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Li X, Tang C, Zhou M, Mi J, Liu J, Han L, Yu X, Zhang X. Characteristics of SARS-CoV-2 variants and potential co-infected pathogens in hospitalized patients based on metagenomic next-generation sequencing. Sci Rep 2025; 15:18923. [PMID: 40442233 PMCID: PMC12122725 DOI: 10.1038/s41598-025-04111-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/22/2025] [Accepted: 05/26/2025] [Indexed: 06/02/2025] Open
Abstract
Metagenomic next-generation sequencing (mNGS) is widely used to diagnose complex infections in hospitalized patients, particularly those associated with COVID-19 which has garnered significant concern over the past five years. To investigate the molecular epidemic of the viral variant and the potential co-infection pathogens, we conducted retrospective mNGS analysis of 254 SARS-CoV-2-positive specimens collected from 200 hospitalized patients between March and September 2023. Phylogenetic analysis of the identified Omicron subvariants showed minimal evolutionary divergence, with no association between sub-lineages and pneumonia severity. Notably, mNGS demonstrated enhanced detection of polymicrobial coinfections, identifying bacterial, fungal, and viral co-pathogens in 92.5% (185/200) of cases. Pneumonia severity was associated with advanced age (proportion of elderly patients: 61.1 vs 78.3%; p = 0.032) and comorbid conditions, particularly diabetes mellitus (OR 2.03, 95% CI 1.03-4.02, p = 0.041), but showed no correlation with SARS-CoV-2 sub-lineages or coinfecting pathogens. While mNGS enhances coinfection diagnosis, COVID-19 outcomes are predominantly driven by host factors rather than Omicron subvariant evolution. Prioritized monitoring of elderly and comorbid individuals remained critical for severe pneumonia management.
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Affiliation(s)
- Xinxin Li
- Department of Infectious Diseases, Research Laboratory of Clinical Virology, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, No.197 Ruijin 2nd Road, Shanghai, 200025, China
| | - Chenyue Tang
- Department of Infectious Diseases, Research Laboratory of Clinical Virology, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, No.197 Ruijin 2nd Road, Shanghai, 200025, China
| | - Min Zhou
- Department of Pulmonary and Critical Care Medcine, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Jianqing Mi
- Shanghai Institute of Hematology, State Key Laboratory of Medical Genomics, National Research Center for Translational Medicine at Shanghai, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shangha, China
| | - Jialin Liu
- Department of Geriatrics, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Lizhong Han
- Department of Laboratory Medicine, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Xiaoqi Yu
- Department of Infectious Diseases, Research Laboratory of Clinical Virology, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, No.197 Ruijin 2nd Road, Shanghai, 200025, China.
| | - Xinxin Zhang
- Department of Infectious Diseases, Research Laboratory of Clinical Virology, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, No.197 Ruijin 2nd Road, Shanghai, 200025, China.
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Azanza JR, González Del Castillo JM, Ferrando R, Molero JM, Soriano A, Peral C, de Lossada A, Bellmunt A, Garí C, Mugwagwa T, López‐Gómez V. Cost-Effectiveness of Nirmatrelvir/Ritonavir in COVID-19 Patients at High-Risk for Progression in Spain. J Med Virol 2025; 97:e70288. [PMID: 40062871 PMCID: PMC11892420 DOI: 10.1002/jmv.70288] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/28/2024] [Revised: 02/06/2025] [Accepted: 02/24/2025] [Indexed: 05/13/2025]
Abstract
The objective was to estimate the cost-effectiveness of nirmatrelvir/ritonavir (NMV/r) in treating adults with COVID-19 at high-risk of developing severe COVID-19 who do not require supplemental oxygen, compared to no treatment, from the Spanish National Health System (NHS) perspective. A decision-tree for the first year followed by a two-state Markov model with annual cycles for a lifetime horizon was developed. A cohort of 1000 high-risk, symptomatic COVID-19 patients entered the decision-tree for each comparator, divided into hospitalized patients, considering their level of care, and outpatients, for whom only symptom duration was considered. Vaccination status of patients and COVID-19-specific mortality for hospitalized patients were considered. NMV/r efficacy in reducing hospitalizations, deaths and symptom days was applied. Patient quality of life and costs were included (€2024). All the parameters and assumptions were validated by experts. The model reported outputs including costs, quality-adjusted life-years (QALYs) and cost per QALY gained. NMV/r was dominant compared to no treatment, with a decrease in cost per patient of €169.69 and an increase in QALYs of 0.05. NMV/r is a dominant option compared to no treatment in high-risk adult patients with symptomatic COVID-19 not requiring supplemental oxygen, from the Spanish NHS perspective.
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Affiliation(s)
| | | | - Raúl Ferrando
- Hospital General Universitario de CastellónCastellón de la PlanaEspaña
| | | | | | | | | | - Alba Bellmunt
- Outcomes’ 10 (a ProductLife Group Company)CastellónSpain
| | - Carla Garí
- Outcomes’ 10 (a ProductLife Group Company)CastellónSpain
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Haeberer M, Mengel M, Fan R, Toquero-Asensio M, Martin-Toribio A, Liu Q, He Y, Uppal S, Rojo-Rello S, Domínguez-Gil M, Hernán-García C, Fernández-Espinilla V, Atwell JE, Sanz JC, Eiros JM, Sanz-Muñoz I. Respiratory Syncytial Virus Risk Profile in Hospitalized Infants and Comparison with Influenza and COVID-19 Controls in Valladolid, Spain, 2010-2022. Infect Dis Ther 2024; 13:2395-2413. [PMID: 39395922 PMCID: PMC11499554 DOI: 10.1007/s40121-024-01058-2] [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: 07/24/2024] [Accepted: 09/17/2024] [Indexed: 10/14/2024] Open
Abstract
INTRODUCTION We aimed to describe the risk profile of RSV infections among children aged ≤ 24 months in Valladolid from January 2010 to August 2022 and to compare them with influenza and COVID-19 controls. METHODS We conducted a retrospective cohort study of all laboratory-confirmed RSV, influenza, and COVID-19 infections. We analyzed risk factors for RSV hospitalization and severity (length-of-stay ≥ 8 days, intensive-care-unit admission, in-hospital death or readmission < 30 days) and compared severity between hospitalized RSV patients vs. influenza and COVID-19 controls using multivariable logistic regression models. RESULTS We included 1507 patients with RSV (1274 inpatient), 32 with influenza, and 52 COVID-19 controls. Hospitalized RSV (mean age 5.3 months) and COVID-19 (4 months) were younger than influenza (9.1 months) patients. Sixteen percent of patients had RSV within the first month of life. Most infants did not have comorbidities (74% RSV, 56% influenza, and 69% COVID-19). Forty-one percent of patients with RSV and influenza were coinfected vs. 27% COVID-19 (p = 0.04). Among RSV, hospitalization risk factors were prematurity (adjusted OR 3.11 [95% CI 1.66, 4.44]) and coinfection (2.03 [1.45, 2.85]). Risks for higher severity were maternal smoking (1.89 [1.07, 3.33]), prematurity (2.31 [1.59, 3.34]), chronic lung disease (2.20 [1.06, 4.58]), neurodevelopmental condition (4.28 [2.10, 8.73]), and coinfection (2.67 [2.09, 3.40]). Breastfeeding was protective against hospitalization (0.87 [0.80, 0.95]) and severity (0.81 [0.74, 0.88]), while complete vaccination schedule was protective against severity (0.51 [0.27, 0.97]). RSV had 2.47 (1.03, 5.96) higher risk of experiencing any severe outcome compared to influenza and did not show significant differences vs. COVID-19. CONCLUSIONS RSV hospitalizations were more frequent and severe than influenza, while severity was comparable to the early pandemic COVID-19. Currently, both influenza and COVID-19 vaccines are included in the maternal and childhood Spanish immunization schedule between the ages of 6 and 59 months. RSV monoclonal antibody is recommended for ≤ 6 months but a third of patients were aged 6-24 months. Maternal RSV vaccination can protect their children directly from birth and indirectly through breastfeeding.
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Affiliation(s)
| | | | - Rong Fan
- Pfizer SLU/Inc, Av Europa 20B, 28108, Madrid, Spain
| | - Marina Toquero-Asensio
- National Influenza Centre, Valladolid, Spain
- Instituto de Estudios de Ciencias de La Salud de Castilla y León, ICSCYL, Soria, Spain
| | | | - Qing Liu
- Pfizer SLU/Inc, Av Europa 20B, 28108, Madrid, Spain
| | - Yongzheng He
- Pfizer SLU/Inc, Av Europa 20B, 28108, Madrid, Spain
| | - Sonal Uppal
- Pfizer SLU/Inc, Av Europa 20B, 28108, Madrid, Spain
| | - Silvia Rojo-Rello
- National Influenza Centre, Valladolid, Spain
- Hospital Clínico Universitario de Valladolid, Valladolid, Spain
| | - Marta Domínguez-Gil
- National Influenza Centre, Valladolid, Spain
- Hospital Clínico Universitario de Valladolid, Valladolid, Spain
| | - Cristina Hernán-García
- National Influenza Centre, Valladolid, Spain
- Hospital Clínico Universitario de Valladolid, Valladolid, Spain
| | | | | | - Javier Castrodeza Sanz
- National Influenza Centre, Valladolid, Spain
- Hospital Clínico Universitario de Valladolid, Valladolid, Spain
- Universidad de Valladolid, Valladolid, Spain
| | - José M Eiros
- National Influenza Centre, Valladolid, Spain
- Hospital Clínico Universitario de Valladolid, Valladolid, Spain
- Universidad de Valladolid, Valladolid, Spain
| | - Ivan Sanz-Muñoz
- National Influenza Centre, Valladolid, Spain
- Instituto de Estudios de Ciencias de La Salud de Castilla y León, ICSCYL, Soria, Spain
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Haeberer M, Mengel M, Fan R, Toquero-Asensio M, Martin-Toribio A, Liu Q, He Y, Uppal S, Rojo-Rello S, Domínguez-Gil M, Hernán-García C, Fernández-Espinilla V, Liang C, Begier E, Castrodeza Sanz J, Eiros JM, Sanz-Muñoz I. RSV Risk Profile in Hospitalized Adults and Comparison with Influenza and COVID-19 Controls in Valladolid, Spain, 2010-2022. Infect Dis Ther 2024; 13:1983-1999. [PMID: 39033476 PMCID: PMC11343947 DOI: 10.1007/s40121-024-01021-1] [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: 06/10/2024] [Accepted: 07/03/2024] [Indexed: 07/23/2024] Open
Abstract
INTRODUCTION We aimed to describe the risk profile of respiratory syncytial virus (RSV) infections among adults ≥ 60 years in Valladolid from January 2010 to August 2022, and to compare them with influenza and COVID-19 controls. METHODS This was a retrospective cohort study of all laboratory-confirmed RSV infections identified in centralized microbiology database during a 12-year period. We analyzed risk factors for RSV hospitalization and severity (length of stay, intensive care unit admission, in-hospital death or readmission < 30 days) and compared severity between RSV patients vs. influenza and COVID-19 controls using multivariable logistic regression models. RESULTS We included 706 RSV patients (635 inpatients and 71 outpatients), and 598 influenza and 60 COVID-19 hospitalized controls with comparable sociodemographic profile. Among RSV patients, 96 (15%) had a subtype identified: 56% A, 42% B, and 2% A + B. Eighty-one percent of RSV patients had cardiovascular conditions, 65% endocrine/metabolic, 46% chronic lung, and 43% immunocompromising conditions. Thirty-six percent were coinfected (vs. 21% influenza and 20% COVID-19; p = < .0001 and 0.01). Ninety-two percent had signs of lower respiratory infection (vs. 85% influenza and 72% COVID-19, p = < .0001) and 27% cardiovascular signs (vs. 20% influenza and 8% COVID-19, p = 0.0031 and 0.0009). Laboratory parameters of anemia, inflammation, and hypoxemia were highest in RSV. Among RSV, being a previous smoker (adjusted OR 2.81 [95% CI 1.01, 7.82]), coinfection (4.34 [2.02, 9.34]), and having cardiovascular (3.79 [2.17, 6.62]), neurologic (2.20 [1.09, 4.46]), or chronic lung (1.93 [1.11, 3.38]) diseases were risks for hospitalization. Being resident in care institutions (1.68 [1.09, 2.61]) or having a coinfection (1.91[1.36, 2.69]) were risks for higher severity, while RSV subtype was not associated with severity. Whereas RSV and influenza patients did not show differences in severity, RSV patients had 68% (38-84%) lower odds of experiencing any severe outcome compared to COVID-19. CONCLUSIONS RSV especially affects those with comorbidities, coinfections, and living in care institutions. RSV vaccination could have an important public health impact in this population.
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Affiliation(s)
- Mariana Haeberer
- Pfizer SLU, Av Europa 20B, 28108, Madrid, Spain.
- Pfizer Inc, Collegeville, USA.
| | | | | | - Marina Toquero-Asensio
- National Influenza Centre, Valladolid, Spain
- Instituto de Estudios de Ciencias de la Salud de Castilla y León, ICSCYL, Soria, Spain
| | | | | | | | | | - Silvia Rojo-Rello
- National Influenza Centre, Valladolid, Spain
- Hospital Clínico Universitario de Valladolid, Valladolid, Spain
| | - Marta Domínguez-Gil
- National Influenza Centre, Valladolid, Spain
- Hospital Clínico Universitario de Valladolid, Valladolid, Spain
| | - Cristina Hernán-García
- National Influenza Centre, Valladolid, Spain
- Hospital Clínico Universitario de Valladolid, Valladolid, Spain
| | | | | | | | - Javier Castrodeza Sanz
- National Influenza Centre, Valladolid, Spain
- Hospital Clínico Universitario de Valladolid, Valladolid, Spain
| | - José M Eiros
- National Influenza Centre, Valladolid, Spain
- Hospital Clínico Universitario de Valladolid, Valladolid, Spain
| | - Ivan Sanz-Muñoz
- Instituto de Estudios de Ciencias de la Salud de Castilla y León, ICSCYL, Soria, Spain
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