Clinical-epidemiologic variation in patients treated in the first and second wave of COVID-19 in Lambayeque, Peru: A cluster analysis

  • Mario J. Valladares-Garrido
  • , Virgilio E. Failoc-Rojas*
  • , Percy Soto-Becerra
  • , Sandra Zeña-Ñañez
  • , J. Smith Torres-Roman
  • , Jorge L. Fernández-Mogollón
  • , Irina G. Colchado-Palacios
  • , Carlos E. Apolaya-Segura
  • , Jhoni A. Dávila-Gonzales
  • , Laura R. Arce-Villalobos
  • , Roxana del Pilar Neciosup-Puican
  • , Alexander G. Calvay-Requejo
  • , Jorge L. Maguiña
  • , Moisés Apolaya-Segura
  • , Cristian Díaz-Vélez
  • *Corresponding author for this work

Research output: Contribution to journalArticlepeer-review

17 Scopus citations

Abstract

Objectives: To identify differences in the clinical and epidemiologic characteristics of patients during the first and second waves of the COVID-19 pandemic at the EsSalud Lambayeque health care network, Peru. Methods: An analytical cross-sectional study of 53,912 patients enrolled during the first and second waves of COVID-19 was conducted. Cluster analysis based on clustering large applications (CLARA) was applied to clinical-epidemiologic data presented at the time of care. The two pandemic waves were compared using clinical-epidemiologic data from epidemiologic surveillance. Results: Cluster analysis identified four COVID-19 groups with a characteristic pattern. Cluster 1 included the largest number of participants in both waves, and the participants were predominantly female. Cluster 2 included patients with gastrointestinal, respiratory, and systemic symptoms. Cluster 3 was the “severe” cluster, characterized by older adults and patients with dyspnea or comorbidities (cardiovascular, diabetes, obesity). Cluster 4 included asymptomatic, pregnant, and less severe patients. We found differences in all clinical-epidemiologic characteristics according to the cluster to which they belonged. Conclusion: Using cluster analysis, we identified characteristic patterns in each group. Respiratory, gastrointestinal, dyspnea, anosmia, and ageusia symptoms were higher in the second COVID-19 wave than the first COVID-19 wave.

Original languageEnglish
Pages (from-to)212-220
Number of pages9
JournalInternational Journal of Infectious Diseases
Volume123
DOIs
StatePublished - Oct 2022

Keywords

  • Cluster analysis
  • Coronavirus infection
  • COVID-19
  • Pandemic wave
  • Peru
  • Symptoms
  • Pandemics
  • Cross-Sectional Studies
  • Humans
  • Male
  • Pregnancy
  • COVID-19/epidemiology
  • Dyspnea
  • Female
  • Aged
  • Peru/epidemiology
  • Cluster Analysis

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