Placental cell type deconvolution reveals that cell proportions drive preeclampsia gene expression differences

被引:17
|
作者
Campbell, Kyle A. [1 ]
Colacino, Justin A. [2 ,3 ]
Puttabyatappa, Muraly [4 ]
Dou, John F. F. [1 ]
Elkin, Elana R. [2 ]
Hammoud, Saher S. [5 ,6 ,7 ]
Domino, Steven E. [6 ]
Dolinoy, Dana C. [2 ,3 ]
Goodrich, Jaclyn M. [2 ]
Loch-Caruso, Rita [2 ]
Padmanabhan, Vasantha [2 ,3 ,4 ,6 ]
Bakulski, Kelly M. [1 ]
机构
[1] Univ Michigan, Sch Publ Hlth, Epidemiol, Ann Arbor, MI 48109 USA
[2] Univ Michigan, Sch Publ Hlth, Environm Hlth Sci, Ann Arbor, MI USA
[3] Univ Michigan, Sch Publ Hlth, Nutr Sci, Ann Arbor, MI USA
[4] Univ Michigan, Pediat, Michigan Med, Ann Arbor, MI USA
[5] Univ Michigan, Human Genet, Michigan Med, Ann Arbor, MI USA
[6] Univ Michigan, Obstet & Gynecol, Michigan Med, Ann Arbor, MI USA
[7] Univ Michigan, Dept Urol, Michigan Med, Ann Arbor, MI USA
基金
美国国家卫生研究院;
关键词
TROPHOBLAST INVASION; SINGLE-CELL; ENRICHMENT ANALYSIS; EARLY-ONSET; GROWTH; DNA; RECEPTOR; GENOME; SYNCYTIOTROPHOBLAST; TRANSCRIPTOME;
D O I
10.1038/s42003-023-04623-6
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
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(2) 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. A single-cell RNA-seq analysis of placental villous tissue provides a deconvolution reference atlas of fetal and maternal placental cell types, and indicates that placental cellular heterogeneity in preeclampsia might contribute to differences in bulk gene expression.
引用
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页数:15
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