Epidemiology, School of Public Health, University of Michigan, Ann Arbor, MI, USA.
Environmental Health Sciences, School of Public Health, University of Michigan, Ann Arbor, MI, USA.
Commun Biol. 2023 Mar 13;6(1):264. doi: 10.1038/s42003-023-04623-6.
The placenta mediates adverse pregnancy outcomes, including preeclampsia, which is characterized by gestational hypertension and proteinuria. Placental cell type heterogeneity in preeclampsia is not well-understood and limits mechanistic interpretation of bulk gene expression measures. We generated single-cell RNA-sequencing samples for integration with existing data to create the largest deconvolution reference of 19 fetal and 8 maternal cell types from placental villous tissue (n = 9 biological replicates) at term (n = 40,494 cells). We deconvoluted eight published microarray case-control studies of preeclampsia (n = 173 controls, 157 cases). Preeclampsia was associated with excess extravillous trophoblasts and fewer mesenchymal and Hofbauer cells. Adjustment for cellular composition reduced preeclampsia-associated differentially expressed genes (log fold-change cutoff = 0.1, FDR < 0.05) from 1154 to 0, whereas downregulation of mitochondrial biogenesis, aerobic respiration, and ribosome biogenesis were robust to cell type adjustment, suggesting direct changes to these pathways. Cellular composition mediated a substantial proportion of the association between preeclampsia and FLT1 (37.8%, 95% CI [27.5%, 48.8%]), LEP (34.5%, 95% CI [26.0%, 44.9%]), and ENG (34.5%, 95% CI [25.0%, 45.3%]) overexpression. Our findings indicate substantial placental cellular heterogeneity in preeclampsia contributes to previously observed bulk gene expression differences. This deconvolution reference lays the groundwork for cellular heterogeneity-aware investigation into placental dysfunction and adverse birth outcomes.
胎盘介导不良妊娠结局,包括子痫前期,其特征是妊娠高血压和蛋白尿。子痫前期胎盘细胞类型异质性尚不清楚,限制了对批量基因表达测量的机制解释。我们生成了单细胞 RNA 测序样本,以与现有数据整合,创建了最大的妊娠晚期(n=40494 个细胞)胎盘绒毛组织 19 种胎儿和 8 种母体细胞类型的去卷积参考(n=9 个生物学重复)。我们对 8 项已发表的子痫前期微阵列病例对照研究(n=173 例对照,157 例病例)进行了去卷积。子痫前期与绒毛外滋养细胞增多和间质细胞和 Hofbauer 细胞减少有关。调整细胞组成后,与子痫前期相关的差异表达基因(log 倍数变化截止值=0.1, FDR<0.05)从 1154 个减少到 0,而线粒体生物发生、有氧呼吸和核糖体生物发生的下调在细胞类型调整后仍然稳健,表明这些途径发生了直接变化。细胞组成介导了子痫前期与 FLT1(37.8%,95%CI[27.5%,48.8%])、LEP(34.5%,95%CI[26.0%,44.9%])和 ENG(34.5%,95%CI[25.0%,45.3%])过表达之间关联的很大一部分。我们的研究结果表明,子痫前期胎盘细胞异质性很大,导致了之前观察到的批量基因表达差异。这个去卷积参考为胎盘功能障碍和不良出生结局的细胞异质性感知研究奠定了基础。