individuals with Long COVID, those with mild symptoms at onset exhibited increased activation of brain regions linked to motor and cognitive function relative to those with moderate symptoms at onset. Individuals with Long COVID exhibited decreased activation in brain regions associated with cognitive and motor function compared to SARS-CoV-2 uninfected individuals. Moreover, those with more severe initial symptoms or functional impairment displayed heightened inhibition in these brain regions.
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Affiliation(s)
- Gengbin Chen
- Department of Rehabilitation Medicine, Guangzhou First People's Hospital, School of Medicine, South China University of Technology, Guangzhou, China
- Postgraduate Research Institute, Guangzhou Sport University, Guangzhou, China
| | - Quan Liu
- Department of Rehabilitation Medicine, Guangzhou First People's Hospital, School of Medicine, South China University of Technology, Guangzhou, China
- Postgraduate Research Institute, Guangzhou Sport University, Guangzhou, China
| | - Jialin Chen
- Department of Rehabilitation Medicine, Guangzhou First People's Hospital, School of Medicine, South China University of Technology, Guangzhou, China
- Postgraduate Research Institute, Guangzhou Sport University, Guangzhou, China
| | - Guiyuan Cai
- Department of Rehabilitation Medicine, the Second Affiliated Hospital, School of Medicine, South China University of Technology, Guangzhou, China
| | - Chunqiu Tan
- Department of Rehabilitation Medicine, Guangzhou First People's Hospital, School of Medicine, South China University of Technology, Guangzhou, China
- Postgraduate Research Institute, Guangzhou Sport University, Guangzhou, China
| | - Yinchun Zhao
- Department of Rehabilitation Medicine, Guangzhou First People's Hospital, School of Medicine, South China University of Technology, Guangzhou, China
- Postgraduate Research Institute, Guangzhou Sport University, Guangzhou, China
| | - Qixing Hu
- Department of Rehabilitation Medicine, Guangzhou First People's Hospital, School of Medicine, South China University of Technology, Guangzhou, China
- Postgraduate Research Institute, Guangzhou Sport University, Guangzhou, China
| | - Xueru Yang
- Department of Rehabilitation Medicine, Guangzhou First People's Hospital, School of Medicine, South China University of Technology, Guangzhou, China
- Postgraduate Research Institute, Guangzhou Sport University, Guangzhou, China
| | - Guangqing Xu
- Department of Rehabilitation Medicine, Guangdong Provincial People's Hospital (Guangdong Academy of Medical Sciences), Southern Medical University, No. 106 Zhongshan Road II, Guangzhou, 510080, P. R. China.
| | - Yue Lan
- Department of Rehabilitation Medicine, Guangzhou First People's Hospital, School of Medicine, South China University of Technology, Guangzhou, China.
- Guangzhou Key Laboratory of Aging Frailty and Neurorehabilitation, 1st Panfu Rd, Guangzhou,, Guangdong, China.
- Guangzhou First People's Hospital, Guangzhou Medical University, Guangzhou, China.
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3
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Guzmán N, Letelier P, Morales C, Alarcón L, Delgado H, San Martín A, Garcés P, Barahona C, Huenchulao P, Morales F, Rojas E, Guzmán-Oyarzo D, Boguen R. Development of a Model for Predicting Mortality Among Patients Hospitalized with COVID-19 During Their Stay in a Clinical Centre. J Clin Med 2024; 13:7300. [PMID: 39685758 DOI: 10.3390/jcm13237300] [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: 10/11/2024] [Revised: 11/05/2024] [Accepted: 11/13/2024] [Indexed: 12/18/2024] Open
Abstract
Background: Various tools have been proposed for predicting mortality among patients hospitalized with COVID-19 to improve clinical decision-making, the predictive capacities of which vary in different populations. The objective of this study was to develop a model for predicting mortality among patients hospitalized with COVID-19 during their time in a clinical centre. Methods: This was a retrospective study that included 201 patients hospitalized with COVID-19. Mortality was evaluated with the Kaplan-Meier curve and Cox proportional hazards models. Six models were generated for predicting mortality from laboratory markers and patients' epidemiological data during their stay in a clinical centre. Results: The model that presented the best predictive power used D-dimer adjusted for C-reactive protein (CRP) and oxygen saturation. The sensitivity (Sn) and specificity (Sp) at 15 days were 75% and 71.9%, respectively. At 30 days, Sn was 75% and Sp was 75.4%. Conclusions: These results allowed us to establish a model for predicting mortality among patients hospitalized with COVID-19 based on D-dimer laboratory biomarkers adjusted for CRP and oxygen saturation. This mortality predictor will allow patients to be identified who require more continuous monitoring and health care.
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Affiliation(s)
- Neftalí Guzmán
- Laboratorio de Investigación en Salud de Precisión, Departamento de Procesos Diagnósticos y Evaluación, Facultad de Ciencias de la Salud, Universidad Católica de Temuco, Manuel Montt 56, Temuco 4780000, Chile
| | - Pablo Letelier
- Laboratorio de Investigación en Salud de Precisión, Departamento de Procesos Diagnósticos y Evaluación, Facultad de Ciencias de la Salud, Universidad Católica de Temuco, Manuel Montt 56, Temuco 4780000, Chile
| | - Camilo Morales
- Departamento de Procesos Terapéuticos, Facultad de Ciencias de la Salud, Universidad Católica de Temuco, Temuco 4780000, Chile
| | - Luis Alarcón
- Laboratorio Clínico, Hospital Dr. Hernán Henríquez Aravena, Temuco 4780000, Chile
| | - Hugo Delgado
- Laboratorio Clínico, Hospital Dr. Hernán Henríquez Aravena, Temuco 4780000, Chile
| | - Andrés San Martín
- Laboratorio Clínico, Hospital Dr. Hernán Henríquez Aravena, Temuco 4780000, Chile
| | | | - Claudia Barahona
- Laboratorio de Investigación en Salud de Precisión, Departamento de Procesos Diagnósticos y Evaluación, Facultad de Ciencias de la Salud, Universidad Católica de Temuco, Manuel Montt 56, Temuco 4780000, Chile
| | - Pedro Huenchulao
- Laboratorio de Investigación en Salud de Precisión, Departamento de Procesos Diagnósticos y Evaluación, Facultad de Ciencias de la Salud, Universidad Católica de Temuco, Manuel Montt 56, Temuco 4780000, Chile
| | - Felipe Morales
- Laboratorio de Investigación en Salud de Precisión, Departamento de Procesos Diagnósticos y Evaluación, Facultad de Ciencias de la Salud, Universidad Católica de Temuco, Manuel Montt 56, Temuco 4780000, Chile
| | - Eduardo Rojas
- Laboratorio de Investigación en Salud de Precisión, Departamento de Procesos Diagnósticos y Evaluación, Facultad de Ciencias de la Salud, Universidad Católica de Temuco, Manuel Montt 56, Temuco 4780000, Chile
| | - Dina Guzmán-Oyarzo
- Escuela de Tecnología Médica, Facultad de Medicina y Ciencias, Universidad San Sebastián sede Concepción, Concepción 4030000, Chile
| | - Rodrigo Boguen
- Laboratorio de Investigación en Salud de Precisión, Departamento de Procesos Diagnósticos y Evaluación, Facultad de Ciencias de la Salud, Universidad Católica de Temuco, Manuel Montt 56, Temuco 4780000, Chile
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Mei A, Senthinathan A, Hussain S, Tadrous M, Noonan VK, Jaglal SB, Moineddin R, Craven BC, McKay S, Cadel L, Shepherd J, Tu K, Guilcher SJT. COVID-19 Vaccine Uptake among People with Spinal Cord Injury and Dysfunction in Ontario, Canada: A Population-Based Retrospective Cohort Study. Healthcare (Basel) 2024; 12:1799. [PMID: 39273823 PMCID: PMC11395670 DOI: 10.3390/healthcare12171799] [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: 07/29/2024] [Revised: 08/23/2024] [Accepted: 08/27/2024] [Indexed: 09/15/2024] Open
Abstract
Persons with disabilities experience numerous barriers to healthcare access including vaccine accessibility. The purpose of this study was to determine COVID-19 vaccine uptake in the spinal cord injury and disease (SCI/D) population of Ontario and identify potential factors influencing C OVID-19 vaccine uptake. This was a retrospective closed-cohort study using administrative health data on individuals with SCI/D of traumatic and non-traumatic causes to examine the monthly number of COVID-19 vaccine doses received between December 2020 and December 2023. Logistic regression analysis was used to examine the potential association between socio-demographic, clinical, and neighbourhood characteristics with initial COVID-19 vaccine receipt and booster dose uptake. By the end of the observation period in December 2023, 82.9% received the full two-dose coverage and 65.6% received at least one additional booster dose in a cohort of 3574 individuals with SCI/D. SCI/D individuals showed a comparable COVID-19 vaccine uptake percentage to the general population. Sociodemographic, clinical, and neighbourhood characteristics were associated with COVID-19 vaccine uptake in the SCI/D population, including age, type of injury, number of comorbidities, mental health history, and neighbourhood characteristics such as income. Further investigation is necessary to determine the causation effects of these relationships with vaccine uptake to address health equity concerns.
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Affiliation(s)
- Angela Mei
- Dalla Lana School of Public Health, University of Toronto, Toronto, ON M5S 1A1, Canada
| | - Arrani Senthinathan
- Leslie Dan Faculty of Pharmacy, University of Toronto, Toronto, ON M5S 3M2, Canada
| | - Swaleh Hussain
- Leslie Dan Faculty of Pharmacy, University of Toronto, Toronto, ON M5S 3M2, Canada
- ICES, Toronto, ON M5T 3M6, Canada
| | - Mina Tadrous
- Leslie Dan Faculty of Pharmacy, University of Toronto, Toronto, ON M5S 3M2, Canada
- ICES, Toronto, ON M5T 3M6, Canada
- Women's College Hospital Institute for Health Systems Solutions and Virtual Care, Women's College Hospital, Toronto, ON M5S 1B2, Canada
| | - Vanessa K Noonan
- International Collaboration on Repair Discoveries, Vancouver, BC V5Z 1M9, Canada
- Praxis Spinal Cord Institute, Vancouver, BC V5Z 1M9, Canada
| | - Susan B Jaglal
- ICES, Toronto, ON M5T 3M6, Canada
- Institute of Health Policy Management and Evaluation, University of Toronto, Toronto, ON M5T 3M6, Canada
- Department of Physical Therapy, Temerty Faculty of Medicine, University of Toronto, Toronto, ON M5S 1A8, Canada
- Rehabilitation Science Institute, University of Toronto, Toronto, ON M5G 1V7, Canada
| | - Rahim Moineddin
- ICES, Toronto, ON M5T 3M6, Canada
- Department of Family and Community Medicine, University of Toronto, Toronto, ON M5G 1V7, Canada
| | - B Catharine Craven
- Institute of Health Policy Management and Evaluation, University of Toronto, Toronto, ON M5T 3M6, Canada
- KITE (Knowledge Innovation Talent Everywhere), Toronto Rehabilitation Institute, University Health Network, Toronto, ON M4G 3V9, Canada
- Department of Medicine, Faculty of Medicine, University of Toronto, Toronto, ON M5S 1A8, Canada
- Spinal Cord Rehabilitation Program, Toronto Rehabilitation Institute, University Health Network, Toronto, ON M4G 3V9, Canada
| | - Sandra McKay
- VHA Home HealthCare, Toronto, ON M4S 1V6, Canada
| | - Lauren Cadel
- Leslie Dan Faculty of Pharmacy, University of Toronto, Toronto, ON M5S 3M2, Canada
| | - John Shepherd
- Rehabilitation Science Institute, University of Toronto, Toronto, ON M5G 1V7, Canada
- KITE (Knowledge Innovation Talent Everywhere), Toronto Rehabilitation Institute, University Health Network, Toronto, ON M4G 3V9, Canada
| | - Karen Tu
- Department of Family and Community Medicine, University of Toronto, Toronto, ON M5G 1V7, Canada
- North York General Hospital, Toronto, ON M2K 1E1, Canada
- Toronto Western Family Health Team, University Health Network, Toronto, ON M4G 3V9, Canada
| | - Sara J T Guilcher
- Leslie Dan Faculty of Pharmacy, University of Toronto, Toronto, ON M5S 3M2, Canada
- ICES, Toronto, ON M5T 3M6, Canada
- Institute of Health Policy Management and Evaluation, University of Toronto, Toronto, ON M5T 3M6, Canada
- Department of Physical Therapy, Temerty Faculty of Medicine, University of Toronto, Toronto, ON M5S 1A8, Canada
- Rehabilitation Science Institute, University of Toronto, Toronto, ON M5G 1V7, Canada
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5
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Llana T, Garces-Arilla S, Juan MC, Mendez-Lopez M, Mendez M. An immersive virtual reality-based object-location memory task reveals spatial long-term memory alterations in Long-COVID. Behav Brain Res 2024; 471:115127. [PMID: 38936427 DOI: 10.1016/j.bbr.2024.115127] [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] [Received: 10/19/2023] [Revised: 06/07/2024] [Accepted: 06/19/2024] [Indexed: 06/29/2024]
Abstract
Object-location memory (OLM) is a type of declarative memory for spatial information and consists of the individual's ability to establish accurate associations between objects and their spatial locations. Long-COVID describes the long-term effects of the COVID-19 disease. Long-COVID patients show medial temporal lobe dysfunction and neuropsychological alterations affecting memory. This study aimed to assess OLM in a group of Long-COVID patients, n=66, and a Control group of healthy individuals with similar age and sex composition, n=21, using an immersive virtual reality (iVR)-based OLM task. We also explored associations between the performance in the iVR-based OLM task and general cognitive function (MoCA), and both verbal (VSTM) and visuospatial (SSTM) span. The Long-COVID group showed fewer correct responses, made more task attempts, and invested more time in the iVR-based OLM task than the Control group. Delayed memory was more severely altered than immediate memory in Long-COVID participants. Better MoCA scores of the Long-COVID group were strongly associated with shorter times to complete the immediate recall of the iVR-based OLM task. Besides, the months elapsed since the COVID-19 infection were slightly associated with fewer correct responses in the immediate and 24-hour recalls. These results corroborate previous findings of memory alterations in the Long-COVID syndrome using an iVR-based OLM task, adding new evidence on spatial memory and long-term memory in this population. Implementing spatial iVR tasks to clinical research may improve our understanding of neuropsychological disorders.
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Affiliation(s)
- Tania Llana
- Neuroscience Institute of Principado de Asturias (INEUROPA), Faculty of Psychology, Plaza Feijoo s/n, Oviedo, Asturias 33003, Spain; Department of Psychology, University of Oviedo, Faculty of Psychology, Plaza Feijoo s/n, Oviedo, Asturias 33003, Spain.
| | - Sara Garces-Arilla
- Department of Psychology and Sociology, University of Zaragoza, Pedro Cerbuna 12, Zaragoza, Aragón 50009, Spain.
| | - M-Carmen Juan
- Instituto Universitario de Automática e Informática Industrial, Universitat Politècnica de València, C/Camino de Vera, s/n, Valencia 46022, Spain.
| | - Magdalena Mendez-Lopez
- Department of Psychology and Sociology, University of Zaragoza, Pedro Cerbuna 12, Zaragoza, Aragón 50009, Spain; IIS Aragón, San Juan Bosco, 13, Zaragoza, Aragón 50009, Spain.
| | - Marta Mendez
- Neuroscience Institute of Principado de Asturias (INEUROPA), Faculty of Psychology, Plaza Feijoo s/n, Oviedo, Asturias 33003, Spain; Department of Psychology, University of Oviedo, Faculty of Psychology, Plaza Feijoo s/n, Oviedo, Asturias 33003, Spain; Instituto de Investigación Sanitaria del Principado de Asturias (ISPA), Av. del Hospital Universitario, s/n, Oviedo, Asturias 33011, Spain.
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6
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Letelier P, Delgado H, Garrido F, Quiñones F, San MA, Hernández L, Garcés P, Guzmán-Oyarzo D, Boguen R, Hernandez A, Medina G, Schwerter P, Guzmán N. Dynamic changes of hematological and hemostatic parameters in COVID-19 hospitalized patients: Potential role as severity biomarkers for the Chilean population. J Med Biochem 2024; 43:556-564. [PMID: 39139154 PMCID: PMC11318854 DOI: 10.5937/jomb0-47588] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/21/2023] [Accepted: 12/29/2023] [Indexed: 08/15/2024] Open
Abstract
Background COVID-19 is still a global health issue, there is limited evidence in South America regarding laboratory biomarkers associated with severe disease. The objective of our study was to identify hematological and hemostatic changes associated with severe COVID-19. Methods A total of 170 hospitalized patients with COVID19 were included in the study, defining their severity according to established criteria. Demographic, clinical, and laboratory (days 1, 3, 7, 15) data were obtained. We performed a statistical analysis, assuming significance with a value of p < 0.05. We analyzed the correlation between severity and biomarkers and established cut-off values for severe patients through ROC curves, estimating Odds Ratio associated with severe disease. Results Day 1 was observed significant differences between moderate vs severe patients for leukocytes (WBC), Neutrophil-lymphocyte ratio (NLR), platelet-lymphocyte ratio (PLR) and D-dimer, establishing cut-off points for each of them. The markers we found associated to risk of severe disease were WBC (OR=3.2396; p = 0.0003), NLR (OR=5.7084; p < 0.0001), PLR (OR=4.4094; p < 0.0001), Neutrophil (OR=4.1193; p < 0.0001), D-dimer (OR=2.7827; p = 0.0124). Conclusions The results allow to establish basic laboratory biomarkers associated to severe disease, which could be used as prognostic markers.
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Affiliation(s)
- Pablo Letelier
- Universidad Católica de Temuco, Facultad de Ciencias de la Salud, Departamento de Procesos Diagnósticos y Evaluación, Precision Health Research Laboratory, Temuco, Chile
| | - Hugo Delgado
- Dr. Hernán Henríquez Aravena Hospital, Clinical Laboratory, Temuco, Chile
| | - Felipe Garrido
- Dr. Hernán Henríquez Aravena Hospital, Clinical Laboratory, Temuco, Chile
| | - Francisco Quiñones
- Dr. Hernán Henríquez Aravena Hospital, Clinical Laboratory, Temuco, Chile
| | - Martín Andrés San
- Dr. Hernán Henríquez Aravena Hospital, Clinical Laboratory, Temuco, Chile
| | - Loreto Hernández
- Complejo Asistencial Padre Las Casas, Padre Las Casas, Araucanía, Chile
| | | | - Dina Guzmán-Oyarzo
- Universidad San Sebastián, Facultad de Medicina y Ciencias, School of Medical Technology, Campus Concepción, Concepción, Chile
| | - Rodrigo Boguen
- Universidad Católica de Temuco, Facultad de Ciencias de la Salud, Departamento de Procesos Diagnósticos y Evaluación, Precision Health Research Laboratory, Temuco, Chile
| | - Alfonso Hernandez
- Universidad Católica de Temuco, Facultad de Ciencias de la Salud, Departamento de Procesos Diagnósticos y Evaluación, Precision Health Research Laboratory, Temuco, Chile
| | - Gustavo Medina
- Universidad Católica de Temuco, Facultad de Ciencias de la Salud, Departamento de Procesos Diagnósticos y Evaluación, Precision Health Research Laboratory, Temuco, Chile
| | - Patricia Schwerter
- Universidad Católica de Temuco, Facultad de Ingeniería, Department of Mathematical and Physics Sciences, Temuco, Chile
| | - Neftalí Guzmán
- Universidad Católica de Temuco, Facultad de Ciencias de la Salud, Departamento de Procesos Diagnósticos y Evaluación, Precision Health Research Laboratory, Temuco, Chile
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7
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Hanson AL, Mulè MP, Ruffieux H, Mescia F, Bergamaschi L, Pelly VS, Turner L, Kotagiri P, Göttgens B, Hess C, Gleadall N, Bradley JR, Nathan JA, Lyons PA, Drakesmith H, Smith KGC. Iron dysregulation and inflammatory stress erythropoiesis associates with long-term outcome of COVID-19. Nat Immunol 2024; 25:471-482. [PMID: 38429458 PMCID: PMC10907301 DOI: 10.1038/s41590-024-01754-8] [Citation(s) in RCA: 7] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/03/2023] [Accepted: 01/12/2024] [Indexed: 03/03/2024]
Abstract
Persistent symptoms following SARS-CoV-2 infection are increasingly reported, although the drivers of post-acute sequelae (PASC) of COVID-19 are unclear. Here we assessed 214 individuals infected with SARS-CoV-2, with varying disease severity, for one year from COVID-19 symptom onset to determine the early correlates of PASC. A multivariate signature detected beyond two weeks of disease, encompassing unresolving inflammation, anemia, low serum iron, altered iron-homeostasis gene expression and emerging stress erythropoiesis; differentiated those who reported PASC months later, irrespective of COVID-19 severity. A whole-blood heme-metabolism signature, enriched in hospitalized patients at month 1-3 post onset, coincided with pronounced iron-deficient reticulocytosis. Lymphopenia and low numbers of dendritic cells persisted in those with PASC, and single-cell analysis reported iron maldistribution, suggesting monocyte iron loading and increased iron demand in proliferating lymphocytes. Thus, defects in iron homeostasis, dysregulated erythropoiesis and immune dysfunction due to COVID-19 possibly contribute to inefficient oxygen transport, inflammatory disequilibrium and persisting symptomatology, and may be therapeutically tractable.
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Affiliation(s)
- Aimee L Hanson
- Cambridge Institute of Therapeutic Immunology and Infectious Disease, Jeffrey Cheah Biomedical Centre, University of Cambridge, Cambridge, UK
- Department of Medicine, University of Cambridge, Addenbrooke's Hospital, Cambridge, UK
| | - Matthew P Mulè
- Cambridge Institute of Therapeutic Immunology and Infectious Disease, Jeffrey Cheah Biomedical Centre, University of Cambridge, Cambridge, UK
- Department of Medicine, University of Cambridge, Addenbrooke's Hospital, Cambridge, UK
- NIH-Oxford-Cambridge Scholars Program, Department of Medicine, University of Cambridge, Cambridge, UK
| | - Hélène Ruffieux
- MRC Biostatistics Unit, University of Cambridge, Cambridge Biomedical Campus, Cambridge, UK
| | - Federica Mescia
- Cambridge Institute of Therapeutic Immunology and Infectious Disease, Jeffrey Cheah Biomedical Centre, University of Cambridge, Cambridge, UK
- Department of Medicine, University of Cambridge, Addenbrooke's Hospital, Cambridge, UK
| | - Laura Bergamaschi
- Cambridge Institute of Therapeutic Immunology and Infectious Disease, Jeffrey Cheah Biomedical Centre, University of Cambridge, Cambridge, UK
- Department of Medicine, University of Cambridge, Addenbrooke's Hospital, Cambridge, UK
| | - Victoria S Pelly
- Cambridge Institute of Therapeutic Immunology and Infectious Disease, Jeffrey Cheah Biomedical Centre, University of Cambridge, Cambridge, UK
- Department of Medicine, University of Cambridge, Addenbrooke's Hospital, Cambridge, UK
| | - Lorinda Turner
- Cambridge Institute of Therapeutic Immunology and Infectious Disease, Jeffrey Cheah Biomedical Centre, University of Cambridge, Cambridge, UK
- Department of Medicine, University of Cambridge, Addenbrooke's Hospital, Cambridge, UK
| | - Prasanti Kotagiri
- Cambridge Institute of Therapeutic Immunology and Infectious Disease, Jeffrey Cheah Biomedical Centre, University of Cambridge, Cambridge, UK
- Department of Medicine, University of Cambridge, Addenbrooke's Hospital, Cambridge, UK
| | - Berthold Göttgens
- British Heart Foundation Centre of Research Excellence, University of Cambridge, Cambridge, UK
| | - Christoph Hess
- Cambridge Institute of Therapeutic Immunology and Infectious Disease, Jeffrey Cheah Biomedical Centre, University of Cambridge, Cambridge, UK
- Department of Medicine, University of Cambridge, Addenbrooke's Hospital, Cambridge, UK
- NIHR BioResource, Cambridge University Hospitals NHS Foundation, Cambridge Biomedical Campus, Cambridge, UK
- Department of Haematology, Wellcome and MRC Cambridge Stem Cell Institute, University of Cambridge, Cambridge, UK
| | - Nicholas Gleadall
- Department of Biomedicine, University and University Hospital Basel, Basel, Switzerland
- Botnar Research Centre for Child Health (BRCCH), University of Basel and ETH Zurich, Basel, Switzerland
| | - John R Bradley
- Department of Medicine, University of Cambridge, Addenbrooke's Hospital, Cambridge, UK
- NHS Blood and Transplant, Cambridge Biomedical Campus, Cambridge, UK
- Department of Haematology, University of Cambridge, Cambridge, UK
| | - James A Nathan
- Cambridge Institute of Therapeutic Immunology and Infectious Disease, Jeffrey Cheah Biomedical Centre, University of Cambridge, Cambridge, UK
- Department of Medicine, University of Cambridge, Addenbrooke's Hospital, Cambridge, UK
| | - Paul A Lyons
- Cambridge Institute of Therapeutic Immunology and Infectious Disease, Jeffrey Cheah Biomedical Centre, University of Cambridge, Cambridge, UK
- Department of Medicine, University of Cambridge, Addenbrooke's Hospital, Cambridge, UK
| | - Hal Drakesmith
- MRC Translational Immune Discovery Unit, MRC Weatherall Institute of Molecular Medicine, University of Oxford, Oxford, UK
| | - Kenneth G C Smith
- Cambridge Institute of Therapeutic Immunology and Infectious Disease, Jeffrey Cheah Biomedical Centre, University of Cambridge, Cambridge, UK.
- Department of Medicine, University of Cambridge, Addenbrooke's Hospital, Cambridge, UK.
- The Walter and Eliza Hall Institute of Medical Research, Parkville, Victoria, Australia.
- University of Melbourne, Melbourne, Victoria, Australia.
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8
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Kustura L, Bobek D, Poljičanin A, Pavelin S, Buljubašić Šoda M, Šoda J, Aksentijević J, Duka Glavor K, Narančić Knez N, Viali V, Cukrov A, Todorić Laidlaw I, Ipavec N, Vukorepa D, Stipica I, Bakrač K, Bošković B, Mastelić A, Režić Mužinić N, Markotić A, Đogaš Z, Dolić K, Rogić Vidaković M. Psychometric properties and observational data for COVID-19 Yorkshire Rehabilitation Scale (C19-YRSm) for post-COVID-19 syndrome. QJM 2024; 117:38-47. [PMID: 37788123 DOI: 10.1093/qjmed/hcad224] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/14/2023] [Revised: 09/14/2023] [Indexed: 10/05/2023] Open
Abstract
BACKGROUND The recently developed modified COVID-19 (coronavirus of 2019) Yorkshire Rehabilitation Scale (C19-YRSm) captures comprehensive biopsychosocial components of WHO's International Classification of Functioning, Disability, and Health related to the Long Covid or post-COVID syndrome. The scale response categories on C19-YRSm were done post hoc on data collected from the original version of C19-YRS. AIM To evaluate the C19-YRSm scale using reliability and validity measures. DESIGN Prospective, observational study. METHODS The study includes 369 patients (clinical group) and 426 subjects of the general population (control group) and captures their post-COVID-19 symptoms. In addition, the reliability of C19-YRSm was estimated by Cronbach's alpha coefficients of internal consistency and inter-item correlations for subscales ('Symptom severity, Functional disability, and Other symptoms'). Convergent validity was established using correlations between C19-YRSm and Fatigue Severity Scale (FSS). The incremental validity of C19-YRSm was measured by introducing a hierarchical regression model using the C19-YRSm 'Overall health' subscale and FSS as criterion variables. RESULTS C19-YRSm subscales have excellent internal consistencies (Cronbach's α value 0.81-0.96) and acceptable inter-item correlations (r value 0.23-0.79). Hereafter, the convergent validity of the C19-YRSm is good due to significant correlations between C19-YRSm subscales and FSS and C19-YRSm subscales. Finally, the hierarchical regression analysis supported consistent evidence for the incremental validity of the C19-YRSm subscales. CONCLUSION C19-YRSm is a reliable and valid self-assessment scale for the assessment of post-COVID-19 syndrome.
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Affiliation(s)
- L Kustura
- Department of Psychiatry, University Hospital of Split, Split, Croatia
| | - D Bobek
- Department of Physical and Rehabilitation Medicine with Rheumatology, Dubrava University Hospital, Zagreb, Croatia
| | - A Poljičanin
- Department of Physical Medicine and Rehabilitation with Rheumatology, University Hospital of Split, Split, Croatia
- Department of Health Studies, University of Split, Split, Croatia
| | - S Pavelin
- Department of Neurology, University Hospital of Split, Split, Croatia
| | - M Buljubašić Šoda
- Department of Pediatrics, University Hospital of Split, Split, Croatia
| | - J Šoda
- Department of Marine Electrical Engineering and Information Technologies, Signal Processing, Analysis, and Advanced Diagnostics Research and Education Laboratory (SPAADREL), Faculty of Maritime Studies, University of Split, Split, Croatia
| | - J Aksentijević
- Department of Physical and Rehabilitation Medicine with Rheumatology, Dubrava University Hospital, Zagreb, Croatia
| | - K Duka Glavor
- Department of Neurology, General Hospital Zadar, Zadar, Croatia
- Department of Health Studies, University of Zadar, Zadar, Croatia
| | - N Narančić Knez
- Department of Neurology, General Hospital Zadar, Zadar, Croatia
| | - V Viali
- Family Medicine Vanja Viali, Split, Split-Dalmatia County, Croatia
| | - A Cukrov
- Primary/Family Care Office, Slunj Community Health Centre, Slunj, Croatia
| | - I Todorić Laidlaw
- Department for Forensic Psychiatry, University Psychiatric Hospital Vrapče, Zagreb, Croatia
| | - N Ipavec
- Department for Transfusion Medicine, University Hospital of Split, Split, Croatia
| | - D Vukorepa
- Department of Psychiatry, University Hospital of Split, Split, Croatia
| | - I Stipica
- Department of Family Medicine, University of Split School of Medicine, Split, Croatia
| | - K Bakrač
- Institute of Emergency Medicine, Split-Dalmatia County, Split, Croatia
| | - B Bošković
- Department of Otorhinolaryngology, Head and Neck surgery, University Hospital of Split, Split, Croatia
| | - A Mastelić
- Department of Medical Chemistry and Biochemistry, University of Split School of Medicine, Split, Croatia
| | - N Režić Mužinić
- Department of Medical Chemistry and Biochemistry, University of Split School of Medicine, Split, Croatia
| | - A Markotić
- Department of Medical Chemistry and Biochemistry, University of Split School of Medicine, Split, Croatia
| | - Z Đogaš
- Department of Neuroscience, Laboratory for Human and Experimental Neurophysiology (LAHEN), School of Medicine, University of Split, Split, Croatia
- Sleep Medicine Centre, University Hospital of Split, Split, Croatia
| | - K Dolić
- Department of Interventional and Diagnostic Radiology, University Hospital of Split, Split, Croatia
- Department of Radiology, University of Split School of Medicine, Split, Croatia
| | - M Rogić Vidaković
- Department of Neuroscience, Laboratory for Human and Experimental Neurophysiology (LAHEN), School of Medicine, University of Split, Split, Croatia
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9
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Jin P, Cui F, Zhang L. Altered metabolites in the periaqueductal gray of COVID-19 patients experiencing headaches: a longitudinal MRS study. Front Neurol 2024; 14:1323290. [PMID: 38249726 PMCID: PMC10796602 DOI: 10.3389/fneur.2023.1323290] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/17/2023] [Accepted: 12/15/2023] [Indexed: 01/23/2024] Open
Abstract
Background Headache is one of the most common symptoms of acute COVID-19 infection. However, its mechanisms remain poorly understood, and there is a lack of studies investigating changes in the periaqueductal gray (PAG) in COVID-19 patients exhibiting headaches. Purpose The study aimed to explore the alterations in metabolites of the PAG pre- and post-COVID-19 infection in individuals who suffered from headaches during the acute phase of the disease using proton magnetic resonance spectroscopy (1H-MRS). Methods Fifteen participants who experienced headaches during the acute phase of COVID-19 were recruited. All subjects underwent two proton magnetic resonance spectroscopy (1H-MRS) examinations focusing on the PAG before and after they were infected. Metabolite changes were assessed between the pre- and post-infection groups. Results The combined glutamine and glutamate/total creatine ratio (Glx/tCr) was increased in the PAG following COVID-19 infection. The total choline/total creatine ratio (tCho/tCr) in the pre-infection group was negatively correlated with the duration of headache during the COVID-19 acute phase. Conclusion The present study indicates that PAG plays a pivotal role in COVID-19 headaches, thereby supporting the involvement of trigeminovascular system activation in the pathophysiology of COVID-19 headaches.
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Affiliation(s)
| | | | - Luping Zhang
- Hangzhou TCM Hospital Affiliated to Zhejiang Chinese Medical University, Hangzhou, Zhejiang Province, China
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10
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Jin P, Cui F, Xu M, Ren Y, Zhang L. Altered brain function and structure pre- and post- COVID-19 infection: a longitudinal study. Neurol Sci 2024; 45:1-9. [PMID: 38049550 DOI: 10.1007/s10072-023-07236-3] [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: 06/22/2023] [Accepted: 11/28/2023] [Indexed: 12/06/2023]
Abstract
BACKGROUND Evidence indicates that the SARS-CoV-2 virus can infect the brain, resulting in central nervous system symptoms. However, there is a lack of a longitudinal imaging study investigating the impact of Coronavirus disease 2019 (COVID-19) infection on brain function. Consequently, this study aimed to fill this knowledge gap using functional magnetic resonance imaging (fMRI). METHODS Twenty-one participants underwent two resting-state fMRI scans before and after infection. The amplitude of low-frequency fluctuations (ALFF) and regional homogeneity (ReHo) were assessed to identify the brain function changes. Additionally, voxel-based morphometry (VBM) was utilized to assess changes in brain structure. Subsequently, brain regions that showed significant differences were identified as regions of interest (ROI) in functional connectivity analysis (FC). RESULTS After infection, ALFF was increased in the bilateral paracentral lobe and postcentral gyrus while decreased in the bilateral precuneus. Moreover, ReHo was decreased in the cerebellar vermis, accompanied by a decrease in FC with the bilateral postcentral gyrus. Furthermore, gray matter volume (GMV) reduction was observed in the left thalamus. The results of the correlation analysis revealed a negative correlation between ALFF values in the bilateral precuneus and scores on the self-rating anxiety scale (SAS) in pre- and post-infection datasets. CONCLUSION Neuroimaging alterations may occur before the manifestation of clinical symptoms, indicating that the functioning of the motor and sensory systems, as well as their connection, might be affected following infection. This alteration can potentially increase the potential of maladaptive responses to environmental stimuli. Furthermore, patients may be susceptible to future emotional disorders.
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Affiliation(s)
- Ping Jin
- Department of Radiology, Hangzhou TCM Hospital Affiliated to Zhejiang Chinese Medical University, Stadium Road 453#, Xihu District, Hangzhou City, 310000, Zhejiang Province, China
| | - Feng Cui
- Department of Radiology, Hangzhou TCM Hospital Affiliated to Zhejiang Chinese Medical University, Stadium Road 453#, Xihu District, Hangzhou City, 310000, Zhejiang Province, China
| | - Min Xu
- Department of Radiology, Hangzhou TCM Hospital Affiliated to Zhejiang Chinese Medical University, Stadium Road 453#, Xihu District, Hangzhou City, 310000, Zhejiang Province, China
| | - Yue Ren
- Department of Radiology, Hangzhou TCM Hospital Affiliated to Zhejiang Chinese Medical University, Stadium Road 453#, Xihu District, Hangzhou City, 310000, Zhejiang Province, China
| | - Luping Zhang
- Department of Radiology, Hangzhou TCM Hospital Affiliated to Zhejiang Chinese Medical University, Stadium Road 453#, Xihu District, Hangzhou City, 310000, Zhejiang Province, China.
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11
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Pongkunakorn T, Manosan T, Surawit A, Ophakas S, Mongkolsucharitkul P, Pumeiam S, Suta S, Pinsawas B, Sookrung N, Saelim N, Mahasongkram K, Prangtaworn P, Tungtrongchitr A, Tangjittipokin W, Mangmee S, Boonnak K, Narkdontri T, Teerawattanapong N, Wanitphadeedecha R, Mayurasakorn K. Immune Response after SARS-CoV-2 Infection with Residual Post-COVID Symptoms. Vaccines (Basel) 2023; 11:1413. [PMID: 37766091 PMCID: PMC10535557 DOI: 10.3390/vaccines11091413] [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: 07/19/2023] [Revised: 08/17/2023] [Accepted: 08/21/2023] [Indexed: 09/29/2023] Open
Abstract
Many patients develop post-acute COVID syndrome (long COVID (LC)). We compared the immune response of LC and individuals with post-COVID full recovery (HC) during the Omicron pandemic. Two hundred ninety-two patients with confirmed COVID infections from January to May 2022 were enrolled. We observed anti-SARS-CoV-2 receptor-binding domain immunoglobulin G, surrogate virus neutralization test, T cell subsets, and neutralizing antibodies against Wuhan, BA.1, and BA.5 viruses (NeuT). NeuT was markedly reduced against BA.1 and BA.5 in HC and LC groups, while antibodies were more sustained with three doses and an updated booster shot than ≤2-dose vaccinations. The viral neutralization ability declined at >84-days after COVID-19 onset (PC) in both groups. PD1-expressed central and effector memory CD4+ T cells, and central memory CD8+ T cells were reduced in the first months PC in LC. Therefore, booster vaccines may be required sooner after the most recent infection to rescue T cell function for people with symptomatic LC.
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Affiliation(s)
- Tanyaporn Pongkunakorn
- Siriraj Population Health and Nutrition Research Group, Research Department, Faculty of Medicine Siriraj Hospital, Mahidol University, Bangkok 10700, Thailand; (T.P.); (T.M.); (A.S.); (S.O.); (P.M.); (S.P.); (S.S.); (B.P.)
| | - Thamonwan Manosan
- Siriraj Population Health and Nutrition Research Group, Research Department, Faculty of Medicine Siriraj Hospital, Mahidol University, Bangkok 10700, Thailand; (T.P.); (T.M.); (A.S.); (S.O.); (P.M.); (S.P.); (S.S.); (B.P.)
| | - Apinya Surawit
- Siriraj Population Health and Nutrition Research Group, Research Department, Faculty of Medicine Siriraj Hospital, Mahidol University, Bangkok 10700, Thailand; (T.P.); (T.M.); (A.S.); (S.O.); (P.M.); (S.P.); (S.S.); (B.P.)
| | - Suphawan Ophakas
- Siriraj Population Health and Nutrition Research Group, Research Department, Faculty of Medicine Siriraj Hospital, Mahidol University, Bangkok 10700, Thailand; (T.P.); (T.M.); (A.S.); (S.O.); (P.M.); (S.P.); (S.S.); (B.P.)
| | - Pichanun Mongkolsucharitkul
- Siriraj Population Health and Nutrition Research Group, Research Department, Faculty of Medicine Siriraj Hospital, Mahidol University, Bangkok 10700, Thailand; (T.P.); (T.M.); (A.S.); (S.O.); (P.M.); (S.P.); (S.S.); (B.P.)
| | - Sureeporn Pumeiam
- Siriraj Population Health and Nutrition Research Group, Research Department, Faculty of Medicine Siriraj Hospital, Mahidol University, Bangkok 10700, Thailand; (T.P.); (T.M.); (A.S.); (S.O.); (P.M.); (S.P.); (S.S.); (B.P.)
| | - Sophida Suta
- Siriraj Population Health and Nutrition Research Group, Research Department, Faculty of Medicine Siriraj Hospital, Mahidol University, Bangkok 10700, Thailand; (T.P.); (T.M.); (A.S.); (S.O.); (P.M.); (S.P.); (S.S.); (B.P.)
| | - Bonggochpass Pinsawas
- Siriraj Population Health and Nutrition Research Group, Research Department, Faculty of Medicine Siriraj Hospital, Mahidol University, Bangkok 10700, Thailand; (T.P.); (T.M.); (A.S.); (S.O.); (P.M.); (S.P.); (S.S.); (B.P.)
| | - Nitat Sookrung
- Center of Research Excellence on Therapeutic Proteins and Antibody Engineering, Department of Parasitology, Faculty of Medicine Siriraj Hospital, Mahidol University, Bangkok 10700, Thailand; (N.S.); (N.S.); (K.M.); (P.P.); (A.T.)
| | - Nawannaporn Saelim
- Center of Research Excellence on Therapeutic Proteins and Antibody Engineering, Department of Parasitology, Faculty of Medicine Siriraj Hospital, Mahidol University, Bangkok 10700, Thailand; (N.S.); (N.S.); (K.M.); (P.P.); (A.T.)
| | - Kodchakorn Mahasongkram
- Center of Research Excellence on Therapeutic Proteins and Antibody Engineering, Department of Parasitology, Faculty of Medicine Siriraj Hospital, Mahidol University, Bangkok 10700, Thailand; (N.S.); (N.S.); (K.M.); (P.P.); (A.T.)
| | - Pannathee Prangtaworn
- Center of Research Excellence on Therapeutic Proteins and Antibody Engineering, Department of Parasitology, Faculty of Medicine Siriraj Hospital, Mahidol University, Bangkok 10700, Thailand; (N.S.); (N.S.); (K.M.); (P.P.); (A.T.)
| | - Anchalee Tungtrongchitr
- Center of Research Excellence on Therapeutic Proteins and Antibody Engineering, Department of Parasitology, Faculty of Medicine Siriraj Hospital, Mahidol University, Bangkok 10700, Thailand; (N.S.); (N.S.); (K.M.); (P.P.); (A.T.)
| | - Watip Tangjittipokin
- Department of Immunology, Faculty of Medicine Siriraj Hospital, Mahidol University, Bangkok 10700, Thailand; (W.T.); (S.M.); (K.B.)
| | - Suthee Mangmee
- Department of Immunology, Faculty of Medicine Siriraj Hospital, Mahidol University, Bangkok 10700, Thailand; (W.T.); (S.M.); (K.B.)
| | - Kobporn Boonnak
- Department of Immunology, Faculty of Medicine Siriraj Hospital, Mahidol University, Bangkok 10700, Thailand; (W.T.); (S.M.); (K.B.)
| | - Tassanee Narkdontri
- Research Department, Faculty of Medicine Siriraj Hospital, Mahidol University, Bangkok 10700, Thailand; (T.N.); (N.T.)
| | - Nipaporn Teerawattanapong
- Research Department, Faculty of Medicine Siriraj Hospital, Mahidol University, Bangkok 10700, Thailand; (T.N.); (N.T.)
| | - Rungsima Wanitphadeedecha
- Department of Dermatology, Faculty of Medicine Siriraj Hospital, Mahidol University, Bangkok 10700, Thailand;
| | - Korapat Mayurasakorn
- Siriraj Population Health and Nutrition Research Group, Research Department, Faculty of Medicine Siriraj Hospital, Mahidol University, Bangkok 10700, Thailand; (T.P.); (T.M.); (A.S.); (S.O.); (P.M.); (S.P.); (S.S.); (B.P.)
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