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Sun X, DeShazo JP, Anatale-Tardiff L, Di Fusco M, Allen KE, Porter TM, Coetzer H, Lopez SMC, Puzniak L, Cappelleri JC. Latent class analysis of post-acute sequelae of SARS-CoV-2 infection. J Biopharm Stat 2024:1-16. [PMID: 39550613 DOI: 10.1080/10543406.2024.2424844] [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: 06/26/2023] [Accepted: 10/25/2024] [Indexed: 11/18/2024]
Abstract
Symptoms post-SARS-CoV-2 infection may persist for months and cause significant impairment and impact to quality of life. Acute symptoms of SARS-CoV-2 infection are well studied, yet data on clusters of symptoms over time, or post-acute sequelae of SARS-CoV-2 infection (PASC), are limited. We aim to characterize PASC phenotypes by identifying symptom clusters over a six-month period following infection in individuals vaccinated (boosted and not) and those unvaccinated. Subjects with ≥1 self-reported symptom and positive RT-PCR for SARS-CoV-2 at CVS Health US test sites were recruited between January and April 2022. Patient-reported outcomes symptoms, health-related quality of life (HRQoL), work productivity and activity impairment (WPAI) were captured at 1 month, 3 months, and 6 months post-acute infection. Phenotypes of PASC were determined based on subject matter knowledge and balanced consideration of statistical criteria (lower AIC, lower BIC, and adequate entropy) and interpretability. Generalized estimation equation approach was used to investigate relationship between QoL, WPAI and number of symptoms and identified phenotypes, and relationship between phenotypes and vaccination status as well. LCA identified three phenotypes that are primarily differentiated by number of symptoms. These three phenotypes remained consistent across time periods. Subjects with more symptoms were associated with lower HRQoL, and worse WPAI scores. Vaccinated individuals were more likely to be in the low symptom burden latent classes at all time points compared to unvaccinated individuals.
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Affiliation(s)
- Xiaowu Sun
- Real World Evidence, CVS Health, Woonsocket, Rhode Island, USA
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Zhao C, Wang Y, Hou J, Xin M, Jiang Q, Han M, Li X, Shen Y, Wang X, Wang M, Jin Y. Brain magnetic resonance imaging findings in children with neurological complications of coronavirus disease 2019 (Omicron variant): a multicenter retrospective observational study. Pediatr Radiol 2024; 54:1012-1021. [PMID: 38538753 DOI: 10.1007/s00247-024-05908-6] [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: 11/03/2023] [Revised: 03/07/2024] [Accepted: 03/08/2024] [Indexed: 05/24/2024]
Abstract
BACKGROUND An increasing rate of encephalopathy associated with coronavirus disease 2019 (COVID-19) has been observed among children. However, the literature on neuroimaging data in children with COVID-19 is limited. OBJECTIVE To analyze brain magnetic resonance imaging (MRI) of pediatric COVID-19 patients with neurological complications. MATERIALS AND METHODS This multicenter retrospective observational study analyzed clinical (n=102, 100%) and neuroimaging (n=93, 91.2%) data of 102 children with COVID-19 infections and comorbid acute neurological symptoms. These children were hospitalized at five pediatric intensive care units (PICUs) in China between December 1, 2022, and January 31, 2023. RESULTS All patients were positive for severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) as detected via reverse transcriptase polymerase chain reaction. About 75.7% of the children were infected with the Omicron variant BF.7 strain. Brain MRI was performed 1-12 days following the onset of neurological symptoms, which revealed acute neuroimaging findings in 74.2% (69/93) of cases, including evidence of acute necrotizing encephalopathy (33/69, 47.8%), encephalitis (31/69, 44.9%), reversible splenial lesion syndrome (3/69, 4.3%), reversible posterior leukoencephalopathy (1/69, 1.4%), and hippocampal atrophy (1/69, 1.4%). CONCLUSIONS Overall, these data highlighted five neuroimaging patterns associated with the outbreak of the SARS-CoV-2 Omicron variant, with acute necrotizing encephalopathy being the most common of these neuroimaging findings. Rarely, the brain MRI of these pediatric COVID-19 patients also demonstrate hippocampal atrophy.
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Affiliation(s)
- Chun Zhao
- Department of Pediatric Intensive Care Unit, Shandong Provincial Hospital Affiliated to Shandong First Medical University, Jinan, Shandong Province, People's Republic of China
| | - Yujuan Wang
- Department of Pediatric Intensive Care Unit, Shandong Provincial Hospital Affiliated to Shandong First Medical University, Jinan, Shandong Province, People's Republic of China
| | - Jian Hou
- Department of Pediatrics, Zibo Maternal and Child Health Care Hospital, Zibo, Shandong Province, People's Republic of China
| | - Meiyun Xin
- Department of Pediatrics, Affiliated Hospital of Jining Medical University, Jining, Shandong Province, People's Republic of China
| | - Qin Jiang
- Department of Pediatric Intensive Care Unit, Qilu Children's Hospital of Shangdong University, Jinan, Shandong Province, People's Republic of China
| | - Mingying Han
- Department of Pediatrics, Linyi People's Hospital, Linyi, Shandong Province, People's Republic of China
| | - Xiaomei Li
- Department of Pediatric Intensive Care Unit, Binzhou Medical University Hospital, Binzhou, Shandong Province, People's Republic of China
| | - Yelong Shen
- Department of Radiology, Shandong Provincial Hospital Affiliated to Shandong First Medical University, Jinan, Shandong Province, People's Republic of China
| | - Ximing Wang
- Department of Radiology, Shandong Provincial Hospital Affiliated to Shandong First Medical University, Jinan, Shandong Province, People's Republic of China
| | - Mo Wang
- Shandong Provincial Hospital Affiliated to Shandong First Medical University, Jinan, Shandong Province, People's Republic of China
| | - Youpeng Jin
- Department of Pediatric Intensive Care Unit, Shandong Provincial Hospital Affiliated to Shandong First Medical University, Jinan, Shandong Province, People's Republic of China.
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Rodríguez-Ramírez KT, Norte-Muñoz M, Lucas-Ruiz F, Gallego-Ortega A, Calzaferri F, García-Bernal D, Martínez CM, Galindo-Romero C, de los Ríos C, Vidal-Sanz M, Agudo-Barriuso M. Retinal response to systemic inflammation differs between sexes and neurons. Front Immunol 2024; 15:1340013. [PMID: 38384465 PMCID: PMC10880026 DOI: 10.3389/fimmu.2024.1340013] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/17/2023] [Accepted: 01/23/2024] [Indexed: 02/23/2024] Open
Abstract
Background Neurological dysfunction and glial activation are common in severe infections such as sepsis. There is a sexual dimorphism in the response to systemic inflammation in both patients and animal models, but there are few comparative studies. Here, we investigate the effect of systemic inflammation induced by intraperitoneal administration of lipopolysaccharide (LPS) on the retina of male and female mice and determine whether antagonism of the NLRP3 inflammasome and the extrinsic pathway of apoptosis have protective effects on the retina. Methods A single intraperitoneal injection of LPS (5 mg/kg) was administered to two months old C57BL/6J male and female mice. Retinas were examined longitudinally in vivo using electroretinography and spectral domain optical coherence tomography. Retinal ganglion cell (RGC) survival and microglial activation were analysed in flat-mounts. Retinal extracts were used for flow cytometric analysis of CD45 and CD11b positive cells. Matched plasma and retinal levels of proinflammatory cytokines were measured by ELISA. Retinal function and RGC survival were assessed in animals treated with P2X7R and TNFR1 antagonists alone or in combination. Results In LPS-treated animals of both sexes, there was transient retinal dysfunction, loss of vision-forming but not non-vision forming RGCs, retinal swelling, microglial activation, cell infiltration, and increases in TNF and IL-1β. Compared to females, males showed higher vision-forming RGC death, slower functional recovery, and overexpression of lymphotoxin alpha in their retinas. P2X7R and TNFR1 antagonism, alone or in combination, rescued vision-forming RGCs. P2X7R antagonism also rescued retinal function. Response to treatment was better in females than in males. Conclusions Systemic LPS has neuronal and sex-specific adverse effects in the mouse retina, which are counteracted by targeting the NLRP3 inflammasome and the extrinsic pathway of apoptosis. Our results highlight the need to analyse males and females in preclinical studies of inflammatory diseases affecting the central nervous system.
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Affiliation(s)
- Kristy T. Rodríguez-Ramírez
- Grupo de Investigación Oftalmología Experimental, Departamento de Oftalmología, Optometría, Otorrinolaringología y Anatomía Patológica, Facultad de Medicina, Universidad de Murcia, Instituto Murciano de Investigación Biosanitaria (IMIB), Murcia, Spain
| | - María Norte-Muñoz
- Grupo de Investigación Oftalmología Experimental, Departamento de Oftalmología, Optometría, Otorrinolaringología y Anatomía Patológica, Facultad de Medicina, Universidad de Murcia, Instituto Murciano de Investigación Biosanitaria (IMIB), Murcia, Spain
| | - Fernando Lucas-Ruiz
- Grupo de Investigación Oftalmología Experimental, Departamento de Oftalmología, Optometría, Otorrinolaringología y Anatomía Patológica, Facultad de Medicina, Universidad de Murcia, Instituto Murciano de Investigación Biosanitaria (IMIB), Murcia, Spain
| | - Alejandro Gallego-Ortega
- Grupo de Investigación Oftalmología Experimental, Departamento de Oftalmología, Optometría, Otorrinolaringología y Anatomía Patológica, Facultad de Medicina, Universidad de Murcia, Instituto Murciano de Investigación Biosanitaria (IMIB), Murcia, Spain
| | - Francesco Calzaferri
- Instituto-Fundación Teófilo Hernando and Departamento de Farmacología, Facultad de Medicina, Universidad Autónoma de Madrid, Madrid, Spain
| | - David García-Bernal
- Grupo de Trasplante Hematopoyético y Terapia Celular, Departamento de Bioquímica y Biología Molecular B e Inmunología, Facultad de Medicina, Universidad de Murcia, Instituto Murciano de Investigación Biosanitaria (IMIB), Murcia, Spain
| | - Carlos M. Martínez
- Plataforma de Patología, Instituto Murciano de Investigación Biosanitaria (IMIB), Murcia, Spain
| | - Caridad Galindo-Romero
- Grupo de Investigación Oftalmología Experimental, Departamento de Oftalmología, Optometría, Otorrinolaringología y Anatomía Patológica, Facultad de Medicina, Universidad de Murcia, Instituto Murciano de Investigación Biosanitaria (IMIB), Murcia, Spain
| | - Cristóbal de los Ríos
- Instituto-Fundación Teófilo Hernando and Departamento de Farmacología, Facultad de Medicina, Universidad Autónoma de Madrid, Madrid, Spain
- Departamento de Ciencias Básicas de la Salud, Universidad Rey Juan Carlos, Alcorcón, Spain
| | - Manuel Vidal-Sanz
- Grupo de Investigación Oftalmología Experimental, Departamento de Oftalmología, Optometría, Otorrinolaringología y Anatomía Patológica, Facultad de Medicina, Universidad de Murcia, Instituto Murciano de Investigación Biosanitaria (IMIB), Murcia, Spain
| | - Marta Agudo-Barriuso
- Grupo de Investigación Oftalmología Experimental, Departamento de Oftalmología, Optometría, Otorrinolaringología y Anatomía Patológica, Facultad de Medicina, Universidad de Murcia, Instituto Murciano de Investigación Biosanitaria (IMIB), Murcia, Spain
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Paradiso B, Limback C, Su T, Liao W, Mpotsaris A. Editorial: An update on neurological disorders post COVID-19 infection. Front Neurol 2023; 14:1229843. [PMID: 37521288 PMCID: PMC10374834 DOI: 10.3389/fneur.2023.1229843] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/27/2023] [Accepted: 07/03/2023] [Indexed: 08/01/2023] Open
Affiliation(s)
- Beatrice Paradiso
- Department of Biomedical, Surgical and Dental Sciences, Faculty of Medicine and Surgery, Lino Rossi Research Center, University of Milan, Milan, Italy
- Anatomic Pathology Unit, Dolo Hospital Venice, Venice, Italy
| | - Clara Limback
- Department of Neuropathology and Ocular Pathology, Oxford University Hospitals NHS Foundation Trust, Oxford, United Kingdom
| | - Tao Su
- Key Laboratory of Neurogenetics and Channelopathies of Guangdong Province and the Ministry of Education of China, The Second Affiliated Hospital, Institute of Neuroscience, Guangzhou Medical University, Guangzhou, China
| | - Weiping Liao
- Key Laboratory of Neurogenetics and Channelopathies of Guangdong Province and the Ministry of Education of China, The Second Affiliated Hospital, Institute of Neuroscience, Guangzhou Medical University, Guangzhou, China
| | - Anastasios Mpotsaris
- München Hospital, Munich, Germany
- Faculty of Medicine, University Hospital Magdeburg, Magdeburg, Germany
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