Significance
The inner lining of the human uterus, termed the endometrium, is replete with glands that are hypothesized to be important for establishment of pregnancy through interactions with other endometrial cells and the embryo. A 3-dimensional culture system was utilized to establish and generate endometrial epithelial organoids from normal human endometrium that display long-term expandability, can be cryopreserved, and are hormone responsive. Here, single-cell RNA-sequencing was used to create a high-resolution gene expression atlas of the endometrial epithelial organoids and to define their responsiveness to the reproductive hormones estrogen and progesterone. This work is important to develop platforms to study the physiology and pathology of the human endometrium.
Keywords: endometrium, epithelium, organoid, hormone response, single-cell RNA-seq
Abstract
The human endometrium is essential in providing the site for implantation and maintaining the growth and survival of the conceptus. An unreceptive endometrium and disrupted maternal−conceptus interactions can cause infertility due to pregnancy loss or later pregnancy complications. Despite this, the role of uterine glands in first trimester human pregnancy is little understood. An established organoid protocol was used to generate and comprehensively analyze 3-dimensional endometrial epithelial organoid (EEO) cultures from human endometrial biopsies. The derived EEO expand long-term, are genetically stable, and can be cryopreserved. Using endometrium from 2 different donors, EEO were derived and then treated with estrogen (E2) for 2 d or E2 and medroxyprogesterone acetate (MPA) for 6 d. EEO cells were positive for the gland marker, FOXA2, and exhibited appropriate hormonal regulation of steroid hormone receptor expression. Real-time qPCR and bulk RNA-sequencing analysis revealed effects of hormone treatment on gene expression that recapitulated changes in proliferative and secretory phase endometrium. Single-cell RNA sequencing analysis revealed that several different epithelial cell types are present in the EEO whose proportion and gene expression changed with hormone treatment. The EEO model serves as an important platform for studying the physiology and pathology of the human endometrium.
The uterus is a complex organ that contains an inner endometrium comprised of a single layer of pseudostratified luminal epithelium (LE) and branched columnar glandular epithelium (GE) that is supported by stromal fibroblasts along with immune cells and vascular and lymphatic systems. Known uterine epithelial cell types include ciliated, secretory, and putative stem/progenitor cells. Hormones from the ovary (estrogen and progesterone) regulate shedding of the upper functionalis endometrium (menses) and its regrowth (proliferative phase) and differentiation (secretory phase). The progesterone-dominated secretory phase is when the embryo can implant into the differentiated endometrium to establish pregnancy (1, 2). The architecture of the implantation site supports the idea that multiple cell types, including the epithelium, decidualized stromal cells, vasculature, resident immune cells, and placenta trophoblast, communicate together to facilitate pregnancy establishment (3).
Progesterone, the hormone of pregnancy, causes the endometrial GE to undergo a secretory transformation and the stromal fibroblasts to differentiate into specialized decidual cells (4). The GE secretes factors that are hypothesized to regulate trophoblast differentiation and growth of the placenta as well as those that influence stromal cell differentiation into decidual cells (5, 6). Decidual cells are important as they regulate growth and development of the placenta and the maternal immune system (7). Moreover, decidual and immune cells are additionally hypothesized to reciprocally impact each other and the GE. Disruptions in secretory transformation of the glands and/or stromal cell decidualization are thought to be primary causes of early pregnancy loss in the first trimester as well as later pregnancy complications including preeclampsia and fetal growth restriction (8, 9).
Significant gaps in our scientific knowledge exist concerning the cellular and molecular mechanisms governing secretory transformation of the uterine glands and how they interact with stromal cells and the early placenta throughout the critical first trimester of human pregnancy. Recent efforts to establish 3-dimensional (3D) uterine epithelial cultures have been successful in regards to forming hormone-responsive epithelial organoids (10–13). Here, we present a functional study of human endometrial epithelial organoids (EEO). Bulk and single-cell RNA-sequencing (scRNA-seq) was utilized to create a high-resolution gene expression atlas of the organoids and understand their response to the reproductive hormones, estrogen (E2) and progesterone (P4). These studies established that the EEO are heterogeneous and contain specific subpopulations of cells that are hormone-responsive and stem in nature.
Results
Derivation and Cryopreservation of EEOs.
Epithelial cells and glandular fragments were isolated from human endometrial biopsies using enzymatic digestion. Under a defined culture system utilizing Matrigel and WNT-activating conditions (11), those cells rapidly self-organized into organoid-like structures that further expanded in size within 4 d (Fig. 1). After 1 to 2 passages, any stromal cell contamination was no longer observed. Cells in the EEO expressed the epithelial marker CDH1 (cadherin 1 or E-cadherin). After 5–10 d of culture, the organoids could be dissociated into mainly single cells that would regenerate and form organoids that could be achieved for more than 15 passages. A cryopreservation protocol was established for long-term storage of the organoids that allowed them to be thawed, regrown, and expanded (Materials and Methods and SI Appendix, Fig. S1).
Fig. 1.
Human endometrial epithelia organoids exhibit appropriate responses to ovarian steroid hormones. (A) Organoids were treated with either nothing (Control) or E2, followed by either nothing (control), E2+MPA, or E2+MPA+cAMP. (B) Round organoids formed under specific culture conditions as described in Materials and Methods and express CDH1, FOXA2, and Ki67. (C) ESR1 and PGR localization is increased in response to E2 which is seen in vivo. Organoids were counterstained with Hoechst (blue) to visualize nuclei. (Scale bars: B Upper Left, 200 µm; B Upper Right, 100 µm; B Lower and C, 75 µm.)
EEO Exhibit Physiological Hormone Responsiveness.
The human endometrium undergoes extensive remodeling during the menstrual cycle that is chiefly regulated by the ovarian steroid hormones E2 and P4 (14, 15). To investigate the hormone responsiveness of organoids in vitro, EEO were generated from endometrial biopsies of 2 different donors and then differentiated with either E2; E2 and medroxyprogesterone acetate (MPA), a nonmetabolizable form of progesterone; and E2+MPA+cAMP (cAMP) (Fig. 1A). Note that cAMP potentiates secretory transformation of human endometrial GE cells (11) and decidualization of endometrial stromal cells (16).
Forkhead box A2 (FOXA2) is a transcription factor that is expressed specifically in the GE of the endometrium of the human uterus (17). Consistent nuclear FOXA2 was observed in cells within the EEO (Fig. 1B). Not all cells within a single organoid were FOXA2 positive, and none of the treatments affected the number of FOXA2-positive cells in the EEO. The Ki67 proliferation marker was observed in cells of all EEO in every treatment group, and the number of Ki67+ cells increased with E2 treatment as compared to control untreated day 6 organoids (Fig. 1B). Similar to FOXA2, not all cells within a single organoid were Ki67 positive.
In day 6 EEO, treatment with E2 increased the number of E2 receptor (ESR1) and progesterone receptor (PGR)-positive cells compared to the control (Fig. 1C). In contrast, the number of ESR1 and PGR-positive cells was substantially lower in day 12 control and E2+MPA-treated organoids. The decrease and absence of PGR and ESR1 in the EEO with MPA treatment are consistent with the loss of PGR and ESR1 from the LE and GE that is observed in the endometrium between the proliferative to the secretory phase of the menstrual cycle (18).
Next, established E2- and P4-stimulated genes were measured in the EEO using real-time quantitative PCR (Fig. 2). In day 6 organoids, E2 treatment increased OLFM4 and IHH mRNA levels in EEO from both donors. In day 12 organoids, an increase in expression of those genes was observed in the E2+MPA as compared to control organoids generated from Donor 2 but not Donor 1. With respect to P4-responsive genes, HSD17B2, PAEP, and SPP1 were up-regulated by MPA treatment in day 12 organoids. Note the substantial increase in HSD17B2 and PAEP mRNA levels in E2+MPA and E2+MPA+cAMP organoids as compared to day 12 control organoids. A small increase in these genes was observed in day 6 organoids treated with E2, but that increase was dependent on donor.
Fig. 2.
Human endometrial epithelial organoids are responsive to ovarian steroid hormones. Relative PGR, OLFM4, IHH, SPP1, PAEP, and HSD17B2 mRNA levels in hormone-treated organoids. Data are means ± SEMs. *P ≤ 0.05, **P ≤ 0.01, ***P ≤ 0.001, ****P ≤ 0.0001.
Transcriptomic Response of Organoids to Steroid Hormones.
Bulk RNA-seq analysis of Donor 2 EEO revealed significant changes in gene expression depending on hormone treatment (Fig. 3A and Dataset S1). Treatment with E2 increased 1,093 genes and decreased 398 genes compared to control. The most increased gene was OLFM4, which is also increased during the proliferative phase of the menstrual cycle when E2 is the dominant hormone. Progesterone-regulated genes were also increased in EEO by E2+MPA treatment compared to control, including HSD17B2, PAEP, and SPP1 that aligned with qPCR results (Fig. 2). Treatment with E2+MPA decreased 476 genes in the organoids compared to control treatment including FAM3D, MMP10, and PRSS33. E2+MPA+cAMP treatment increased 1,417 genes and decreased 609 genes compared to the control. Known P4-regulated genes, including HSD17B2, LIF, PAEP, and SPP1, were all increased by E2+MPA+cAMP treatment of EEO.
Fig. 3.
Determination of hormone responsiveness in human endometrial organoids using bulk RNA-seq analysis. (A) Volcano plots of differentially expressed genes. (B) REVIGO visualization of enriched biological processes associated with genes increased or decreased in organoids by hormone treatment. Bubble size indicates the frequency of the gene ontology (GO) term identified in the analysis.
REVIGO enrichment analysis of the differentially expressed genes found that they were enriched for many different biological processes (Fig. 3B). Biological processes enriched by E2 treatment of EEO included cilium assembly and movement as well as decidualization. Genes increased by E2+MPA treatment compared to control were enriched for biological processes including the inflammatory response, while those that were decreased were enriched for DNA replication, cell proliferation, cell cycle processes, and morphogenesis. Those genes that were increased by E2+MPA+cAMP treatment compared to control were enriched again for the inflammatory response, cilia-related processes and localization, and movement of the cell. Those that were decreased were similar to the E2+MPA group in that they were enriched for DNA replication.
Single-Cell Analysis of Human EEO.
Organoids were generated from Donor 2 and treated with hormones (Fig. 1A) and subjected to scRNA-seq analysis using the 10X Genomics platform. Between 4,131 and 7,384 cells were sequenced from the organoids with about 195 million reads per library. Bases with high quality (Q > 30) were estimated to be 98.1% of the unique molecular identities (UMI) counts. The raw count data were filtered for cells expressing more than 200 genes and less than 20% of mitochondria transcripts. Using this filtration step, data from 3,500 to 5,990 cells were used for subsequent analyses.
Shared Nearest Neighbor and t-Distributed Stochastic Neighbor Embedding (tSNE) methods assigned cells to 12 clusters for day 6 organoids and 13 clusters for day 12 organoids (SI Appendix, Fig. S2 A and B). Gene expression of the individual clusters were analyzed to identify specific markers (Dataset S2). Known markers of different cell types were then obtained from the published literature and specific databases (19–21) and mapped to the Seurat predicted markers to assign cell types to the expression clusters (Figs. 4A and 5A). Using this approach, 5 cell types (ciliated, epithelial, proliferative, stem, and unciliated) were identified in both control and E2-treated day 6 organoids, and 6 cell types (ciliated, epithelial, secretory, proliferative, stem, and unciliated) were identified in control, E2+MPA-, and E2+MPA+cAMP-treated day 12 organoids. This analysis also revealed effects of hormone treatment on cell types in the day 6 and day 12 EEO (tables in Figs. 4A and 5A). Of note, a substantial increase in ciliated cells was noted in E2-treated day 6 EEO and E2+MPA-treated day 12 EEO. In day 6 EEO, the number of epithelial and stem type cells decreased with E2 treatment, whereas the other cell types (proliferative and unciliated) remained unchanged. Interestingly, the secretory cell type was found only in day 12 EEO, and the number of those cells was increased by E2+MPA treatment. The number of ciliated, epithelial, and secretory type cells increased in day 12 EEO treated with E2+MPA, whereas the number of stem and unciliated type cells decreased with E2+MPA treatment. In contrast, the number of proliferative type cells did not change with hormone treatment. Although cAMP with E2+MPA had substantial effects on organoid gene expression (Fig. 3), the number of cell types did not change with that hormone treatment.
Fig. 4.
Single-cell RNA-seq profiling of human endometrial organoids reveals different types of cells and responses to estrogen treatment. (A) tSNE plot revealing 5 different cell types in day 6 control and E2-treated organoids based on marker gene analysis. The number of cells (nCells) in the organoids is provided in the table as determined by marker gene analysis (Materials and Methods). Note the increase in proportion of ciliated cells with E2 treatment. (B) Heat map showing distinct patterns of marker gene expression among cell types in day 6 organoids. Scale represents normalized log2 expression. (C) Dot plot representing key cell type marker gene expression and the effect of hormone treatment in each of the 5 different organoid cell types. Dot size indicates proportion of cells in cluster expressing expressing a gene, and shading indicates the relative level of expression (low to high reflected as light to dark).
Fig. 5.
Single-cell RNA-seq profiling of human endometrial organoids reveals different types of cells and responses to estrogen, progesterone, and cAMP treatment. (A) tSNE plot revealing 6 different cell types in day 12 control, E2+MPA, and E2+MPA+cAMP-treated organoids based on marker gene analysis. The number of cells (nCells) in the organoids is provided in the table as determined by marker gene analysis (Materials and Methods). Note the increase in proportion of ciliated and secretory cells with E2+MPA treatment. (B) Heat map showing distinct patterns of marker gene expression among cell types in day 12 organoids. Scale represents normalized log2 expression. (C) Dot plot representing key cell type marker gene expression and the effect of hormone treatment in each of the 6 different organoid cell types. Dot size indicates proportion of cells in cluster expressing expressing a gene, and shading indicates the relative level of expression (low to high reflected as light to dark).
Individual cell types in the cultures displayed distinct patterns of differential gene expression in response to hormone treatment (Figs. 4 B and C and 5 B and C and Dataset S2). Changes in gene expression were most profound in the ciliated cells followed by the stem cells. This data complements the bulk RNA-seq data and allows for the determination of which cell type(s) in the organoid is responsive to steroid hormones. For instance, OLFM4 is an E2-responsive gene that is predominatly up-regulated in the stem and ciliated cells of the day 6 EEO. In the day 12 EEO, PAEP is a P4-responsive gene that is predominantly up-regulated in the ciliated, proliferative, secretory, and stem cell types by E2+MPA treatment. Differential response of cell types to hormone treatment based on gene expression cluster patterns was confirmed by mutual information analysis of coexpressed genes as well as K-means clustering of gene expression data of each cell type (22) (SI Appendix, Fig. S3).
Ligand-Receptor Prediction and Analysis.
Recent evidence in mice and humans supports the idea that products of the endometrial GE impacts stromal cell decidualization (17, 23–25). First, the FANTOM5 database (http://fantom.gsc.riken.jp/5/) (26) of ligands and receptors was used to determine ligands whose encoded genes were associated with genes increased by E2+MPA and E2+MPA+cAMP in day 12 EEO based on bulk RNA-seq analysis as described in Materials and Methods. Second, receptors for those ligands were determined using transcriptome data from human endometrial stromal cells (ESCs) before and after decidualization in vitro (National Center for Biotechnology Information GEO accession no. GSE112362) (27).
As expected, a large number of ligands were expressed by the control and hormone-treated EEO with corresponding receptors expressed in the undecidualized and decidualized ESCs. Next, differentially expressed receptors were determined in the ESCs and decidualized ESCs based on the RNA-seq analysis. Then, ligands from the control organoids were determined as well as ligands that are differentially expressed between hormone-treated and control organoids (Fig. 6 and Dataset S3). For example, the ligands CALM3 (calmodulin 3), FN1 (fibronectin 1), TIMP2 (TIMP metallopeptidase inhibitor 2), and TNC (tenascin C) were found in day 12 control EEO in levels significantly different from those treated with either E2+MPA or E2+MPA+cAMP. Several receptors, mostly integrins, were found to be differentially expressed in the undecidualized as compared to decidualized stromal cells. The treatment of organoids with E2+MPA increased the expression of COL1A2 (collagen type I alpha 2) and JAG1, whereas the addition of cAMP resulted in differential regulation of IL1RN (Interleukin 1 Receptor Antagonist), SPP1, and TGM2.
Fig. 6.
Ligand receptor analysis of EEOs and stromal cells. Integrative analysis of bulk and single-cell RNA-seq data for identification of consensus ligands expressed in day 12 organoids whose receptors are expressed in either stromal cells or decidual cells.
Second, an integrative analysis using the single-cell RNA-seq data were performed to determine potential interactions between individual cell types in the EEO with in vitro decidualized ESCs and their progenitors in vitro. This analysis predicted a large number of reciprocal ligand−receptor interactions occur in a cell-specific manner (SI Appendix, Figs. S4–S6 and Dataset S3). Collectively, these analyses support the idea that endometrial epithelia, particularly the GE, produces factors that communicate with decidualizing stromal cells and other cell types, such as the invading trophoblast as well as immune cells, during the peri-implantation period of pregnancy.
Discussion
This study highlights that human EEO are comprised of the major epithelial cell types that are normally found in the endometrium including both LE and GE. The FOXA2 transcription factor is expressed specifically in the GE of all studied mammalian uteri (17, 6, 28) and regulates GE differentiation and function (23, 24, 29, 30). The EEO generated in this and other studies (10–13) contained both FOXA2+ and FOXA2− cells, signifying they are a mixture of LE and GE. Organoids established from other human tissues such as prostate, intestine, lung, kidney, and oviducts or Fallopian tubes are also comprised of different epithelial cell types at different stages of differentiation, highlighting their similarity to those in vivo (31–35). Here, analysis using scRNA-seq found that day 6 control and E2-treated EEOs were made up of 5 cell types, i.e., proliferative, epithelial, ciliated, unciliated, and stem. The day 12 EEOs were made up of 6 cell types, including the same 5 as day 6, and also a secretory cell population. Previous EEO studies revealed gene expression of markers related to epithelial, mucosal secretory, and epithelial progenitor cells as well as electron microscopy and gene expression analyses showing evidence of ciliated cells (10–12). In women, the endometrial epithelium is morphologically differentiated into the LE and GE, both are either ciliated or unciliated, and the proportion of those cells changes across the menstrual cycle stage (36, 37). During menstruation, the functional layer of the endometrium is shed, which is followed by reepithelialization, regeneration, and cellular proliferation during the proliferative phase. Differentiation and secretory transformation of the endometrial glands occurs during the subsequent secretory phase and, if pregnancy does not occur, the entire process repeats, typically in a 28-d cycle. As such, to recapitulate the hormonally controlled in vivo environment, EEO should also be comprised of proliferating, secretory, and putative stem cell populations as determined by single-cell RNA-seq analysis in the present study.
The ability of the organoids to be maintained in culture long-term and to maintain proliferative capacity suggests that a population of epithelial stem cells is present. Previous EEO studies established their clonogenicity (10, 11). Clonogenic activity of human endometrial epithelial cells was first shown when in culture, single epithelial cells in culture were able to form a colony at low densities (38). While this was possible, the number of cells able to produce these colonies was small as were the colonies themselves. Although extensive efforts have been subsequently made to identify markers of endometrial epithelial stem/progenitor cells, such as CDH1, SSEA-1, and LGR5 (39–42), the identity of these clonogenic progenitors as legitimate stem cells remains largely unknown. Turco et al. (11) found that endometrial epithelial organoids formed from SSEA-1–negative cells. Those published endometrial epithelial stem cell markers were identified in the bulk RNA-seq data from the EEO here, but not in the stem cell cluster determined by scRNA-seq analysis. However, the cell type designations of the scRNA-seq analysis relied on a dataset of stem cell marker genes curated from tissues other than the endometrium. Nevertheless, analysis of EEO should provide significant insights into endometrial epithelial stem cell dynamics that occur in the developing and adult human uterus.
Estrogen treatment instigated changes in organoid gene and protein expression as well as cell composition that mimics the in vivo endometrium during the proliferative phase of the menstrual cycle. Treatment with E2 increased the number of ESR1- and PGR-positive cells. This replicates in vivo changes in the proliferative phase of the menstrual cycle when many GE cells in the functionalis and basalis layers of the endometrium express ESR1 and PGR (43–45). Furthermore, others have shown a positive correlation between plasma E2 levels and the PGR content in uterine tissues and primary endometrial cells treated with E2 have increased expression of PGR (46, 47). Treatment with E2 also significantly amplified OLFM4, and this was the most significantly increased gene in the bulk RNA-seq analysis. This reflects in vivo and previous cell culture experiments where OLFM4 expression is highest during the proliferative phase and E2 treatment of endometrial explants stimulates OLFM4 expression (48). Stimulation with E2 also increased IHH expression in the absence and presence of MPA in the EEO. In the mouse uterus, Ihh is a mediator of P4 action and is expressed in the murine epithelium under the control of P4 (49). Immunohistochemistical studies of the human endometrium found that IHH is increased in secretory phase glands and stroma as compared to the proliferative phase (50). However, IHH mRNA levels are higher in proliferative than secretory phase endometrium. Thus, E2 regulation of IHH expression in the EEO here may represent physiological hormone regulation in the human endometrium (27). Alternatively, the stem cell-promoting conditions of the EEO culture system may produce aberrant hormone response. The 3D EEO system provides a unique opportunity to investigate the hormone responsiveness and function of genes in the endometrial epithelia, as proper hormone responsiveness of endometrial epithelial cells is not observed in 2D culture systems.
Single-cell RNA-seq analysis identified groups of ciliated and unciliated epithelial cells with the number of ciliated cells increasing substantially after E2 treatment. Similarly, investigation of differentially expressed genes in the bulk RNA-seq analysis of control and E2-treated organoids found that they were enriched for cilia-related biological processes. This reflects what is seen in vivo where the number of ciliated epithelial cells in the endometrium changes depending on menstrual cycle stage, suggesting hormonal regulation of cilia formation (36, 37). During the proliferative phase of the menstrual cycle, ciliogenesis and number of ciliated cells is maximal, which decreases in the second half of the cycle when P4 levels rise during the secretory phase (36, 37). The presence of cilia on cells in EEO has been reported (10–12), and E2 drives formation of ciliated cells in human endometrial epithelial organoids (12). Thus, EEO are a good in vitro model to investigate effects of estrogens on endometrial epithelial morphogenesis and function.
In the EEO, E2+MPA treatment substantially decreased PGR expression, recapitulating in vivo events in which PGR expression in endometrial glands decreases to undectectable levels by the late secretory phase (43, 44). In the EEO, ESR1 expression is low to absent with MPA treatment, which is also observed in the presence of elevated endogenous P4 during the secretory phase (45). Both qPCR and bulk RNA-seq analysis revealed that HSD17B2, PAEP, and SPP1 were increased with E2+MPA and E2+MPA+cAMP treatment. Indeed, SPP1 (osteopontin) is increased in secretory phase endometrium of women, localized to the epithelial cells, and is present in glandular secretions (51). Similarly, PAEP (glycodelin) is expressed and secreted by human endometrial gland cells during the secretory phase of the menstrual cycle, with its expression stimulated by P4 and is not detected in proliferative phase endometrium (44, 52). Furthermore, the expression of HSD17B2 is induced by P4, and that enzyme catalyzes the conversion of E2 to estrone in human endometrial epithelial cells (53). LIF is found in the secretory phase endometrial glands and is decreased in the uterine luminal fluid of infertile women compared to normal fertile women (54, 55). Previous EEO studies confirm our demonstration that P4 treatment increases HSD17B2, LIF PAEP, and SPP1 expression, all mimicking in vivo changes in the endometrium during the menstrual cycle (10, 11). These secretory phase genes were further increased with the addition of cAMP, a second messenger molecule that enhances stromal cell decidualization and is involved in the receptor-mediated effects of prostaglandins and CG (16). Thus, EEO offer an in vitro model to study the effects of P4 and other pregnancy hormones on expression of critical genes such as PAEP and SPP1.
Both E2+MPA and E2+MPA+cAMP increased the number of ciliated, epithelial, and secretory cells and decreased the number of stem and unciliated cells. Interestingly, these treatments did not affect the population of proliferating cells, which remained unchanged. The number of Ki67+ cells was moderately increased in the E2-treated organoids; however, Ki67+ cells were observed in all other treatment groups. In the endometrium of cycling women, the number of Ki67+ cells is increased in the glands during the proliferative phase and is greatly decreased or absent during the secretory phase (45, 56, 57). Boretto et al. (10) also observed an increase in Ki67+ cells with E2 treatment and a significant reduction with the addition of P4 in their EEO cultures. In that study, P4 may have had a more influential effect on the percentage of Ki67+ cells because the concentration of E2 was decreased when P4 was added. In the present study, the concentration of E2 remained consistent, which may explain why the number of ciliated cells also increased with E2+MPA and E2+MPA+cAMP treatment. During the secretory phase of the menstrual cycle, the number of ciliated epithelial cells decreases (36, 37). Future experiments with EEO model may involve lowering the E2 concentration when P4 is added to more accurately recapitulate the relative reduction in E2 during the secretory phase of the menstrual cycle when compared to the late proliferative phase and preovulatory peak. Nevertheless, the number of stem cells decreased, while the secretory and epithelial cells increased upon organoid exposure to MPA and cAMP, suggesting that the addition of MPA and cAMP stimulated the differentiation of putative stem/progenitor cells into cells with a secretory phenotype as is observed during the secretory phase of the menstrual cycle in vivo.
The influence of hormone treatment on EEO gene expression was examined in organoids from 2 different donors. While the gene expression changes due to hormone treatment were overall similar between the 2 donors, some differences were observed. For example, the magnitude of fold change in gene expression in response to hormone treatment varied between patients in a gene-dependent manner. In example, the addition of cAMP had a much greater influence on IHH expression in Donor 1 than in Donor 2. While the overall similarity in hormone response suggests that in culture the organoids return to a similar baseline despite coming from different donors, investigations into the implications or donor differences, particularly in endometrial epithelial cells, has not been studied as in endometrial stromal cells. Stromal cells isolated from both proliferative and secretory phase have similar levels of prolactin (PRL) secretion following P4 treatment (58); however, donor-specific reproductive pathologies may influence the behavior and gene expression of cultured cells. For instance, PRL secretion is abnormal from endometrial stromal cells isolated from women with recurrent pregnancy loss (59). Similarly, endometrial stromal cells from women with a previous pregnancy complicated by severe preeclampsia fail to decidualize in vitro (9) and genes are differentially expressed in primary stromal cell cultures from endometriosis patients compared to controls (60). Thus, patient reproductive pathologies may have a greater influence and should be carefully considered when deriving cell and organoid lines from these patients.
Our current understanding of the interactions between uterine glands and stromal or decidual cells is limited. Clear evidence has shown that mice lacking glands present with infertility due to recurrent peri-implantation pregnancy loss and disruptions in stromal cell and decidualization (61). In mice, uterine glands and their secretions are critical for stromal cell decidualization (23, 24). While there are no reported studies directly showing the interaction or intercellular communication between glands and decidual stromal cells, there is some evidence that supports the concept that uterine glands and their secretions are critical for blastocyst survival and implantation as well as embryo and placental development during the first trimester before the onset of fetal maternal circulation (6, 62–64). During decidualization, decidual stromal cells express and secrete PRL and, while there are no reports of uterine glands expressing PRL, they do express the PRL receptor (65–69), suggesting a reciprocal relationship between the glands and stroma. As such, the development of a 3D coculture model incorporating both organoids and stromal cells, and in the future other cell types of the endometrium, is fundamental to our understanding of how uterine glands influence embryo implantation and survival, and early pregnancy events in humans.
The development of EEOs cultured in a defined medium (10, 11) has allowed for the expansion and cryopreservation of endometrial epithelial cells, which was previously difficult to achieve. These EEOs are hormone-responsive and express known markers of differentiation under P4 treatment, reflective of the secretory phase of the menstrual cycle when the endometrium is receptive to embryo implantation in women. A comprehensive analysis of EEO was performed under the influence of both E2 and P4 in an unbiased approach using both bulk RNA-seq and single-cell RNA-seq technologies. Importantly, the organoids express genes similar to that of uterine glands and consist of the different epithelial cell types found in the in vivo environment. These analyses provide a crucial contribution to our understanding of uterine glands and allow for the further development of this model to incorporate other endometrial cell types to better understand pregnancy establishment and complications in women. The EEOs can also be utilized as a platform to discover genes and regulatory mechanisms that impact endometrial regeneration and differentiation and how this influences early pregnancy establishment. The cryopreservation of organoids derived from different donors with normal endometrium and endometrial pathologies allows for comparative studies into the specific mechanisms that may drive endometrial dysfunction as well as the responsiveness of these cells to potential treatments that target pregnancy complications such as preeclampsia, pregnancy loss, and infertility.
Materials and Methods
Establishment, Maintenance, and Cryopreservation of Human Uterine EEOs.
All experiments involving human subjects were approved by the Institutional Review Board of the University of Missouri, and written informed consent was obtained from each donor. Donor 1 was 35 y old, having a nonfunctional ovarian cyst removed, and cycle day 27 (late secretory phase). Donor 2 was 28 y old, having a vaginal cyst excised, and cycle day 9 (proliferative phase). Both were Caucasian.
Upon collection, endometrial tissue biopsies were immediately placed in Dulbecco’s modified eagle medium: nutrient mixture F-12 medium (DMEM/F12) (Gibco, 11320-033) supplemented with 10% fetal bovine serum (FBS) (Sigma, F0926) and 1% antibiotic-antimycotic (Anti-Anti, Gibco, 15240-062) at 4 °C. Endometrial tissues were washed with DMEM/F12 medium supplemented with 1% antibiotic-antimycotic for 20 min at 37 °C with gentle agitation to remove blood and debris. Tissues were transferred to a Petri dish and finely minced with scissors. Minced tissue was placed in 20 mL of enzymatic digestion solution (DMEM/F12 supplemented with 1% antibiotic-antimycotic, 0.4 mg/mL Collagenase V [Sigma, C-9263], 1.25 U/mL dispase II [Sigma, D4693]) and incubated at 37 °C with agitation. The extent of digestion was checked after 20 min and, depending on the amount of tissue, total digestion time was between 40 and 50 min. Once digested, 20 mL of neutralizing medium (DMEM/F12 supplemented with 1% anti-anti and 10% FBS), was added to the tissue/digestion solution to halt further digestion. The Falcon tube containing the digested tissue was swirled firmly and left to stand for 2 min to allow any undigested tissue fragments to settle at the bottom of the Falcon tube. The supernatant was passed through 1 or more 100-μm cell strainers and rinsed with DMEM/F12 supplemented with 1% anti-anti medium. The 100-μm strainer was inverted over a Petri dish, and the glandular fragments/epithelial cells were forcefully backwashed, transferred to a Falcon tube, and pelleted by centrifugation. The supernatant was removed and the glandular fragments resuspended in 1 mL of advanced DMEM/F12 medium (Gibco, 12634010). The tissue/cell suspension was pipetted up and down repeatedly to separate glandular fragments and pelleted by centrifugation. The supernatant was removed and tube with pellet placed on ice for 2–3 min. The pellet was loosened by flicking the tube and cells/glandular fragments were resuspended in Matrigel (Corning, 536231) at a volume according to volume recommended by Turco et al. (11) and placed on ice. Twenty-microliter droplets of the Matrigel cell suspension were added to a 48-well plate (1 droplet per well) and incubated at 37 °C for 15 min. Organoid medium (250 μL) was overlaid in each well. The organoids formed within 3–4 d and were passaged according to growth and confluency within the Matrigel.
To passage the organoids, a 1-mL pipette was used to scrape the Matrigel droplets from the well of the cell culture plate so that they detached into the organoid medium. The Matrigel/organoids and medium were transferred to a Falcon tube and centrifuged for 10 min at 4 °C. The medium/supernatant was removed, replaced by 1 mL of Advanced DMEM/F12 (Gibco, 12634010), and pipetted up and down to dissociate the pellet. Another 1 mL of Advanced DMEM/F12 medium was added to the cell suspension; the suspension was mixed by pipetting and centrifuged for 10 min at 4 °C. The supernatant was removed and the pellet placed on ice for 3 min. The cells were then resuspended in Matrigel, and 20-μL droplets of Matrigel/cells were plated onto a 12-well cell culture plate (3–4 droplets per well), followed by incubation at 37 °C for 15 min to allow the droplets to set. Seven hundred microliters per well of organoid medium was overlaid in each well.
Cryopreservation of organoids was achieved by first passaging the organoids as mentioned previously and following the second centrifugation and removal of supernatant, the organoids were resuspended in 1 mL of freezing medium consisting of 10% DMSO in FBS and placed in cryovials at −80 °C overnight. Organoids were then transferred to liquid nitrogen for long-term storage. To thaw, organoids were removed from liquid nitrogen and thawed by pipetting 500-μL aliquots of warmed organoid medium added serially into the cryovial. The thawed vial contents were then transferred to a 15-mL Falcon tube. This was repeated as many times as necessary until all contents of the cryovial were thawed and freezing medium was diluted. Following centrifugation for 10 min, the supernatant was removed and pellet resuspended in 1 mL of organoid medium by gently pipetting up and down. The cell suspension was again centrifuged for 10 min, supernatant was removed, and the pellet resuspended in Matrigel and placed on ice for 3 min. Twenty-microliter droplets of Matrigel were placed in a 48-well cell culture plate and incubated for 15 min at 37 °C. Organoid medium supplemented with 10 μM Y-27632 was overlaid in each well and used for the first 3 media changes. Following this, normal organoid medium was used for continued culture.
Hormone Treatment of Organoids.
To examine the hormone responsiveness of organoids following passaging, 10,000 cells per Matrigel droplet were plated in 12-well plates (3 droplets per well) and allowed to establish into organoids over 4 d in organoid medium. Organoids were then treated with either 10 nM estradiol (E2, Sigma, E1024) or vehicle as a control (100% ethanol) for 2 d. Following this, organoids were treated with either 10 nM E2 and 1 μM MPA (Sigma, PHR1589) (E2+MPA), 10 nM E2, 1 μM MPA, and 1 μM cAMP (2′-O-dibutyryladenosine 3′, 5′-cyclic monophosphate sodium salt; Sigma, D0627) (E2+MPA+cAMP) for a further 6 d. Each treatment was performed in triplicate wells with a fourth well for each treatment used for histology purposes. Organoids derived from 2 individual donors were used.
Organoid Dissociation for Single-Cell Analysis.
Hormone treatment of organoids was performed as described above. Following treatment, a 1-mL pipette was used to scrape the Matrigel droplets from the well of the cell culture plate so that they detached into the organoid medium. The Matrigel/organoids and medium were transferred to a Falcon tube, the volume increased to 10 mL using serum-free DMEM/F12 supplemented with antimycotic-antibiotic, and the mixture was placed on ice for 5 min. The organoid suspension was centrifuged for 10 min at 4 °C, the supernatant removed, and the pellet resuspended in 10-mL serum-free DMEM/F12 supplemented with antimycotic-antibiotic. Following an additional centrifugation, the supernatant was removed and pellet resuspended in 0.05% trypsin EDTA to dissociate organoids. This mixture was incubated for 40 min at 37 °C with resuspension via pipetting 10 min to create a single-cell suspension. Suspension volume was increased to 10 mL with serum-free DMEM/F12 supplemented with antimycotic-antibiotic and the mixture centrifuged. Pelleted cells were resuspended in serum-free DMEM/F12 supplemented with antimycotic-antibiotic and 1 mg/mL DNase I and incubated for 5 min at 37 °C. An equal volume of serum-free DMEM/F12 supplemented with antimycotic-antibiotic was added to the cell suspension, and the suspension mixed and centrifuged. The supernatant was removed, and the pellet was resuspended in 1-mL PBS containing 0.04% BSA. This mixture was passed through a 40-μm cell strainer. Another 1 mL of PBS containing 0.04% bovine serum albumin (BSA) was passed through the cell strainer. The cells were counted and viability assessed.
scRNA-Seq and Data Analysis.
Droplet generation of single cells was performed using a 10X Chromium system with a target cell count of 4,000 per sample. Single-cell RNA-seq libraries were prepared using 10X Chromium technology using the manufacturer’s protocol at the University of Missouri DNA Core facility. Libraries were sequenced on an Ilumina NextSeq with a target reads per cell of 25,000. The BCL (base call) files generated from Illumina sequencing were processed by Cell Ranger (v. 3.0.1), the proprietary pipeline for single-cell sequence analysis by 10X Genomics. The “mkfastq” function of Cell Ranger was used to demultiplex the raw base call (BCL) files into FASTQ files, which were then used to map to the human reference genome GRCh38 using STAR aligner. The “count” function of Cell Ranger was used to count barcodes, UMI, perform background filtration based on UMI vs. barcode counts, and generate feature-barcode matrices based on the barcodes used in the sequencing libraries. The Cell Ranger pipeline also generated the summary statistics of cell counts, read counts, and mapping information relative to the genome.
The R package “Seurat” was used to analyze the expression count data generated by Cell Ranger. The count data were read using “Read10x” function of Seurat that was then used to create Seurat object for each sample. Cells were filtered with lower gene expression (nfeature < 200) and a higher percentage (>20) of mitochondrial origin as described (19). The variable genes in the normalized filtered data were detected by using the “FindVariableFeatures” function of Seurat for each sample separately. In order to compare the hormone treatment sample with the control sample, we integrated day 6 control and E2 treated data by finding integration anchors using the first 20 dimensions of data variation. The anchors were then used to integrate expression data of control and treatment samples using the “IntegrateData” function of Seurat. A similar approach was used to integrate data of the control and the 2 treatments (E2+MPA and E2+MPA+cAMP). The scaled integrated data were then used to determine the principal components of expression variation with the nonlinear dimensional reduction method of UMAP (Uniform Manifold Approximation and Projection) and tSNE methods implemented in Seurat. Marker genes for individual clusters were predicted using the “FindAllMarkers” function and the list of the predicted markers were compared with known cell type markers (19–21). in order to assign cell types to different expression clusters. The heatmaps, dot plots, and violin plots were generated using plotting functions of Seurat. The mutual information (MI) plot was generated by calculating pairwise MI matrix based on mean expression variation among the cell types and plotting by R package “circlize.”
For the single-cell sequencing analysis, the K-means cluster tree of gene expression variation between control and hormone treatment samples were conducted as follows. First, the expression data were extracted in matrix form from the RNA “count” slot Seurat object by using the GetAssayData function. If a gene had the sum of read counts across the cells less than 10, it was removed from the K-means clustering. The clustering was performed with different K values (1–5) with 100 iterations and 10 random seeds. The clusters identified from control and treated cells using this method were used for cluster tree analysis plotting was done with the R package “clustree.” The method of cluster tree analysis was based on descriptions in Zappia and Oshlack (22). All statistical analyses were conducted in R.
Immunofluorescence Analysis, Real-Time qPCR, Bulk RNA-Seq Analysis, Ligand-Receptor Analysis, and Statistical Analyses.
Full details can be found in SI Appendix, SI Materials and Methods.
Data Availability.
RNA-seq data reported in this paper is deposited in the Gene Expression Omnibus (GEO) database (accession no. GSE136795).
Supplementary Material
Acknowledgments
We thank members of the T.E.S. laboratory for helpful discussions. The work was supported by NIH Grant R01 HD096266 (to T.E.S.) and the University of Missouri System Research and Creative Works Strategic Research Investment Program.
Footnotes
The authors declare no competing interest.
Data deposition: Final RNA-seq data reported in this paper have been deposited in the Gene Expression Omnibus (GEO) database (accession no. GSE136795).
This article contains supporting information online at www.pnas.org/lookup/suppl/doi:10.1073/pnas.1915389116/-/DCSupplemental.
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Associated Data
This section collects any data citations, data availability statements, or supplementary materials included in this article.
Supplementary Materials
Data Availability Statement
RNA-seq data reported in this paper is deposited in the Gene Expression Omnibus (GEO) database (accession no. GSE136795).






