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Updated: Nov 19, 2025

Characterizing Mutational Load and Clonal Composition of Human Blood
Published on: July 11, 2019
Altered Blood Cell Traits Underlie a Major Genetic Locus of Severe COVID-19
Jingqi Zhou1,2, Yitang Sun1, Weishan Huang3,4
1Department of Genetics, Franklin College of Arts and Sciences, University of Georgia, Athens, GA, USA.
Background:
The genetic locus 3p21.31 has been associated with severe coronavirus disease 2019 (COVID-19), but the underlying pathophysiological mechanism is unknown.
Methods:
To identify intermediate traits associated with the 3p21.31 locus, we first performed a phenome-wide association study (PheWAS) with 923 phenotypes in 310 999 European individuals from the UK Biobank. For genes potentially regulated by the COVID-19 risk variant, we examined associations between their expression and the polygenic score (PGS) of 1263 complex traits in a meta-analysis of 31 684 blood samples. For the prioritized blood cell traits, we tested their associations with age and sex in the same UK Biobank sample.
Results:
Our PheWAS highlighted multiple blood cell traits to be associated with the COVID-19 risk variant, including monocyte count and percentage (p = 1.07 × 10-8, 4.09 × 10-13), eosinophil count and percentage (p = 5.73 × 10-3, 2.20 × 10-3), and neutrophil percentage (p = 3.23 × 10-3). The PGS analysis revealed positive associations between the expression of candidate genes and genetically predicted counts of specific blood cells: CCR3 with eosinophil and basophil (p = 5.73 × 10-21, 5.08 × 10-19); CCR2 with monocytes (p = 2.40 × 10-10); and CCR1 with monocytes and neutrophil (p = 1.78 × 10-6, 7.17 × 10-5). Additionally, we found that almost all examined white blood cell traits are significantly different across age and sex groups.
Conclusions:
Our findings suggest that altered blood cell traits, especially those of monocyte, eosinophil, and neutrophil, may represent the mechanistic links between the genetic locus 3p21.31 and severe COVID-19. They may also underlie the increased risk of severe COVID-19 in older adults and men.
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