Related Experiment Video
Updated: Jan 21, 2026

Selecting Multiple Biomarker Subsets with Similarly Effective Binary Classification Performances
Published on: October 11, 2018
A first-trimester mechanistic framework integrating three Physiopathologic biomarker domains for pre-eclampsia
Johnatan Torres-Torres1,2, Salvador Espino-Y-Sosa2,3, Raigam Jafet Martinez-Portilla2
1Department of Reproductive and Perinatal Health Research, Instituto Nacional de Perinatologia Isidro Espinosa de los Reyes, Mexico City, Mexico.
Objective:
To develop and internally validate a mechanistic, three-domain framework for early classification and prediction of pre-eclampsia (PE) using first-trimester angiogenic, uteroplacental, and maternal vascular biomarkers.
Methods:
In a prospective cohort of 1925 singleton pregnancies screened at 11 to 13.6 weeks, placental growth factor (PGF), uterine artery pulsatility index (UtA-PI), and mean arterial pressure (MAP) were log-transformed and standardized to gestational age-adjusted multiples of the median. Prespecified percentile thresholds (PGF <10th; UtA-PI >95th; MAP >95th) defined domain abnormalities and mechanistic phenotypes. Associations with PE, fetal growth restriction (FGR), and the composite of PE or FGR were assessed using logistic regression. Discrimination (area under the [receiver operating characteristic] curve [AUC]), calibration, and clinical utility were evaluated; bootstrap internal validation was used for optimism correction; and decision-curve analysis quantified net clinical benefit.
Results:
PE occurred in 104 of 1925 pregnancies (5.4%). Phenotypes were distributed as normo (81.7%), molecular (7.6%), hemodynamic (3.2%), tensional (5.1%), dual (≥2 domains; 2.1%), and triple (3/3; 0.3%). The risk of PE increased stepwise from 3.9% (normo) to 80.0% (triple) (P for trend <0.001). The three-domain model improved discrimination to an AUC of 0.81 (95% confidence interval [CI], 0.77-0.86) versus the clinical model (AUC, 0.68; P < 0.001), achieved good discrimination for isolated FGR (AUC, 0.75 [95% CI, 0.70-0.81]), and provided higher net clinical benefit among 5% to 30% thresholds. In early-onset PE (n = 14), discrimination was high (AUC, 0.99 [95% CI, 0.98-1.00]); estimates should be interpreted cautiously given the small number of events.
Conclusion:
A first-trimester, mechanistic three-domain framework captures the pathophysiologic continuum of placental insufficiency and supports accurate, clinically meaningful early risk stratification for PE. Findings were internally validated; external validation-particularly for early-onset PE-is warranted.
More Related Videos
Related Concept Videos
Conservation of Protein Domains Over Different Proteins
A limited set of protein domains often duplicate and recombine during evolution. These domains can be organized in different combinations to...
pre-mRNA Processing
Once about 20-40 ribonucleotides have been joined together by RNA polymerase, a group of enzymes adds a “cap” to the 5’ end of the growing transcript. In this process, a 5’ phosphate is replaced by modified guanosine that has a methyl group attached to it (7-Methyl...
Three-Domain System of Life
Membrane Domains
Protein Domains
The membrane comprises a group of distinct proteins responsible for carrying out a cell's specific function. For example, the plasma membrane of the human sperm, or a single germ cell, contains a unique set of proteins in the...
Three Developmental Domains
Physical Development
Physical processes, also known as maturation, encompass the biological changes that occur across an individual's life. These changes begin with genetic inheritance and continue through various stages, including growth in height and weight,...
Classification of Neurotransmitters

