Concordant and Discordant Transcriptomic Signatures of Twin Placentas in the Setting of Preeclampsia.
Journal:
Hypertension (Dallas, Tex. : 1979)
Published Date:
Feb 5, 2026
Abstract
BACKGROUND: Multifetal pregnancies have increased preeclampsia risk, but the underlying pathogenesis may differ from that of singletons. It remains unclear whether twin placentas show molecular signs of preeclampsia synchronously. METHODS: We performed RNA sequencing on 32 individual placental samples from twin gestations grouped by preeclampsia status: 24 dichorionic twin (DT) and 8 monochorionic twin gestations. Ten singleton placentas from preeclamptic pregnancies were also analyzed. A benchmark data set (GSE203507, GSE114691, and GSE1482410) and a test data set (GSE190973) comprised 71 early onset preeclampsia and 69 control singleton placentas. Differential abundance analysis was conducted, and machine learning was used to derive a novel 98-transcript classification signature (accuracy >0.97 in benchmark and test data sets). RESULTS: Across 7 groups, 2946 transcripts were differentially modulated (likelihood-ratio test; false discovery rate <0.05). Placental signature scoring distinguished normotensive from early onset preeclampsia in GSE203507 singletons (P<0.0001) although normotensive DTs did not differ from DTs with preeclampsia (Kruskal-Wallis/Dunn). Notably, some twin placentas without clinical preeclampsia exhibited preeclampsia-like profiles. Linear mixed-effects regression, which accounted for intertwin correlation structure, revealed increasing signature scores across singleton and DT groups (all P<0.01): normotensive singletons
Authors
Keywords
No keywords available for this article.
External Resources
Popular Topics
- Machine Learning 34417
- Neural Networks, Computer 31376
- Algorithms 28713
- Deep Learning 28423
- Artificial Intelligence 26332
- Robotics 13593
- Image Processing, Computer-Assisted 10288
- Retrospective Studies 9989
- Magnetic Resonance Imaging 6780
- Reproducibility of Results 5908
- Tomography, X-Ray Computed 5128
- Support Vector Machine 4975
- Computational Biology 4583
- Brain 4413
- Computer Simulation 4054
Recent Journals
- Scientific reports 9611
- PloS one 4878
- Sensors (Basel, Switzerland) 4794
- Neural networks : the official journal of the International Neural Network Society 3053
- Computers in biology and medicine 2084
- Computational intelligence and neuroscience 1931
- Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference 1686
- Studies in health technology and informatics 1395
- Nature communications 1331
- IEEE journal of biomedical and health informatics 1311
- Journal of chemical information and modeling 1280
- Journal of medical Internet research 1009
- IEEE transactions on neural networks and learning systems 927
- Bioinformatics (Oxford, England) 911
- Computer methods and programs in biomedicine 896