Skip to main content
Top
Published in: BMC Pediatrics 1/2024

Open Access 01-12-2024 | Post-COVID Syndrome | Research

Evaluation of disease severity and prediction of severe cases in children hospitalized with influenza A (H1N1) infection during the post-COVID-19 era: a multicenter retrospective study

Authors: Hai-Feng Liu, Xiao-Zhong Hu, Rong-Wei Huang, Zheng-Hong Guo, Jin-Rong Gao, Mei Xiang, Rui Lu, Deng Ban, Cong-Yun Liu, Ya-Yu Wang, Wang Li, Yin Li, Yun-Jie Guo, Quan Lu, Hong-Min Fu

Published in: BMC Pediatrics | Issue 1/2024

Login to get access

Abstract

Background

The rebound of influenza A (H1N1) infection in post-COVID-19 era recently attracted enormous attention due the rapidly increased number of pediatric hospitalizations and the changed characteristics compared to classical H1N1 infection in pre-COVID-19 era. This study aimed to evaluate the clinical characteristics and severity of children hospitalized with H1N1 infection during post-COVID-19 period, and to construct a novel prediction model for severe H1N1 infection.

Methods

A total of 757 pediatric H1N1 inpatients from nine tertiary public hospitals in Yunnan and Shanghai, China, were retrospectively included, of which 431 patients diagnosed between February 2023 and July 2023 were divided into post-COVID-19 group, while the remaining 326 patients diagnosed between November 2018 and April 2019 were divided into pre-COVID-19 group. A 1:1 propensity-score matching (PSM) was adopted to balance demographic differences between pre- and post-COVID-19 groups, and then compared the severity across these two groups based on clinical and laboratory indicators. Additionally, a subgroup analysis in the original post-COVID-19 group (without PSM) was performed to investigate the independent risk factors for severe H1N1 infection in post-COIVD-19 era. Specifically, Least Absolute Shrinkage and Selection Operator (LASSO) regression was applied to select candidate predictors, and logistic regression was used to further identify independent risk factors, thus establishing a prediction model. Receiver operating characteristic (ROC) curve and calibration curve were utilized to assess discriminative capability and accuracy of the model, while decision curve analysis (DCA) was used to determine the clinical usefulness of the model.

Results

After PSM, the post-COVID-19 group showed longer fever duration, higher fever peak, more frequent cough and seizures, as well as higher levels of C-reactive protein (CRP), interleukin 6 (IL-6), IL-10, creatine kinase-MB (CK-MB) and fibrinogen, higher mechanical ventilation rate, longer length of hospital stay (LOS), as well as higher proportion of severe H1N1 infection (all P < 0.05), compared to the pre-COVID-19 group. Moreover, age, BMI, fever duration, leucocyte count, lymphocyte proportion, proportion of CD3+ T cells, tumor necrosis factor α (TNF-α), and IL-10 were confirmed to be independently associated with severe H1N1 infection in post-COVID-19 era. A prediction model integrating these above eight variables was established, and this model had good discrimination, accuracy, and clinical practicability.

Conclusions

Pediatric H1N1 infection during post-COVID-19 era showed a higher overall disease severity than the classical H1N1 infection in pre-COVID-19 period. Meanwhile, cough and seizures were more prominent in children with H1N1 infection during post-COVID-19 era. Clinicians should be aware of these changes in such patients in clinical work. Furthermore, a simple and practical prediction model was constructed and internally validated here, which showed a good performance for predicting severe H1N1 infection in post-COVID-19 era.

Graphical Abstract

Literature
1.
go back to reference Somes MP, Turner RM, Dwyer LJ, Newall AT. Estimating the annual attack rate of seasonal influenza among unvaccinated individuals: a systematic review and meta-analysis. Vaccine. 2018;36(23):3199–207.CrossRefPubMed Somes MP, Turner RM, Dwyer LJ, Newall AT. Estimating the annual attack rate of seasonal influenza among unvaccinated individuals: a systematic review and meta-analysis. Vaccine. 2018;36(23):3199–207.CrossRefPubMed
2.
go back to reference Wang X, Li Y, O’Brien KL, Madhi SA, Widdowson MA, Byass P, Omer SB, Abbas Q, Ali A, Amu A, et al. Global burden of respiratory infections associated with seasonal influenza in children under 5 years in 2018: a systematic review and modelling study. Lancet Glob Health. 2020;8(4):e497–510.CrossRefPubMedPubMedCentral Wang X, Li Y, O’Brien KL, Madhi SA, Widdowson MA, Byass P, Omer SB, Abbas Q, Ali A, Amu A, et al. Global burden of respiratory infections associated with seasonal influenza in children under 5 years in 2018: a systematic review and modelling study. Lancet Glob Health. 2020;8(4):e497–510.CrossRefPubMedPubMedCentral
3.
go back to reference ÓhAiseadha C, Quinn GA, Connolly R, Wilson A, Connolly M, Soon W, Hynds P. Unintended consequences of COVID-19 non-pharmaceutical interventions (NPIs) for population health and health inequalities. Int J Env Res Pub Health. 2023;20(7):5223.CrossRef ÓhAiseadha C, Quinn GA, Connolly R, Wilson A, Connolly M, Soon W, Hynds P. Unintended consequences of COVID-19 non-pharmaceutical interventions (NPIs) for population health and health inequalities. Int J Env Res Pub Health. 2023;20(7):5223.CrossRef
4.
go back to reference Chan CP, Wong NS, Leung CC, Lee SS. Positive impact of measures against COVID-19 on reducing influenza in the Northern Hemisphere. J Travel Med. 2020;27:27(8).CrossRef Chan CP, Wong NS, Leung CC, Lee SS. Positive impact of measures against COVID-19 on reducing influenza in the Northern Hemisphere. J Travel Med. 2020;27:27(8).CrossRef
5.
go back to reference Lee SS, Viboud C, Petersen E. Understanding the rebound of influenza in the post COVID-19 pandemic period holds important clues for epidemiology and control. Int J Infect Dis. 2022;122:1002–4.CrossRefPubMedPubMedCentral Lee SS, Viboud C, Petersen E. Understanding the rebound of influenza in the post COVID-19 pandemic period holds important clues for epidemiology and control. Int J Infect Dis. 2022;122:1002–4.CrossRefPubMedPubMedCentral
6.
go back to reference Cohen R, Levy C, Rybak A, Angoulvant F, Ouldali N, Grimprel E. Immune debt: recrudescence of disease and confirmation of a contested concept. Infect Dis Now. 2023;53(2):104638.CrossRefPubMed Cohen R, Levy C, Rybak A, Angoulvant F, Ouldali N, Grimprel E. Immune debt: recrudescence of disease and confirmation of a contested concept. Infect Dis Now. 2023;53(2):104638.CrossRefPubMed
7.
go back to reference Rybak A, Levy C, Angoulvant F, Auvrignon A, Gembara P, Danis K, Vaux S, Levy-Bruhl D, van der Werf S, Béchet S, et al. Association of nonpharmaceutical interventions during the COVID-19 pandemic with invasive pneumococcal disease, pneumococcal carriage, and respiratory viral infections among children in France. Jama Netw Open. 2022;5(6):e2218959.CrossRefPubMedPubMedCentral Rybak A, Levy C, Angoulvant F, Auvrignon A, Gembara P, Danis K, Vaux S, Levy-Bruhl D, van der Werf S, Béchet S, et al. Association of nonpharmaceutical interventions during the COVID-19 pandemic with invasive pneumococcal disease, pneumococcal carriage, and respiratory viral infections among children in France. Jama Netw Open. 2022;5(6):e2218959.CrossRefPubMedPubMedCentral
8.
go back to reference Kandeel A, Fahim M, Deghedy O, Roshdy WH, Khalifa MK, Shesheny RE, Kandeil A, Naguib A, Afifi S, Mohsen A, et al. Resurgence of influenza and respiratory syncytial virus in Egypt following two years of decline during the COVID-19 pandemic: outpatient clinic survey of infants and children, October 2022. BMC Public Health. 2023;23(1):1067.CrossRefPubMedPubMedCentral Kandeel A, Fahim M, Deghedy O, Roshdy WH, Khalifa MK, Shesheny RE, Kandeil A, Naguib A, Afifi S, Mohsen A, et al. Resurgence of influenza and respiratory syncytial virus in Egypt following two years of decline during the COVID-19 pandemic: outpatient clinic survey of infants and children, October 2022. BMC Public Health. 2023;23(1):1067.CrossRefPubMedPubMedCentral
9.
go back to reference Hoy G, Maier HE, Kuan G, Sánchez N, López R, Meyers A, Plazaola M, Ojeda S, Balmaseda A, Gordon A. Increased influenza severity in children in the wake of SARS-CoV-2. Influenza Other Resp. 2023;17(7):e13178.CrossRef Hoy G, Maier HE, Kuan G, Sánchez N, López R, Meyers A, Plazaola M, Ojeda S, Balmaseda A, Gordon A. Increased influenza severity in children in the wake of SARS-CoV-2. Influenza Other Resp. 2023;17(7):e13178.CrossRef
10.
go back to reference Fu D, He G, Li H, Tan H, Ji X, Lin Z, Hu J, Liu T, Xiao J, Liang X, et al. Effectiveness of COVID-19 vaccination against SARS-CoV-2 Omicron variant infection and symptoms - China, December 2022-February 2023. China CDC Wkly. 2023;5(17):369–73.CrossRefPubMedPubMedCentral Fu D, He G, Li H, Tan H, Ji X, Lin Z, Hu J, Liu T, Xiao J, Liang X, et al. Effectiveness of COVID-19 vaccination against SARS-CoV-2 Omicron variant infection and symptoms - China, December 2022-February 2023. China CDC Wkly. 2023;5(17):369–73.CrossRefPubMedPubMedCentral
11.
go back to reference Global Burden of Disease Long COVID Collaborators, Wulf HS, Abbafati C, Aerts JG, Al-Aly Z, Ashbaugh C, Ballouz T, Blyuss O, Bobkova P, Bonsel G, et al. Estimated global proportions of individuals with persistent fatigue, cognitive, and respiratory symptom clusters following symptomatic COVID-19 in 2020 and 2021. JAMA. 2022;328(16):1604–15.CrossRefPubMedCentral Global Burden of Disease Long COVID Collaborators, Wulf HS, Abbafati C, Aerts JG, Al-Aly Z, Ashbaugh C, Ballouz T, Blyuss O, Bobkova P, Bonsel G, et al. Estimated global proportions of individuals with persistent fatigue, cognitive, and respiratory symptom clusters following symptomatic COVID-19 in 2020 and 2021. JAMA. 2022;328(16):1604–15.CrossRefPubMedCentral
13.
go back to reference Gu X, Wang S, Zhang W, Li C, Guo L, Wang Z, Li H, Zhang H, Zhou Y, Liang W, et al. Probing long COVID through a proteomic lens: a comprehensive two-year longitudinal cohort study of hospitalised survivors. EBioMedicine. 2023;98:104851.CrossRefPubMedPubMedCentral Gu X, Wang S, Zhang W, Li C, Guo L, Wang Z, Li H, Zhang H, Zhou Y, Liang W, et al. Probing long COVID through a proteomic lens: a comprehensive two-year longitudinal cohort study of hospitalised survivors. EBioMedicine. 2023;98:104851.CrossRefPubMedPubMedCentral
14.
go back to reference Yao XH, He ZC, Li TY, Zhang HR, Wang Y, Mou H, Guo Q, Yu SC, Ding Y, Liu X, et al. Pathological evidence for residual SARS-CoV-2 in pulmonary tissues of a ready-for-discharge patient. Cell Res. 2020;30(6):541–3.CrossRefPubMedPubMedCentral Yao XH, He ZC, Li TY, Zhang HR, Wang Y, Mou H, Guo Q, Yu SC, Ding Y, Liu X, et al. Pathological evidence for residual SARS-CoV-2 in pulmonary tissues of a ready-for-discharge patient. Cell Res. 2020;30(6):541–3.CrossRefPubMedPubMedCentral
16.
go back to reference Gaitonde DY, Moore FC, Morgan MK. Influenza: diagnosis and treatment. Am Fam Physician. 2019;100(12):751–8.PubMed Gaitonde DY, Moore FC, Morgan MK. Influenza: diagnosis and treatment. Am Fam Physician. 2019;100(12):751–8.PubMed
17.
go back to reference World Health Organization. WHO Guidelines for Pharmacological Management of Pandemic Influenza A(H1N1) 2009 and Other Influenza Viruses. Geneva: World Health Organization; 2010. World Health Organization. WHO Guidelines for Pharmacological Management of Pandemic Influenza A(H1N1) 2009 and Other Influenza Viruses. Geneva: World Health Organization; 2010.
18.
go back to reference Callaway E. COVID’s future: mini-waves rather than seasonal surges. Nature. 2023;617(7960):229–30.CrossRefPubMed Callaway E. COVID’s future: mini-waves rather than seasonal surges. Nature. 2023;617(7960):229–30.CrossRefPubMed
19.
go back to reference Kim EH, Nguyen TQ, Casel MAB, Rollon R, Kim SM, Kim YI, Yu KM, Jang SG, Yang J, Poo H, et al. Coinfection with SARS-CoV-2 and influenza A virus increases disease severity and impairs neutralizing antibody and CD4+ T cell responses. J Virol. 2022;96(6):e0187321.CrossRefPubMed Kim EH, Nguyen TQ, Casel MAB, Rollon R, Kim SM, Kim YI, Yu KM, Jang SG, Yang J, Poo H, et al. Coinfection with SARS-CoV-2 and influenza A virus increases disease severity and impairs neutralizing antibody and CD4+ T cell responses. J Virol. 2022;96(6):e0187321.CrossRefPubMed
20.
go back to reference Munro AP, Jones CE. Immunity debt and unseasonal childhood respiratory viruses. Brit J Hosp Med. 2022;83(9):1–3.CrossRef Munro AP, Jones CE. Immunity debt and unseasonal childhood respiratory viruses. Brit J Hosp Med. 2022;83(9):1–3.CrossRef
21.
go back to reference Peluso MJ, Deitchman AN, Torres L, Iyer NS, Munter SE, Nixon CC, Donatelli J, Thanh C, Takahashi S, Hakim J, et al. Long-term SARS-CoV-2-specific immune and inflammatory responses in individuals recovering from COVID-19 with and without post-acute symptoms. Cell Rep. 2021;36(6):109518.CrossRefPubMedPubMedCentral Peluso MJ, Deitchman AN, Torres L, Iyer NS, Munter SE, Nixon CC, Donatelli J, Thanh C, Takahashi S, Hakim J, et al. Long-term SARS-CoV-2-specific immune and inflammatory responses in individuals recovering from COVID-19 with and without post-acute symptoms. Cell Rep. 2021;36(6):109518.CrossRefPubMedPubMedCentral
22.
go back to reference Lai CC, Hsu CK, Yen MY, Lee PI, Ko WC, Hsueh PR. Long COVID: an inevitable sequela of SARS-CoV-2 infection. J Microbiol Immunol. 2023;56(1):1–9. Lai CC, Hsu CK, Yen MY, Lee PI, Ko WC, Hsueh PR. Long COVID: an inevitable sequela of SARS-CoV-2 infection. J Microbiol Immunol. 2023;56(1):1–9.
23.
go back to reference Liu HF, Lu R, Yang J, Xiang M, Ban D, Yang JW, Guo ZH, Yuan TY, Fu HM. Evaluation of febrile seizures in children infected with SARS-CoV-2 Omicron variant in Yunnan, China: a multi-center, retrospective observational study. Front Pediatr. 2023;11:1223521.CrossRefPubMedPubMedCentral Liu HF, Lu R, Yang J, Xiang M, Ban D, Yang JW, Guo ZH, Yuan TY, Fu HM. Evaluation of febrile seizures in children infected with SARS-CoV-2 Omicron variant in Yunnan, China: a multi-center, retrospective observational study. Front Pediatr. 2023;11:1223521.CrossRefPubMedPubMedCentral
24.
25.
go back to reference Stein SR, Ramelli SC, Grazioli A, Chung JY, Singh M, Yinda CK, Winkler CW, Sun J, Dickey JM, Ylaya K, et al. SARS-CoV-2 infection and persistence in the human body and brain at autopsy. Nature. 2022;612(7941):758–63.CrossRefPubMedPubMedCentral Stein SR, Ramelli SC, Grazioli A, Chung JY, Singh M, Yinda CK, Winkler CW, Sun J, Dickey JM, Ylaya K, et al. SARS-CoV-2 infection and persistence in the human body and brain at autopsy. Nature. 2022;612(7941):758–63.CrossRefPubMedPubMedCentral
26.
go back to reference Cárdenas G, Soto-Hernández JL, Díaz-Alba A, Ugalde Y, Mérida-Puga J, Rosetti M, Sciutto E. Neurological events related to influenza A (H1N1) pdm09. Influenza Other Resp. 2014;8(3):339–46.CrossRef Cárdenas G, Soto-Hernández JL, Díaz-Alba A, Ugalde Y, Mérida-Puga J, Rosetti M, Sciutto E. Neurological events related to influenza A (H1N1) pdm09. Influenza Other Resp. 2014;8(3):339–46.CrossRef
27.
go back to reference Zuin M, Rigatelli G, Bilato C, Porcari A, Merlo M, Roncon L, Sinagra G. One-year risk of myocarditis after COVID-19 infection: a systematic review and meta-analysis. Can J Cardiol. 2023;39(6):839–44.CrossRefPubMed Zuin M, Rigatelli G, Bilato C, Porcari A, Merlo M, Roncon L, Sinagra G. One-year risk of myocarditis after COVID-19 infection: a systematic review and meta-analysis. Can J Cardiol. 2023;39(6):839–44.CrossRefPubMed
28.
go back to reference Principi N, Esposito S. Severe influenza in children: incidence and risk factors. Expert Rev Anti Infect Ther. 2016;14(10):961–8.CrossRefPubMed Principi N, Esposito S. Severe influenza in children: incidence and risk factors. Expert Rev Anti Infect Ther. 2016;14(10):961–8.CrossRefPubMed
29.
go back to reference Vitoratou DI, Milas GP, Korovessi P, Kostaridou S, Koletsi P. Obesity as a risk factor for severe influenza infection in children and adolescents: a systematic review and meta-analysis. Eur J Pediatr. 2023;182(1):363–74.CrossRefPubMed Vitoratou DI, Milas GP, Korovessi P, Kostaridou S, Koletsi P. Obesity as a risk factor for severe influenza infection in children and adolescents: a systematic review and meta-analysis. Eur J Pediatr. 2023;182(1):363–74.CrossRefPubMed
30.
go back to reference Osterhout JA, Kapoor V, Eichhorn SW, Vaughn E, Moore JD, Liu D, Lee D, DeNardo LA, Luo L, Zhuang X, et al. A preoptic neuronal population controls fever and appetite during sickness. Nature. 2022;606(7916):937–44.CrossRefPubMedPubMedCentral Osterhout JA, Kapoor V, Eichhorn SW, Vaughn E, Moore JD, Liu D, Lee D, DeNardo LA, Luo L, Zhuang X, et al. A preoptic neuronal population controls fever and appetite during sickness. Nature. 2022;606(7916):937–44.CrossRefPubMedPubMedCentral
31.
33.
go back to reference Welliver RC. Immunology of respiratory syncytial virus infection: eosinophils, cytokines, chemokines and asthma. Pediatr Infect Dis J. 2000;19(8):780–3.CrossRefPubMed Welliver RC. Immunology of respiratory syncytial virus infection: eosinophils, cytokines, chemokines and asthma. Pediatr Infect Dis J. 2000;19(8):780–3.CrossRefPubMed
34.
go back to reference Yamada T, Wakabayashi M, Yamaji T, Chopra N, Mikami T, Miyashita H, Miyashita S. Value of leukocytosis and elevated C-reactive protein in predicting severe coronavirus 2019 (COVID-19): a systematic review and meta-analysis. Clin Chim Acta. 2020;509:235–43.CrossRefPubMedPubMedCentral Yamada T, Wakabayashi M, Yamaji T, Chopra N, Mikami T, Miyashita H, Miyashita S. Value of leukocytosis and elevated C-reactive protein in predicting severe coronavirus 2019 (COVID-19): a systematic review and meta-analysis. Clin Chim Acta. 2020;509:235–43.CrossRefPubMedPubMedCentral
35.
go back to reference Tan L, Wang Q, Zhang D, Ding J, Huang Q, Tang YQ, Wang Q, Miao H. Lymphopenia predicts disease severity of COVID-19: a descriptive and predictive study. Signal Transduct Tar. 2020;5(1):33.CrossRef Tan L, Wang Q, Zhang D, Ding J, Huang Q, Tang YQ, Wang Q, Miao H. Lymphopenia predicts disease severity of COVID-19: a descriptive and predictive study. Signal Transduct Tar. 2020;5(1):33.CrossRef
36.
go back to reference Yu J, Li H, Jia J, Huang Z, Liu S, Zheng Y, Mu S, Deng X, Zou X, Wang Y, et al. Pandemic influenza A (H1N1) virus causes abortive infection of primary human T cells. Emerg Microbes Infec. 2022;11(1):1191–204.CrossRef Yu J, Li H, Jia J, Huang Z, Liu S, Zheng Y, Mu S, Deng X, Zou X, Wang Y, et al. Pandemic influenza A (H1N1) virus causes abortive infection of primary human T cells. Emerg Microbes Infec. 2022;11(1):1191–204.CrossRef
37.
go back to reference Tsang TK, Lam KT, Liu Y, Fang VJ, Mu X, Leung N, Peiris J, Leung GM, Cowling BJ, Tu W. Investigation of CD4 and CD8 T cell-mediated protection against influenza a virus in a cohort study. BMC Med. 2022;20(1):230.CrossRefPubMedPubMedCentral Tsang TK, Lam KT, Liu Y, Fang VJ, Mu X, Leung N, Peiris J, Leung GM, Cowling BJ, Tu W. Investigation of CD4 and CD8 T cell-mediated protection against influenza a virus in a cohort study. BMC Med. 2022;20(1):230.CrossRefPubMedPubMedCentral
Metadata
Title
Evaluation of disease severity and prediction of severe cases in children hospitalized with influenza A (H1N1) infection during the post-COVID-19 era: a multicenter retrospective study
Authors
Hai-Feng Liu
Xiao-Zhong Hu
Rong-Wei Huang
Zheng-Hong Guo
Jin-Rong Gao
Mei Xiang
Rui Lu
Deng Ban
Cong-Yun Liu
Ya-Yu Wang
Wang Li
Yin Li
Yun-Jie Guo
Quan Lu
Hong-Min Fu
Publication date
01-12-2024
Publisher
BioMed Central
Published in
BMC Pediatrics / Issue 1/2024
Electronic ISSN: 1471-2431
DOI
https://doi.org/10.1186/s12887-024-04645-x

Other articles of this Issue 1/2024

BMC Pediatrics 1/2024 Go to the issue