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Meta-Analysis
. 2024 Jul 1;30(4):410-441.
doi: 10.1093/humupd/dmae006.

Revealing the molecular landscape of human placenta: a systematic review and meta-analysis of single-cell RNA sequencing studies

Affiliations
Meta-Analysis

Revealing the molecular landscape of human placenta: a systematic review and meta-analysis of single-cell RNA sequencing studies

Emilie Derisoud et al. Hum Reprod Update. .

Abstract

Background: With increasing significance of developmental programming effects associated with placental dysfunction, more investigations are devoted to improving the characterization and understanding of placental signatures in health and disease. The placenta is a transitory but dynamic organ adapting to the shifting demands of fetal development and available resources of the maternal supply throughout pregnancy. Trophoblasts (cytotrophoblasts, syncytiotrophoblasts, and extravillous trophoblasts) are placental-specific cell types responsible for the main placental exchanges and adaptations. Transcriptomic studies with single-cell resolution have led to advances in understanding the placenta's role in health and disease. These studies, however, often show discrepancies in characterization of the different placental cell types.

Objective and rationale: We aim to review the knowledge regarding placental structure and function gained from the use of single-cell RNA sequencing (scRNAseq), followed by comparing cell-type-specific genes, highlighting their similarities and differences. Moreover, we intend to identify consensus marker genes for the various trophoblast cell types across studies. Finally, we will discuss the contributions and potential applications of scRNAseq in studying pregnancy-related diseases.

Search methods: We conducted a comprehensive systematic literature review to identify different cell types and their functions at the human maternal-fetal interface, focusing on all original scRNAseq studies on placentas published before March 2023 and published reviews (total of 28 studies identified) using PubMed search. Our approach involved curating cell types and subtypes that had previously been defined using scRNAseq and comparing the genes used as markers or identified as potential new markers. Next, we reanalyzed expression matrices from the six available scRNAseq raw datasets with cell annotations (four from first trimester and two at term), using Wilcoxon rank-sum tests to compare gene expression among studies and annotate trophoblast cell markers in both first trimester and term placentas. Furthermore, we integrated scRNAseq raw data available from 18 healthy first trimester and nine term placentas, and performed clustering and differential gene expression analysis. We further compared markers obtained with the analysis of annotated and raw datasets with the literature to obtain a common signature gene list for major placental cell types.

Outcomes: Variations in the sampling site, gestational age, fetal sex, and subsequent sequencing and analysis methods were observed between the studies. Although their proportions varied, the three trophoblast types were consistently identified across all scRNAseq studies, unlike other non-trophoblast cell types. Notably, no marker genes were shared by all studies for any of the investigated cell types. Moreover, most of the newly defined markers in one study were not observed in other studies. These discrepancies were confirmed by our analysis on trophoblast cell types, where hundreds of potential marker genes were identified in each study but with little overlap across studies. From 35 461 and 23 378 cells of high quality in the first trimester and term placentas, respectively, we obtained major placental cell types, including perivascular cells that previously had not been identified in the first trimester. Importantly, our meta-analysis provides marker genes for major placental cell types based on our extensive curation.

Wider implications: This review and meta-analysis emphasizes the need for establishing a consensus for annotating placental cell types from scRNAseq data. The marker genes identified here can be deployed for defining human placental cell types, thereby facilitating and improving the reproducibility of trophoblast cell annotation.

Keywords: cell type annotation; marker genes; single-cell RNA sequencing; single-nucleus RNA sequencing; trophoblasts.

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Conflict of interest statement

The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.

Figures

Graphical Abstract
Graphical Abstract
Following the integration of existing single-cell transcriptomic data and a comprehensive literature review, we successfully identified marker genes crucial for defining distinct placental cell types. CTB: cytotrophoblast; EVT: extravillous trophoblast.
Figure 1.
Figure 1.
Regression between the number of reads/cell and the mean genes/cell or the total number of cells. Data from single-cell RNA sequencings of human placentas using 10×. (a) Reads/cell compared to the mean genes/cell; (b) reads/cell compared to the total number of cells; R2 calculated using linear (a) or exponential one-phase decay (b) least squares regression.
Figure 2.
Figure 2.
Heatmap of commonly used genes to define the different human placental cell types from first trimester and term. Analysis of first trimester (a) and term (b) literature on single-cell RNA sequencing of human placenta. The scale bar represents the occurrence of the gene as a marker to define placental cell types in the different single-cell RNA sequencing studies on human placenta. Only genes that have been used more than once are represented. The complete list is in Supplementary Table S2. CTB: cytotrophoblast; EVT: extravillous trophoblast; STB: syncytiotrophoblast.
Figure 3.
Figure 3.
Proportion of cells reported in studies of single-cell RNA sequencing in human placenta. (a) Proportion of trophoblasts out of all captured cells and (b) proportion of each of the three kinds of trophoblast cells on the total of trophoblast. CTB: cytotrophoblast; EVT: extravillous trophoblast; STB: syncytiotrophoblast. Only Suryawanshi et al. (2018) and Zheng et al. (2022) reported the proportion of trophoblast cells of placentas from the first trimester and are highlighted in the green boxes; the remaining studies were performed on term placentas.
Figure 4.
Figure 4.
Upset plots of differentially expressed genes in the different trophoblast types by comparing original count matrices of studies on first trimester and term human placenta. (a) and (d) CTB, (b) and (e) STB, (c) and (f) EVT differentially expressed genes. (a–c) correspond to analysis of literature on first trimester analyses and (d–f) on term analyses. DEGs have been obtained using Wilcoxon rank-sum tests on all cells in each study and using thresholds on the P-adjusted values (P-adj < 0.05) and the fold-change >2 or 4 according to the study. UpSet plots show intersections between gene sets from each study in a matrix, with the rows of the matrix corresponding to the gene sets, and the columns to the intersections between genes sets from these studies. The size of the gene sets and of the intersections are shown as bar charts. First author’s names are displayed as set names for first trimester studies (Liu et al., 2018b; Suryawanshi et al., 2018; Vento-Tormo et al., 2018; Shannon et al., 2022) and term (Pique-Regi et al., 2019; Yang et al., 2021). CTB: cytotrophoblast; DEGs: differentially expressed genes; EVT: extravillous trophoblast; STB: syncytiotrophoblast.
Figure 5.
Figure 5.
Results of integration of raw data from first trimester human placentas. (a) Representation of the process for the integration. (b) UMAP of the integration. Dotplots of the genes identified using the comparison of already annotated datasets, the curation of markers genes and integration for trophoblasts (c), and non-trophoblasts (d). CTB: cytotrophoblast; EVT: extravillous trophoblast; UMAP: Uniform Manifold Approximation and Projection.
Figure 6.
Figure 6.
Results of integration of raw data from term human placentas. (a) Representation of the process for the integration. (b) UMAP of the integration. Dotplots of the genes identified using the comparison of already annotated datasets, the curation of markers genes, and integration for trophoblasts (c) and non-trophoblasts (d). CTB: cytotrophoblast; EVT: extravillous trophoblast; UMAP: Uniform Manifold Approximation and Projection.
Figure 7.
Figure 7.
Specific markers of human first trimester and term placental villous cells and their evolution across pregnancy. (a) Representation of human placenta from first trimester with specific markers identified in this review. (b) Representation of human placenta at term with specific markers identified in this review. (c) Dotplot of specific markers that particularly highlight the maturation of extravillous trophoblast. (d) Dotplot of specific markers that particularly highlight the maturation of syncytiotrophoblasts. CTB: cytotrophoblast.

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References

    1. Adu-Gyamfi EA, Lamptey J, Chen X-M, Li F-F, Li C, Ruan L-L, Yang X-N, Liu T-H, Wang Y-X, Ding Y-B. et al. Iodothyronine deiodinase 2 (DiO2) regulates trophoblast cell line cycle, invasion and apoptosis; and its downregulation is associated with early recurrent miscarriage. Placenta 2021;111:54–68. - PubMed
    1. Al-Lamki RS, Skepper JN, Burton GJ.. Are human placental bed giant cells merely aggregates of small mononuclear trophoblast cells? An ultrastructural and immunocytochemical study. Hum Reprod 1999;14:496–504. - PubMed
    1. Anacker J, Segerer SE, Hagemann C, Feix S, Kapp M, Bausch R, Kämmerer U.. Human decidua and invasive trophoblasts are rich sources of nearly all human matrix metalloproteinases. Mol Hum Reprod 2011;17:637–652. - PubMed
    1. Aplin JD. Developmental cell biology of human villous trophoblast: current research problems. Int J Dev Biol 2010;54:323–329. - PubMed
    1. Aplin JD, Haigh T, Vicovac L, Church HJ, Jones CJP.. Anchorage in the developing placenta: an overlooked determinant of pregnancy outcome? Hum Fertil (Camb) 1998;1:75–79. - PubMed