ArticleBMC pregnancy and childbirth2025
First-trimester pan-immune-inflammation value predicts preeclampsia in a dose-dependent linear pattern.
Article in BMC pregnancy and childbirth, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 7 papers.
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Who cites it
7 citing papers in PubMed.
- Systemic Immune-Inflammation Index as a Predictive Biomarker for Pre-Eclampsia.Journal of clinical medicine · 2026Review
- Phenotypic subclassification of preeclampsia through cluster analysis of preterm birth-related factors.BMC medical informatics and decision making · 2026Article
- Association of early-pregnancy platelet-to-high-density lipoprotein cholesterol ratio with preeclampsia: a retrospective cohort study.American journal of clinical and experimental immunology · 2026Article
- Prediction of hospital length of stay in decompensated cirrhosis using hematologic and inflammatory indices.American journal of translational research · 2026Article
- Oxidative dyslipidemia in early pregnancy: integrating atherogenic index of plasma (AIP) and uric acid (UA) to refine preeclampsia risk stratification.Frontiers in pharmacology · 2026Article
- Extracellular Vesicle-Associated Non-Coding RNAs in Preeclampsia: Mechanistic Insights, Biomarker Discovery, and Emerging Nanomedicine Concepts.International journal of nanomedicine · 2026Review
- First-trimester β-hCG, PAPP-A, and NLR in relation to preeclampsia and perinatal outcomes: A case-control study.Science progressArticle
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10 authors.
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Abstract
backgroundPreeclampsia (PE), a multisystem hypertensive disorder complicating ~ 5% of pregnancies, remains a major global cause of maternal and perinatal morbidity and mortality. First-trimester screening methods are limited in accessibility and sensitivity, underscoring the need for affordable biomarkers. The pan-immune-inflammation value (PIV), derived from routine blood counts, shows potential as a predictor, but its independent predictive utility and dose-response association with PE are not yet fully defined.
methodsIn this retrospective cohort study, the association between first-trimester PIV and subsequent development of PE was evaluated. Multivariable logistic regression was used to assess PIV as an independent predictor, adjusting for confounders including maternal age, body mass index (BMI), parity, multifetal pregnancy and mode of conception (natural vs. in vitro fertilization [IVF, a method of assisted reproductive technology]). Dose-response patterns were explored using restricted cubic spline and two-piecewise linear regression models. Subgroup and interaction analyses were conducted to assess consistency across clinical strata. To improve interpretability, all PIV values in the study were divided by 100 during analysis and result presentation.
resultsA total of 11,894 pregnant women were included (non-PE 11409, PE 485), among whom elevated first-trimester PIV/100 was significantly associated with an increased risk of PE (adjusted OR, 1.076; 95% CI, 1.041-1.112; P < 0.001). A dose-dependent increase in PE prevalence was observed across PIV quartiles, with the highest quartile associated with a 60.2% increased risk (OR, 1.602; 95% CI, 1.210-2.119; P < 0.001) compared to the lowest. Restricted cubic spline analysis suggested a nonlinear association in unadjusted models; however, an adequate linear fit was confirmed after adjustment (P for non-linearity > 0.05). Two-piecewise linear regression identified an inflection point at PIV/100 = 3.6889, but no significant threshold effect was detected (P = 0.274). The association between PIV/100 and PE remained consistent across subgroups defined by age, BMI, parity, IVF status, and plurality (all P for interaction > 0.05).
conclusionElevated first-trimester PIV is independently and linearly associated with increased risk of PE, with no identifiable threshold effect. These findings highlight the potential utility of PIV as an accessible, inflammation-based biomarker for early PE risk stratification. Future prospective studies are warranted to validate its clinical applicability and explore integration into prenatal screening protocols.
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