Skip to main page content
U.S. flag

An official website of the United States government

Dot gov

The .gov means it’s official.
Federal government websites often end in .gov or .mil. Before sharing sensitive information, make sure you’re on a federal government site.

Https

The site is secure.
The https:// ensures that you are connecting to the official website and that any information you provide is encrypted and transmitted securely.

Access keys NCBI Homepage MyNCBI Homepage Main Content Main Navigation
. 2024 Jul;20(7):682-691.
doi: 10.1007/s12519-024-00805-2. Epub 2024 Apr 25.

Clinical-based phenotypes in children with pediatric post-COVID-19 condition

Affiliations

Clinical-based phenotypes in children with pediatric post-COVID-19 condition

Lieke C E Noij et al. World J Pediatr. 2024 Jul.

Erratum in

Abstract

Background: Pediatric post coronavirus disease 2019 (COVID-19) condition (PPCC) is a heterogeneous syndrome, which can significantly affect the daily lives of children. This study aimed to identify clinically meaningful phenotypes in children with PPCC, to better characterize and treat this condition.

Methods: Participants were children with physician-diagnosed PPCC, referred to the academic hospital Amsterdam UMC in the Netherlands between November 2021 and March 2023. Demographic factors and information on post-COVID symptoms, comorbidities, and impact on daily life were collected. Clinical clusters were identified using an unsupervised and unbiased approach for mixed data types.

Results: Analysis of 111 patients (aged 3-18 years) revealed three distinct clusters within PPCC. Cluster 1 (n = 62, median age = 15 years) predominantly consisted of girls (74.2%). These patients suffered relatively more from exercise intolerance, dyspnea, and smell disorders. Cluster 2 (n = 33, median age = 13 years) contained patients with an even gender distribution (51.5% girls). They suffered from relatively more sleep problems, memory loss, gastrointestinal symptoms, and arthralgia. Cluster 3 (n = 16, median age = 11 years) had a higher proportion of boys (75.0%), suffered relatively more from fever, had significantly fewer symptoms (median of 5 symptoms compared to 8 and 10 for clusters 1 and 2 respectively), and experienced a lower impact on daily life.

Conclusions: This study identified three distinct clinical PPCC phenotypes, with variations in sex, age, symptom patterns, and impact on daily life. These findings highlight the need for further research to understand the potentially diverse underlying mechanisms contributing to post-COVID symptoms in children.

Keywords: Adolescents; Clusters; Long COVID; Pediatric; Phenotypes; Post-COVID syndrome.

PubMed Disclaimer

Conflict of interest statement

NLCE, BJM, LCR, HMA, BG, AAMI, AMW, BCLH, OKJ, HS and TLSWJ have nothing to declare. M-ZAH is the PI of a public private consortium [P4O2 (Precision Medicine for More Oxygen)] sponsored by Health Holland involving many private partners that contribute in cash and/or in kind (AbbVie. Boehringer Ingelheim, Breathomix, Clear, Fluidda, Ortec Logiqcare, Olive, Philips, Quantib-U, Smartfish, Clear, SODAQ, Thirona, Roche, TopMD, Novartis, RespiQ). She received unrestricted research grants from GSK and Boehringer Ingelheim and received the Vertex innovation award grant, and had honoraria paid to institution by GSK, Boehringer Ingelheim and Astra Zeneca. MZAH is also the chair of DSMB of a study on BPD in neonates and the president of FIGON (Federation Innovative drug research in the Netherlands). GJB has received a grant from Danone Research and has a patent planned for amino acid composition of infant formulas. He is a member of the national health council (unpaid) and the director of the national Human Milk Bank (unpaid).

Figures

Fig. 1
Fig. 1
Flow diagram of patients participating in this study between November 2021 and March 2023
Fig. 2
Fig. 2
Visualization of the cluster separations using a t-SNE plot of dimension reduction. Data from this plot has not been imputed
Fig. 3
Fig. 3
Heat map depicting the presence of absence of symptoms of the patients separated by cluster
Fig. 4
Fig. 4
Diagram showing symptoms in each cluster. Symptoms indicated by arrows are statistically distinct between clusters and symptoms underneath are highly frequent (> 80%) within the cluster

Comment in

Similar articles

  • International Care programs for Pediatric Post-COVID Condition (Long COVID) and the way forward.
    Brackel CLH, Noij LCE, Vijverberg SJH, Legghe CL, Maitland-van der Zee AH, van Goudoever JB, Buonsenso D, Munblit D, Sigfrid L, McFarland S, Anmyr L, Ashkenazi-Hoffnung L, Bellinat APN, Dias NLS, Edwards A, Fashina T, Juraški RG, Gonçalves ALN, Hansted E, Herczeg V, Hertting O, Jankauskaite LN, Kaswandani N, Kevalas R, Krivácsy P, Lorenz M, Malone LA, McVoy M, Miller DW, Morrow AK, Nugawela MD, Oliveira CR, Oliveira PRS, Osmanov IM, Overmars IM, Paintsil E, Pinto Pereira SM, Prawira Y, Putri ND, Ramos RCF, Rasche M, Ryd-Rinder M, De Rose C, Samitova E, Jovanović TS, Say D, Scott JT, Shachar-Lavie I, Shafran R, Shmueli E, Snipaitiene A, Stephenson T, Ténai N, Tosif S, Turkalj M, Valentini P, Vasconcelos LRS, Villard L, Vilser D, Hashimoto S, Terheggen-Lagro SWJ. Brackel CLH, et al. Pediatr Res. 2024 Jul;96(2):319-324. doi: 10.1038/s41390-023-03015-0. Epub 2024 Jan 29. Pediatr Res. 2024. PMID: 38287106
  • Long COVID exhibits clinically distinct phenotypes at 3-6 months post-SARS-CoV-2 infection: results from the P4O2 consortium.
    Blankestijn JM, Abdel-Aziz MI, Baalbaki N, Bazdar S, Beekers I, Beijers RJHCG, Bloemsma LD, Cornelissen MEB, Gach D, Houweling L, Holverda S, Jacobs JJL, Jonker R, van der Lee I, Linders PMA, Mohamed Hoesein FAA, Noij LCE, Nossent EJ, van de Pol MA, Schaminee DW, Schols AMWJ, Schuurman LT, Sondermeijer B, Geelhoed JJM, van den Bergh JP, Weersink EJM, de Wit-van Wijck Y, Maitland-van der Zee AH; P4O2 consortium. Blankestijn JM, et al. BMJ Open Respir Res. 2024 Apr 24;11(1):e001907. doi: 10.1136/bmjresp-2023-001907. BMJ Open Respir Res. 2024. PMID: 38663887 Free PMC article.
  • Post-COVID-19 condition in children: epidemiological evidence stratified by acute disease severity.
    Lap CR, Brackel CLH, Winkel AMAM, Hashimoto S, Haverkort M, Noij LCE, Alsem MW, von Asmuth EGJ, Bannier MAGE, Buddingh EP, van Goudoever JB, Haverman L, Maitland-van der Zee AH, Mooij MG, Oostrom K, Pijnenburg MW, Kloosterman S, Teela L, Luijten M, Tulling AJ, Lugthart G, Bogaert D, Biesbroek G, van Houten MA, Terheggen-Lagro SWJ. Lap CR, et al. Pediatr Res. 2025 Feb;97(3):1016-1024. doi: 10.1038/s41390-024-03597-3. Epub 2024 Sep 27. Pediatr Res. 2025. PMID: 39333387
  • Long COVID in pediatrics-epidemiology, diagnosis, and management.
    Toepfner N, Brinkmann F, Augustin S, Stojanov S, Behrends U. Toepfner N, et al. Eur J Pediatr. 2024 Apr;183(4):1543-1553. doi: 10.1007/s00431-023-05360-y. Epub 2024 Jan 27. Eur J Pediatr. 2024. PMID: 38279014 Free PMC article. Review.
  • Long COVID in Children and Adolescents.
    Gupta M, Gupta N, Esang M. Gupta M, et al. Prim Care Companion CNS Disord. 2022 Apr 26;24(2):21r03218. doi: 10.4088/PCC.21r03218. Prim Care Companion CNS Disord. 2022. PMID: 35486940 Review.

Cited by

References

    1. World Health Organization (WHO). Coronavirus disease (COVID-19) pandemic. 2020.https://www.who.int/europe/emergencies/situations/covid-19. Accessed October 23, 2023.
    1. To KK, Sridhar S, Chiu KH, Hung DL, Li X, Hung IF, et al. Lessons learned 1 year after SARS-CoV-2 emergence leading to COVID-19 pandemic. Emerg Microbes Infect. 2021;10:507–3510. 10.1080/22221751.2021.1898291 - DOI - PMC - PubMed
    1. Pierce CA, Herold KC, Herold BC, Chou J, Randolph A, Kane B, et al. COVID-19 and children. Science. 2022;377:1144–9. 10.1126/science.ade1675 - DOI - PMC - PubMed
    1. Lopez-Leon S, Wegman-Ostrosky T, Ayuzo Del Valle NC, Perelman C, Sepulveda R, Rebolledo PA, et al. Long-COVID in children and adolescents: a systematic review and meta-analyses. Sci Rep. 2022;12:9950. 10.1038/s41598-022-13495-5 - DOI - PMC - PubMed
    1. Brackel CLH, Lap CR, Buddingh EP, van Houten MA, van der Sande L, Langereis EJ, et al. Pediatric long-COVID: An overlooked phenomenon? Pediatr Pulmonol. 2021;56:2495–502. 10.1002/ppul.25521 - DOI - PMC - PubMed

LinkOut - more resources