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Multicenter Study
. 2024 Nov 14;22(1):532.
doi: 10.1186/s12916-024-03746-9.

Symptom profile, case and symptom clustering, clinical and demographic characteristics of a multicentre cohort of 1297 patients evaluated for Long-COVID

Collaborators, Affiliations
Multicenter Study

Symptom profile, case and symptom clustering, clinical and demographic characteristics of a multicentre cohort of 1297 patients evaluated for Long-COVID

Marco Floridia et al. BMC Med. .

Abstract

Background: Long-COVID symptoms remain incompletely defined due to a large heterogeneity in the populations studied, case definitions, and settings of care. The aim of this study was to assess, in patients accessing care for Long-COVID, the profile of symptoms reported, the possible clustering of symptoms and cases, the functional status compared to pre-infection, and the impact on working activity.

Methods: Multicentre cohort study with a collection of both retrospective and prospective data. Demographics, comorbidities, severity and timing of acute COVID, subjective functional status, working activity and presence of 30 different symptoms were collected using a shortened version of the WHO Post COVID-19 Case Report Form. The impact on working activity was assessed in multivariable logistic regression models. Clustering of symptoms was analysed by hierarchical clustering and the clustering of cases by two-step automatic clustering.

Results: The study evaluated 1297 individuals (51.5% women) from 30 clinical centres. Men and women had different profiles in terms of comorbidities, vaccination status, severity and timing of acute SARS-CoV-2 infection. Fatigue (55.9%) and dyspnea (47.2%) were the most frequent symptoms. Women reported more symptoms (3.6 vs. 3.1, p < 0.001), with a significantly higher prevalence of memory loss, difficult concentration, cough, palpitation or tachycardia, dermatological abnormalities, brain fog, headache and visual disturbances. Dyspnea was more common in men. In the cluster analysis of the 19 more common symptoms, five aggregations were found: four two-symptom clusters (smell and taste reduction; anxiety and depressed mood; joint pain or swelling and muscle pain; difficult concentration and memory loss) and one six-symptom cluster (brain fog, equilibrium/gait disturbances, headache, paresthesia, thoracic pain, and palpitations/tachycardia). In a multivariable analysis, headache, dyspnea, difficult concentration, disturbances of equilibrium or gait, visual disturbances and muscular pain were associated with reduced or interrupted working activity. Clustering of cases defined two clusters, with distinct characteristics in terms of phase and severity of acute infection, age, sex, number of comorbidities and symptom profile.

Conclusions: The findings provide further evidence that Long-COVID is a heterogeneous disease with manifestations that differ by sex, phase of the pandemic and severity of acute disease, and support the possibility that multiple pathways lead to different clinical manifestations.

Keywords: COVID-19; Dyspnea; Fatigue; Long-COVID; Post-COVID; Symptom clusters; Symptoms.

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Conflict of interest statement

Declarations Ethics approval and consent to participate The Italian National Ethics Committee approved the project (AOO-ISS—19/04/2022–0015066 Class: PRE BIO CE 01.00). Written informed consent was required for patient inclusion, using a patient information and consent form also approved by the Italian National Ethics Committee. Consent for publication Not applicable. Competing interests The authors declare no competing interests.

Figures

Fig. 1
Fig. 1
Dendrogram of symptom clustering. In the dendrogram, the horizontal direction (x-axis) represents a measure of the distance between clusters, with longer lines indicating greater distances. Points of clustering are defined by vertical connections between horizontal lines. The bold vertical line indicates the cut-off for the definition of clusters in the model. The branches present at the left of this line represent individual clusters, and lines that do not aggregate before the bold line represent individual variables not clustering with others

References

    1. World Health Organization (WHO). COVID-19 epidemiological update. Edition 167, 17 May 2024. Available at: https://www.who.int/publications/m/item/covid-19-epidemiological-update-.... Accessed 27 May 2024.
    1. Calvo Ramos S, Maldonado JE, Vandeplas A, Ványolós I, European Commission Directorate-general for economic and financial affairs. Long COVID: a tentative assessment of its impact on labour market participation and potential economic effects in the EU.
    1. National Institute for Health and Care Excellence (NICE). NICE Guideline, No. 188, 2020 Dec 18: COVID-19 rapid guideline: managing the long-term effects of COVID-19. - PubMed
    1. Centers for Diseases Control and Prevention (CDC). Long COVID or Post-COVID Conditions. Updated Mar. 14, 2024. Available at: https://www.covid.gov/be-informed/longcovid/about#term. Accessed 27 May 2024.
    1. World Health Organization (WHO). Post COVID-19 condition (Long COVID). 7 December 2022. Available at: https://www.who.int/europe/news-room/fact-sheets/item/post-covid-19-cond.... Accessed 27 May 2024.

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