ArticleFrontiers in immunology2023
Systematic analysis between inflammation-related index and sex hormones in American adults: cross-sectional research based NHANES 2013-2016.
Article in Frontiers in immunology, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 42 papers.
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Who cites it
42 citing papers in PubMed, 56 citations in OpenAlex.
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- Comparative the predictive value of neutrophil-to-HDL ratio and monocyte-to-HDL ratio for early neurological deterioration in acute ischemic stroke patients following intravenous thrombolysis.Neurological sciences : official journal of the Italian Neurological Society and of the Italian Society of Clinical Neurophysiology · 2026Article
- Systemic immune-inflammation index: a novel tool for hypertension management in primary care.BMC primary care · 2026Article
- Per- and polyfluoroalkyl substances: A novel risk factor for cardiovascular disease.Ecotoxicology and environmental safety · 2026Review
- Differences in testosterone levels in perianal diseases: A comparative study of abscesses and fistulas.World journal of gastrointestinal surgery · 2026Article
- Association between serum lipids and colorectal polyps: a retrospective cross-sectional study.International journal of colorectal disease · 2026Article
- Investigating the association between systemic immune-inflammation index and female fertility: a retrospective cohort study.Journal of ovarian research · 2026Article
- Sex difference of the associations of sex hormone and their related indicators with all-cause mortality.Nutrition & metabolism · 2026Article
- Sex hormone-psoriasis interactions: from sex-specific clinical features to immunoregulatory mechanisms.Frontiers in immunology · 2026Review
- Development and external validation of a machine learning model for predicting in-hospital mortality in ICU patients with diabetic kidney disease: a study utilizing the MIMIC database and a Chinese cohort.Frontiers in endocrinology · 2026Article
- Analysis of complete blood counts and derived inflammatory indices with non-suicidal self-injury and suicide attempt in adolescents with major depressive disorder.Frontiers in psychiatry · 2026Article
- The interactive effect of sex and neutrophil-to-lymphocyte ratio on short-term poor outcomes in patients with nonvalvular atrial fibrillation-related acute cardioembolic stroke.European journal of medical research · 2025Article
- Correlation of inflammatory burden index with 30-day readmission rates in patients post-elective percutaneous coronary intervention.Journal of cardiothoracic surgery · 2025Article
- Association of Inflammatory markers with pregnancy loss: Global Burden (1990-2021) and NHANES survey (2005-2016).BMC pregnancy and childbirth · 2025Article
- Predictive role of the muscle quality index for testosterone deficiency in adult males based on interpretable machine learning methods.BMC public health · 2025Article
- Association between circulatory immune cell to high-density lipoprotein cholesterol ratios and testosterone level in adult men: findings from NHANES 2011-2016.BMC endocrine disorders · 2025Article
- Association Between the Nutritional Inflammatory Index and Obstructive Sleep Apnea Risk: Insights from the NHANES 2015-2020 and Mendelian Randomization Analyses.Healthcare (Basel, Switzerland) · 2025Article
- Association of ethylene oxide exposure with sex hormones in the general US population: a cross-sectional study.Endocrine connections · 2025Article
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Authors and funding
12 authors at 4 institutions in 1 country.
Funding
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Abstract
Background: A series of novel inflammation-related indexes has been confirmed to be efficient indicators of human immune and inflammatory status, with great potential as predictors for a variety of diseases. However, the association between inflammation-related indexes and sex hormones in the general population remained uncertain. Methods: We incorporated data from the NHANES 2013-2016 survey of American adults. On the basis of distribution and comparison analysis, we chose to undertake separate analyses of men and women (including premenopausal and postmenopausal groups). Multivariable weighted linear regression models, eXtreme Gradient Boosting (XGBoost) models, generalized linear analysis, stratified models, logistic regression models and sensitivity analysis were utilized to assess the relationships between inflammation-related indexes and sex hormones. Results: Total 9372 participants out of 20146 were fitted into our research. We conducted separate gender analysis due to different distribution. Multivariable weighted linear regression indicated every component of the inflammation-related index was negatively correlated with at least one component of the male hormone indexes. However, SII, NLR, PPN, and NC were associated positively with female estradiol. XGBoost identify SII, PLR and NLR were the critical indexes on sex hormones. Inflammation-related indexes was associated with Testosterone deficiency in male and postmenstrual group and associated with Excessive Estradiol in premenstrual group. Finally, the subgroup analysis revealed that the association between sex hormones and inflammatory indicators was prominent in American adults over the age of 60 or those with BMI (>28 kg/m Conclusion: In all, inflammation-related indexes act as independent risks associated with sex hormone alterations and metabolic disorder in both genders. Using multiple models, we revealed the relative importance of inflammation-related indexes. Subgroup analysis also identified the high-risk population. More prospective and experimental research should be conducted to validate the results.
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