Cluster analysis using Euclidean distance on CD4 T cell behavior

Authors

Keywords:

HIV, T cd4 lymphocytes, unsupervised

Abstract

Introduction: Infection with the human immunodeficiency virus (HIV) and its evolution over four decades (chronic) has led doctors to study the behavior of TCD4 lymphocytes with the help of branches such as statistics and mathematics.

Objective: To describe the behavior of the CD4 T lymphocyte count over time through unsupervised learning.

Methods: Retrospective cohort type study, a search for continuous CD4 T lymphocyte quantifications throughout the established study period (2018-2022) was performed in the electronic file, in the present investigation there was no contact with the patients.

Results: There is an increase in the average numerical values of CD4 T lymphocytes throughout the study and it begins to stabilize between the groups towards a count of over 500 lymphocytes, which reflects a good immune status over time.

Conclusion: We identified stability in temporal tracking, which may contribute to a memory pattern, so we suggest an extensive fractal analysis.

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Author Biography

Maria de los Angeles Salgado Jimenez, IMSS

INVESTIGADOR NACIONAL-MEDICO FAMILIAR-INVESTIGADOR TIPO A ASCRITA AL IMSS.

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Published

2024-05-31

How to Cite

1.
Salgado Jimenez M de los A, Acuña González JP, Morales Baltazar J, Villagómez Méndez J. Cluster analysis using Euclidean distance on CD4 T cell behavior. Rev. cuba. hig. epidemiol. [Internet]. 2024 May 31 [cited 2025 Jan. 30];61. Available from: https://revepidemiologia.sld.cu/index.php/hie/article/view/1485

Issue

Section

ARTÍCULOS ORIGINALES