ArticleScientific reports2024
Association between relative fat mass and kidney stones in American adults.
Article in Scientific reports, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 12 papers.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
12 citing papers in PubMed.
- Novel associations of Claudin gene variants with kidney stone disease.Clinical kidney journal · 2026Article
- The association between triglyceride glucose index and its derived indices with kidney stones: a nationwide population-based study.World journal of urology · 2026Article
- Computed Tomography-Derived visceral fat area is associated with increased risk of kidney stone recurrence.Urolithiasis · 2026Article
- The association between ZJU index and kidney stone risk: a machine learning approach on NHANES 2007-2018.BMC urology · 2026Article
- Association between low-density lipoprotein and structural changes in the knee joint of patients with symptomatic osteoarthritis is mediated by relative fat mass.European journal of medical research · 2026Article
- Association between the Zhejiang University index and kidney stone risks in US adults: evidence from NHANES 2007-2018.American journal of clinical and experimental urology · 2026Article
- Association and discriminative performance of relative fat mass for frailty index in US older adultsoxy_comment_end.Scientific reports · 2025Article
- Beyond Infection: How Antimicrobial Therapies Influence the Urinary Microbiome and Stone Disease.Pharmaceuticals (Basel, Switzerland) · 2025Review
- Association between frailty with kidney stones disease among adults aged 20 years and older population: a cross-sectional study of NHANES 2007-2020.European journal of medical research · 2025Article
- Relative Fat Mass and Psoriasis Risk: Evidence from NHANES 2009-2014.Journal of multidisciplinary healthcare · 2025Article
- Exploring the impact of PFAS exposure and sleep duration on kidney stone formation in the U.S. population.Frontiers in public health · 2025Article
- Association between relative fat mass and gallstones: a cross-sectional study based on NHANES 2017-2020.Frontiers in nutrition · 2025Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
6 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Our study aimed to investigate the association between RFM and kidney stones, focusing specifically on the mediating role of high-density lipoprotein cholesterol (HDL-C). We performed a cross-sectional analysis using data from the National Health and Nutrition Examination Survey (NHANES) covering the years 2007 to 2018. Our analytical approach included multivariate logistic regression modeling, subgroup analysis, generalized additive modeling (GAM), smoothed curve fitting, and receiver operating characteristic (ROC) curve, as well as mediation analysis to assess the association between RFM and kidney stones. Finally, we categorized RFM into normal and elevated groups to conduct a sensitivity analysis. This study involved 29,712 participants, with a kidney stone prevalence of 9.88%. We discovered a positive association between RFM and kidney stones (OR = 1.41 per SD increment, 95% CI: 1.24, 1.60). Subgroup analysis revealed a consistent positive association across all subgroups, with a notably higher likelihood of developing kidney stones in young adulthood (P for interaction < 0.05). The smooth curve fitting shows that RFM is nonlinearly and positively correlated with the prevalence of kidney stones. Additionally, HDL-C was found to be negatively associated with kidney stones. Importantly, HDL-C demonstrated a significant mediating effect, with a mediation ratio of 13.52%. ROC analysis indicated that RFM (AUC = 0.616) provided better diagnostic accuracy than traditional measures such as BMI (AUC = 0.565) and WC (AUC = 0.599). Furthermore, the sensitivity analysis further supports the robustness of our findings. RFM is nonlinearly and positively correlated with the prevalence of kidney stones, with HDL cholesterol playing a significant mediating role in this relationship. However, further studies are needed to confirm these associations and explore potential mechanisms.
Indexed as
Identifiers
What OpenQuestion holds
Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.