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. 2025 Jan:159:170-179.
doi: 10.1016/j.placenta.2024.12.011. Epub 2024 Dec 19.

Single-nuclei RNA-sequencing fails to detect molecular dysregulation in the preeclamptic placenta

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Free article

Single-nuclei RNA-sequencing fails to detect molecular dysregulation in the preeclamptic placenta

Inbal Admati et al. Placenta. 2025 Jan.
Free article

Abstract

Introduction: Single-cell RNA-seq (scRNA-seq) revolutionized our understanding of tissue complexity in health and disease and revealed massive transcriptional dysregulation across placental cell classes in early-onset, but not late-onset preeclampsia (PE). However, the multinucleated syncytium is largely inaccessible to cell dissociation. Nuclei isolation and single-nuclei RNA-seq may be preferable in the placenta; not least considering compatibility with long-term tissue storage. Yet, nuclei contain a subsample of the cells' transcriptional profile. Mature transcripts critical to cellular function and disease may be missed.

Methods: We analyzed placenta from pregnancies using single-cell and single-nuclei RNA-seq. The datasets comprise 45,836 cells and 27,078 nuclei, from 10 to 7 early-onset preeclampsia (EPE) cases and 3 and 2 early idiopathic controls (ECT), respectively. We compared the methods' sensitivities, cell type detection, differential gene expression in PE, and performed histological validations.

Results: Mature syncytiotrophoblast were sampled ∼50x more efficiently after nuclei extraction. Yet, scRNA-seq was more sensitive in detection of genes, molecules and mature transcripts. In snRNA-seq, nuclei of all placental cell classes suffered ambient trophoblast contamination. Transcripts from extravillous trophoblast, stroma, vasculature and immune cells were profiled less comprehensively by single-nuclei RNA-seq (snRNA-seq), restricting cell-type detection. In EPE, we found dysregulation of angiogenic actors FLT1/PGF both in prefused syncytiotrophoblast after cell extraction, and mature syncytiotrophoblast after nuclei isolation. Disease-related stress and inflammation were undetected from nuclei.

Discussion: scRNA-seq has important advantages over snRNA-seq for comprehensive transcriptomics studies of the placenta, especially to understand cell-type resolved dysregulation in pathologies. Yet, to address the dilemma of an underrepresented syncytium, studies benefit from complementary nuclei extraction.

Keywords: Cell type detection; Immune cells; Preeclampsia; Single-cell RNA-seq; Single-nuclei RNA-seq; Syncytiotrophoblast.

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Conflict of interest statement

Declaration of competing interest The authors declare that they have no known competing financial interests or personal relationships that could have appeared to influence the work reported in this paper.

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