Science Advances · 2023 · 17 citations · 50 references
MedicineMolecular MedicineObstetricsEarly DetectionHigh-risk PregnancyMaternal-fetal MedicineBiomarker DiscoveryHypertensive DisordersMicrorna BiologyPregnancyPregnancy DiagnosisPregnancy-induced HypertensionBiomarkers Of PreeclampsiaEarly DiagnosisExtracellular MicrornasMicrorna BiomarkersPrognostic Marker AssessmentRna SequencingSmall Noncoding Rna SequencingSmall Rna Sequencing
We report on the identification of extracellular miRNA (ex-miRNA) biomarkers for early diagnosis and prognosis of preeclampsia (PE). Small RNA sequencing of maternal serum prospectively collected from participants undergoing evaluation for suspected PE revealed distinct patterns of ex-miRNA expression among different categories of hypertensive disorders in pregnancy. Applying an iterative machine learning method identified three bivariate miRNA biomarkers ( miR-522-3p/miR-4732-5p , miR-516a-5p/miR-144-3p , and miR-27b-3p/let-7b-5p ) that, when applied serially, distinguished between PE cases of different severity and differentiated cases from controls with a sensitivity of 93%, specificity of 79%, positive predictive value (PPV) of 55%, and negative predictive value (NPV) of 89%. In a small independent validation cohort, these ex-miRNA biomarkers had a sensitivity of 91% and specificity of 57%. Combining these ex-miRNA biomarkers with the established sFlt1:PlGF protein biomarker ratio performed better than either set of biomarkers alone (sensitivity of 89.4%, specificity of 91.3%, PPV of 95.5%, and NPV of 80.8%).
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pROC: an open-source package for R and S+ to analyze and compare ROC curves
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Predictive Value of the sFlt-1:PlGF Ratio in Women with Suspected Preeclampsia
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