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. 2024 Jun 11;14(1):13444.
doi: 10.1038/s41598-024-63875-2.

Associations of lifestyle characteristics with circulating immune markers in the general population based on NHANES 1999 to 2014

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Associations of lifestyle characteristics with circulating immune markers in the general population based on NHANES 1999 to 2014

Linfen Guo et al. Sci Rep. .

Abstract

Lifestyles maybe associated with the immune and inflammatory state of human body. We aimed to comprehensively explore the relationship between lifestyles and circulating immune-inflammatory markers in the general population. Data from NHANES 1999-2014 was used. Lifestyle factors included leisure-time physical activity (LTPA), diet quality (Healthy Eating Index-2015, HEI-2015), alcohol consumption, cigarettes smoking, sleep hour and sedentary time. Immune makers included C-reactive protein (CRP), neutrophil-lymphocyte ratio (NLR), systemic immune-inflammation index (SII), platelet-lymphocyte ratio (PLR) and monocyte-lymphocyte ratio (MLR). Generalized linear regression models were used to adjust confounders. Regressions of restricted cubic splines were utilized to evaluate the potentially non-linear relationships between exposures and outcomes. As results, HEI was negatively associated with CRP (P < 0.001), SII (P < 0.001), and NLR (P < 0.001). Cigarettes per day was positively associated with CRP (P < 0.001), SII (P < 0.001), and NLR (P = 0.008). Alcohol consumption was negatively associated with CRP (P < 0.001), but positively associated with PLR (P = 0.012) and MLR (P < 0.001). Physical activity was negatively associated with CRP (P < 0.001), SII (P = 0.005), and NLR (P = 0.002), but positively associated with PLR (P = 0.010). Participants with higher healthy lifestyle score had significantly lower CRP, SII and NLR (all P values < 0.05). Most of the sensitivity analyses found similar results. In conclusion, we found significant associations between lifestyles and immune markers in the general population, which may reflect a systemic inflammatory response to unhealthy lifestyles.

Keywords: Alcohol consumption; Cigarettes smoking; Diet quality; Immune-inflammatory markers; Leisure-time physical activity; NHANES.

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Conflict of interest statement

The authors declare no competing interests.

Figures

Figure 1
Figure 1
Flow chart of participants who met the inclusion criteria and were included in this study.
Figure 2
Figure 2
Curves of restricted cubic splines between lifestyles and outcomes. (A–D), associations between HEI (A), cigarettes per day (B), average drinks per day (C), and physical activity (PA) (D) and CRP; (E–H), associations between HEI (E), cigarettes per day (F), average drinks per day (G), and PA (H) and SII; (I–L), associations between HEI (I), cigarettes per day (J), average drinks per day (K), and PA (L) and NLR.

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