Gender-specific inflammatory burden and headache risk in youth: a NHANES analysis
- PMID: 39633488
- PMCID: PMC11619679
- DOI: 10.1186/s13005-024-00475-5
Gender-specific inflammatory burden and headache risk in youth: a NHANES analysis
Abstract
Background: Headaches are a common and often debilitating condition among youth. The Inflammatory Burden Index (IBI), a simple surrogate marker of systemic inflammation, has been linked to various diseases. However, evidence for its relationship with headaches, particularly in youth, is lacking. This study aimed to investigate the association between IBI and persistent headache in youth, with a focus on evaluating gender-specific responses to IBI exposure.
Methods: We analyzed data from 2,210 young people in the 2001-2004 National Health and Nutrition Examination Survey (NHANES). The association between IBI and frequent or severe headaches in the past year was investigated using weighted logistic regression models. Odds ratios (ORs) and 95% confidence intervals (95% CIs) were calculated, and threshold effect analyses were performed.
Results: Youths in the highest IBI quartile (Q4) had a 46% higher risk of severe headaches compared to the lowest quartile (Q1) (OR: 1.46, 95% CI: 1.12-1.91, P = 0.0051). Gender-stratified analysis revealed a significant association between high IBI and headache risk in females (OR: 1.48; 95% CI: 1.03-2.11, P = 0.0324), but not in males. Threshold effect analysis identified an IBI breakpoint of 3.78, below which the headache risk increased significantly in females under 18 years (OR: 1.12, 95% CI: 1.01-1.25, P = 0.0385).
Conclusions: Our findings demonstrate a significant association between elevated IBI and increased headache risk in youth, particularly in females. This gender-specific effect suggests that inflammatory processes may play a more prominent role in headache pathophysiology among female youth. These results underscore the importance of considering inflammatory markers in the early identification and prevention of youth headaches, especially in females.
Keywords: Gender differences; Headache; Inflammatory burden index; NHANES; Youth.
© 2024. The Author(s).
Conflict of interest statement
Declarations. Ethical approval: This study utilized publicly available data from the National Health and Nutrition Examination Survey (NHANES), which is conducted by the National Center for Health Statistics (NCHS) of the Centers for Disease Control and Prevention (CDC). The NHANES protocol was approved by the NCHS Research Ethics Review Board (ERB), and all participants provided informed consent before data collection. For participants under 18 years of age, parental permission was obtained, and child assent was collected when appropriate. As our study involved secondary analysis of de-identified, publicly available data, it was exempt from additional institutional review board approval. We adhered to the ethical guidelines for the use of NHANES data as outlined by the NCHS, including proper citation and acknowledgment of the data source. All analyses were conducted in compliance with the NHANES data use agreement, ensuring participant confidentiality and data integrity. Consent for publication: The present study utilized data from the National Health and Nutrition Examination Survey (NHANES), which is publicly available and de-identified. As per NHANES guidelines, all participants provided informed consent for their data to be used in research and subsequent publications. No additional consent was required for this specific analysis and publication, as the data were already anonymized and intended for public use in research. The authors affirm that this manuscript is an honest, accurate, and transparent account of the study being reported, and that no important aspects of the study have been omitted. Competing interests: The authors declare no competing interests.
Similar articles
-
Association between inflammatory burden index and risk of heart failure: evidence from NHANES 2003-2017.BMC Cardiovasc Disord. 2025 Apr 24;25(1):318. doi: 10.1186/s12872-025-04781-x. BMC Cardiovasc Disord. 2025. PMID: 40275161 Free PMC article.
-
Inflammatory burden index: associations between osteoarthritis and all-cause mortality among individuals with osteoarthritis.BMC Public Health. 2024 Aug 13;24(1):2203. doi: 10.1186/s12889-024-19632-1. BMC Public Health. 2024. PMID: 39138465 Free PMC article.
-
Inflammatory burden index (IBI) and body roundness index (BRI) in gallstone risk prediction: insights from NHANES 2017-2020.Lipids Health Dis. 2025 Feb 21;24(1):63. doi: 10.1186/s12944-025-02472-2. Lipids Health Dis. 2025. PMID: 39985035 Free PMC article.
-
Association of the inflammatory burden index with the risk of pre-diabetes and diabetes mellitus: a cross-sectional study.BMC Endocr Disord. 2025 Mar 26;25(1):82. doi: 10.1186/s12902-025-01911-6. BMC Endocr Disord. 2025. PMID: 40140800 Free PMC article.
-
The prevalence, impact, and treatment of migraine and severe headaches in the United States: a review of statistics from national surveillance studies.Headache. 2013 Mar;53(3):427-36. doi: 10.1111/head.12074. Epub 2013 Mar 7. Headache. 2013. PMID: 23470015 Review.
Cited by
-
Association and Predictive Ability between Inflammatory Burden Index and Fever Following Endobronchial Forceps Biopsy in Lung Cancer Patients.J Inflamm Res. 2025 May 2;18:5911-5922. doi: 10.2147/JIR.S521144. eCollection 2025. J Inflamm Res. 2025. PMID: 40331157 Free PMC article.
References
-
- Li XY, Yang CH, Lv JJ, Liu H, Zhang LY, Yin MY, Guo ZL, Zhang RH. Global, regional, and national epidemiology of migraine and tension-type headache in youths and young adults aged 15–39 years from 1990 to 2019: findings from the global burden of disease study 2019. J Headache Pain. 2023;24(1):126. - PMC - PubMed
-
- Sharma A, Khurana P, Venkatraman A, Gupta M. Subsume Pediatric headaches in Psychiatric disorders? Critiques on Delphic Nosology, Diagnostic conundrums, and variability in the interventions. Curr Pain Headache Rep. 2024;28(7):651–62. - PubMed
MeSH terms
Grants and funding
LinkOut - more resources
Full Text Sources
Medical
Miscellaneous