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New approach to determine the healthy immune variations by combining clustering methods
Claire Liefferinckx1,2, Zacharie De Grève3, Jean-François Toubeau3
1Laboratory of Experimental Gastroenterology, ULB, Brussels, Belgium. claire.liefferinckx@erasme.ulb.ac.be.
Scientific Reports
|April 27, 2021
Summary
This study reveals the healthy human immune system is a continuum, not distinct clusters. Factors like age and CMV infection influence immune cell variability across individuals.
Area of Science:
- Immunology
- Systems Biology
- Human Health
Background:
- Immune-mediated inflammatory diseases exhibit diverse presentations and severity.
- Understanding healthy immune system variability is crucial for disease research.
- Characterizing immune cell composition and influencing factors is a key challenge.
Purpose of the Study:
- To characterize global immune cell composition in healthy individuals.
- To identify intrinsic and environmental factors influencing immune cell variability.
- To determine if immune cell variability forms distinct clusters or a continuum.
Main Methods:
- Analysis of blood samples from two independent cohorts (389 and 208 healthy subjects).
- Measurement of twelve immune cell types and biological parameters.
- Application of three complementary clustering approaches to assess immune cell variability.
Main Results:
- Confirmed significant inter-individual variability in immune cell counts (large coefficients of variation).
- Immune cell makeup was organized as a continuum, not as distinct clusters, across both cohorts.
- Identified age, gender, BMI, cortisol, season, and CMV infection as factors influencing immune cell variability.
Conclusions:
- The healthy human immune system exhibits continuous variability rather than discrete clusters.
- Established a framework using complementary clustering for analyzing immune cell inter-individual variability.
- Highlighted specific intrinsic and environmental factors impacting immune cell composition in healthy populations.

