ArticleClinical and experimental medicine2025
Integrative regression modeling of insulin sensitivity, resistance, and beta-cell dysfunction in predicting female infertility: a cross-sectional NHANES study.
Article in Clinical and experimental medicine, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 6 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
6 citing papers in PubMed.
- Evaluation of Th1-Th2 balance in patients with recurrent implantation failure; a systematic review and meta-analysis.BMC immunology · 2026Review
- Triglyceride-glucose index and assisted reproductive outcomes in non-PCOS women: evidence from a propensity score-weighted cohort of 9,903 patients.Journal of ovarian research · 2026Article
- Inflammation at the crossroads of reproduction: SIRI as a prognostic signature of female infertility in hybrid regression-machine learning models.Archives of gynecology and obstetrics · 2026Article
- Relationship between lipid profiles and glycemic control in gestational diabetes mellitus women.BMC pregnancy and childbirth · 2026Article
- Baicalin affects the progression of diabetic retinopathy through the RAGE/PXDN/PI3K/AKT pathway.Journal of translational medicine · 2025Article
- Evaluating the predictive power of the body roundness index (BRI) versus traditional obesity measures for female infertility: a hybrid approach using regression models and machine learning algorithms on cross-sectional data.Journal of health, population, and 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
10 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Insulin sensitivity, resistance, and pancreatic beta-cell function play key roles in metabolic and reproductive health. Despite the known role of glucose-insulin homeostasis in female reproductive health, the association and regression modeling of estimated glucose disposal rate (eGDR), homeostatic model assessment of insulin resistance (HOMA-IR), beta-cell function (HOMA-β), and insulin disposition index (Insulin-DI) with female infertility remain unclear. This cross-sectional study aimed to assess the associations between insulin-related indices and female infertility. This study examined data from 2832 women aged 18-45 years who participated in the National Health and Nutrition Examination Survey (NHANES) 2017-2023 cycles. To evaluate the associations between four insulin-related indices and infertility, multivariable logistic regression, generalized additive models, and threshold effect analyses were applied, while controlling for relevant sociodemographic, lifestyle, and metabolic confounders. Furthermore, integrated meta-analysis across models, distributional analysis, subgroup and interaction analyses were conducted to explore potential effect modifications. eGDR showed a strong inverse association with infertility across all models (OR range: 0.636-0.85, p < 0.001), with a significant nonlinear pattern (p = 0.003) and a threshold at 4.59. HOMA-IR was positively associated in unadjusted models (OR = 1.147, p < 0.001) but lost significance after full adjustment. HOMA-β showed a weak positive association (OR = 1.003, p = 0.0227), while Insulin-DI was inversely related to infertility only in unadjusted models. Subgroup analyses revealed significant effect modifications by BMI and age, especially for eGDR and HOMA-IR. Reduced insulin sensitivity, as indicated by lower eGDR, is strongly linked to higher infertility risk. HOMA-IR and Insulin-DI also show threshold-based nonlinear associations.
Indexed as
Identifiers
What Socratic 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 Socratic graph.