# Evaluating an Early Risk Model for Uncomplicated Hypertension in Pregnancy Based on Nighttime Blood Pressure, Uric Acid, and Angiogenesis-Related Factors

**Authors:** Isabel Fernandez-Castro, Nestor Vazquez-Agra, Ana Alban-Salgado, Mariña Sanchez-Andrade, Susana Lopez-Casal, Anton Cruces-Sande, Oscar Seoane-Casqueiro, Antonio Pose-Reino, Alvaro Hermida-Ameijeiras

PMC · DOI: 10.3390/ijms26136115 · International Journal of Molecular Sciences · 2025-06-25

## TL;DR

This study developed a model to predict uncomplicated hypertension in pregnancy using nighttime blood pressure, uric acid, and angiogenesis-related factors.

## Contribution

The study introduces a new multivariate model combining nighttime BP, UA, and AF for early UH risk assessment.

## Key findings

- The UA-AF Index showed a strong positive association with uncomplicated hypertension.
- The best model combined nocturnal systolic BP and the UA-AF Index with high accuracy and AUC.
- Each 1 mmHg increase in nocturnal SBP raised UH risk by 10%, and each UA-AF unit increase doubled the risk.

## Abstract

Uncomplicated hypertension (UH) during pregnancy represents a common condition, worsening maternal and fetal prognosis. However, no single biomarker has proven optimal for determining the risk of UH. We developed an early risk multivariate model for UH, integrating hemodynamics with biochemistry, focusing on the relationship between blood pressure (BP) indices, uric acid (UA), and angiogenesis-related factors (AF). We collected and analyzed data on 24 h ambulatory BP monitoring, demographic, epidemiological, clinical, and laboratory variables from 132 pregnancies. The main predictors were BP indices and serum UA and AF levels. Uncomplicated hypertension, defined as the presence of gestational hypertension or worsening of essential hypertension beyond the 20th week, was the main outcome. The combined second-degree polynomial transformation of UA and the AF (sFlt-1/PIGF) ratio, called the UA-AF Index, consistently showed a positive association with UH. The models incorporating nighttime BP indices combined with the UA-AF Index outperformed the others, with the best-performing model based on the nocturnal systolic BP (SBP). Specifically, in the best-fitting model (nighttime SBP + UA-AF Index as predictors), each 1 mmHg increase in nocturnal SBP was associated with a 10% higher risk of UH, while each one-unit increase in the UA-AF Index raised the likelihood of UH by more than twofold (accuracy: 0.830, AUC 0. 874, SE 0.032, p-value < 0.001, 95%CI 0.811–0.938). The combination of nighttime blood pressure indices, serum uric acid, and angiogenesis-related factors may provide added value in the assessment of uncomplicated hypertension during pregnancy.

## Linked entities

- **Chemicals:** uric acid (PubChem CID 1175)
- **Diseases:** gestational hypertension (MONDO:0024664)

## Full-text entities

- **Genes:** PIGF (phosphatidylinositol glycan anchor biosynthesis class F) [NCBI Gene 5281] {aka OORS}
- **Diseases:** essential hypertension (MESH:D000075222), UH (MESH:D006973)
- **Chemicals:** UA (MESH:D014527)

## Full text

_Full body text omitted from this summary view._ Fetch the complete paper as Markdown: https://tomesphere.com/paper/PMC12249693/full.md

## Figures

4 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12249693/full.md

## References

53 references — full list in the complete paper: https://tomesphere.com/paper/PMC12249693/full.md

---
Source: https://tomesphere.com/paper/PMC12249693