Skip to main page content
U.S. flag

An official website of the United States government

Dot gov

The .gov means it’s official.
Federal government websites often end in .gov or .mil. Before sharing sensitive information, make sure you’re on a federal government site.

Https

The site is secure.
The https:// ensures that you are connecting to the official website and that any information you provide is encrypted and transmitted securely.

Access keys NCBI Homepage MyNCBI Homepage Main Content Main Navigation
. 2025 Jul 8:15:1564238.
doi: 10.3389/fonc.2025.1564238. eCollection 2025.

Association between neutrophil-lymphocyte ratio and female breast cancer: an observational study from NHANES 2001-2018 with external validation

Affiliations

Association between neutrophil-lymphocyte ratio and female breast cancer: an observational study from NHANES 2001-2018 with external validation

Juan Xiong et al. Front Oncol. .

Abstract

Background: In the 21st century, breast cancer is the most frequent malignant tumor threatening women's health. Previous research has confirmed that inflammatory response processes play key roles in tumor occurrence, development, and metastasis. The neutrophil-to-lymphocyte ratio (NLR), an emerging disease biomarker, has become a focus of cancer research. However, analysis of the relationship between NLR and breast cancer remains scarce. Therefore, our study explored NLR levels in relation to female breast cancer (FBC) prevalence.

Methods: We analyzed data from 15,313 adult females aged 20 and above, using the 2001 to 2018 National Health and Nutrition Examination Survey (NHANES). We explored the association between NLR and FBC prevalence using multiple statistical approaches, including descriptive analysis, multivariate logistic regression, and subgroup analyses. We applied Akaike Information Criterion (AIC) and Bayesian Information Criterion (BIC) to measure model performance. Additionally, smooth curve fitting examined the potential non-linear relationship. To validate our findings, an independent external validation dataset comprising 250 participants (50 breast cancer cases and 200 controls) from Shenzhen Second People's Hospital was utilized, and correlation between NLR values and breast cancer prevalence was calculated.

Results: NLR was positively associated with FBC prevalence among US women. In the fully adjusted model, each unit NLR elevation increased FBC prevalence odds by 14% [OR = 1.14 (95% CI: 1.08, 1.22)]. Participants in the highest quartile of NLR had 67% higher FBC prevalence compared to those in the lowest quartile [OR = 1.67 (95% CI: 1.24, 2.24)], with statistical significance across three models at P for trend values <0.001. Based on AIC and BIC criteria, multivariable-adjusted models showed superior fit over unadjusted ones for both continuous and categorical NLR specifications. Subgroup analysis showed the positive association between NLR and breast cancer prevalence was consistent across the general population. External validation confirmed robustness, demonstrating positive associations between elevated NLR and breast cancer prevalence.

Conclusions: In the U.S. adult female population, NLR levels were positively correlated with breast cancer prevalence. External validation in Chinese clinical participants supported the generalizability of these findings across different populations.

Keywords: AIC/BIC; NHANES; cross-sectional study; female breast cancer; neutrophil-lymphocyte ratio.

PubMed Disclaimer

Conflict of interest statement

The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.

Figures

Figure 1
Figure 1
Flow chart of participants selection.
Figure 2
Figure 2
Curve fitting of NLR and FBC. (A) NHANES 2001–2018 cohort (N=15,313). A smooth curve fit between variables is shown by the solid red line, while the blue shaded regions indicate the 95% confidence interval around this fit. Age, race/ethnicity, education level, marital status, BMI, diabetes status, hypertension status, oral contraceptive use, age at menarche, ever been pregnant, and smoking history were adjusted. (B) External validation cohort from Shenzhen Second People’s Hospital (N=250). The curve demonstrates the validation of the NLR-breast cancer relationship in an independent Chinese population. The analysis was adjusted for age, marital status, BMI, diabetes status, hypertension status, pregnancy history, and smoking status.

Similar articles

References

    1. Bray F, Laversanne M, Sung H, Ferlay J, Siegel RL, Soerjomataram I, et al. Global cancer statistics 2022: GLOBOCAN estimates of incidence and mortality worldwide for 36 cancers in 185 countries. CA Cancer J Clin. (2024) 74:229–63. doi: 10.3322/caac.21834, PMID: - DOI - PubMed
    1. Zhang D, Yuan Y, Zeng Q, Xiong J, Gan Y, Jiang K, et al. Plant protein-derived anti-breast cancer peptides: sources, therapeutic approaches, mechanisms, and nanoparticle design. Front Pharmacol. (2024) 15:1321654. doi: 10.3389/fonc.2024.1321654, PMID: - DOI - PMC - PubMed
    1. Carlino F, Solinas C, Orditura M, Bisceglia MD, Pellegrino B, Diana A. Editorial: Heterogeneity in breast cancer: clinical and therapeutic implications. Front Oncol. (2024) 14:1321654. doi: 10.3389/fonc.2024.1321654, PMID: - DOI - PMC - PubMed
    1. Bacon ER, Ihle K, Guo W, Egelston CA, Simons DL, Wei C, et al. Tumor heterogeneity and clinically invisible micrometastases in metastatic breast cancer-a call for enhanced surveillance strategies. NPJ Precis Oncol. (2024) 8:81. doi: 10.1038/s41698-024-00572-3, PMID: - DOI - PMC - PubMed
    1. Rogovskii V. Immune tolerance as the physiologic counterpart of chronic inflammation. Front Immunol. (2020) 11:2061. doi: 10.3389/fimmu.2020.02061, PMID: - DOI - PMC - PubMed

LinkOut - more resources