Decoding spatiotemporal transcriptional dynamics and epithelial fibroblast crosstalk during gastroesophageal junction … – Nature.com

Single-cell map of epithelial lineage development at the GE-SCJ

The adult human esophageal mucosa is lined with stratified squamous epithelium that meets the columnar epithelium-lined stomach at the GE-SCJ (Fig.1a). Whereas in the mouse, the esophagus opens into the stomach that comprises two regions- a stratified squamous epithelium-lined fore-stomach similar to the esophagus and columnar epithelium-lined stomach (Fig.1a). To study the developmental process and the evolution of cellular features during GE-SCJ histogenesis, we carried out single-cell transcriptome analyses of the esophagus, GE-SCJ, and stomach tissue samples obtained from embryonic day 15 (E15), E19, newborn (pup), and adult mice. Although we expected tissue level changes during the different developmental stages of GE-SCJ, the nature of transcriptional shifts, regulatory mechanisms, and the intermediate cell types during the temporal development and GE-SCJ histogenesis is unknown. Towards this, scRNA-seq data offer a vital input source for unambiguously identifying an individual cell (or cell group) based on their transcriptional states. The uniform manifold approximation and projection (UMAP) distribution of the generated time course single-cell transcriptomes showed a clear separation of cells by developmental time at pre- and postnatal stages (Supplementary Fig.1a). We performed unsupervised clustering and annotated based on the expression of known lineage signatures and cell type markers. This analysis revealed the presence of squamous and columnar epithelial, stromal, endothelial, immune, and neural cell populations (Fig. 1b, Supplementary Fig.1b). UMAP sub-clustering of epithelial cells revealed transcriptionally distinct clusters separated based on squamous and columnar lineages and reflecting their developmental state (Fig.1c). Since esophageal epithelium at GE-SCJ is predisposed to replacement with non-resident metaplastic epithelium16,17, we first focused on understanding the temporal evolution and establishment of epithelial lineages at the GE-SCJ during development (Fig.1d). To identify precursor cells of squamous and columnar epithelial lineages at the GE-SCJ, pseudotime analysis using scRNA seq data was performed by reconstructing branching developmental trajectories using diffusion maps. This analysis revealed two different lineages branching out from the embryonic epithelial cells at the center from the E15 and E19 stages (Fig.1e).

a Schematic of human and mouse adult esophagus and stomach anatomy, including GE-SCJ. b UMAP of scRNA-seq data of esophagus, GE-SCJ, and stomach from embryonic day 15 (E15), E19, pup, and adult mice showing six distinct cellular clusters; dots represent single cells, colored by cell types. c UMAP of epithelial cells, color-coded by tissue type and time point. d UMAP of GE-SCJ epithelial, colored by time point. e Diffusion map (DM) illustrates the branching differentiation of GE-SCJ epithelial cells. f Heatmap of differentially expressed genes (DEGs) across subclusters, with cells ordered by developmental trajectory as in (e). g Normalized expression of selected markers, visualized by DM projection as in (e). h Violin plots show expression levels of specific genes across tissues and stages. i smRNA-ISH and immunostaining images of mouse GE-SCJ with Sox11 (white), KRT5 (green), KRT8 (red), and nuclei (blue). j Immunostained images of the mouse stomach, including distal esophagus with KRT5 (green), KRT7 (Red), P63 (white), and nuclei (blue). Magnified view of the boxed GE-SCJ region (Right panel). Sq, Co, PR, Es, Fs, and Hs indicate squamous epithelia, columnar epithelia, precursor cell region, esophagus, forestomach, and hind stomach. Images are representative of three biological replicates in (ij). k Dendrogram from URD trajectory analysis of GE-SCJ epithelial cells; each dot represents a single cell, colored by time point. Cells are ordered based on pseudotime values, starting from early at the top to late at the bottom of the tree. l, m UMAP of re-clustered GE-SCJ epithelial subpopulation positive for all selected embryonic markers (Vcan, Igf2, Sox11, and H19), colored by time point (l) and lineage type (m). np Joint gene-weighted density estimation of columnar (n), precursor (o), and squamous (p) epithelia. q Bar plot of epithelial types relative proportion at GE-SCJ by time point. r UMAP showing epithelial subclusters in combined GE-SCJ cells from E15 to adult, colored by cluster. s Sankey plot representing the contribution of epithelial cells from each time point to the combined GE-SCJ epithelial subclusters, as shown in (r).

Differential expression analysis across GE-SCJ epithelial cell clusters unraveled the gene expression signature associated with embryonic precursor epithelial cells (Sox11, Igf2, H19, Cldn6, Vcan, and Bex1)18,19,20,21,22,23,24 committing to either the squamous (Trp63, Col17a1, Krt5, Krt15, Krt13, Lgals7) or columnar (Muc5b, Furin, Pgc, Muc6, Agr2) epithelial lineages (Fig.1f, g, and Supplementary Data2). Next, we analyzed the absolute expression of embryonic precursor, squamous, and columnar epithelial marker genes in the GE-SCJ region across all time points (Fig.1h). We found that cells expressing embryonic precursor-associated gene signatures were lost in the postnatal stages (Fig.1h, i, Supplementary Fig.2a, b). However, expression of Krt7, previously described as an exclusive marker for the residual embryonic epithelial cell at adult GE-SCJ and implicated in BE development25,26 was observed to be expressed in cells across all the time points (Fig.1h). These observations were further clarified by immunohistochemistry (IHC) and/or single-molecule RNA in situ hybridization (smRNA-ISH) for KRT5, P63, and KRT7 (Fig.1j, Supplementary Fig.2cf). All the epithelial cells lining E13 mucosa express KRT7. However, these KRT7 cells in the esophagus and foregut region differentiate into P63+KRT5+ cells and show reduced KRT7 expression during squamous stratification. Eventually, KRT7high cells positioned above the P63+KRT5+ squamous epithelial cells in the esophagus and forestomach sloughed off during the E19 stage, thus visibly demarcating the KRT7low squamous and KRT7high columnar epithelial regions of the esophagus and stomach respectively in the adult stage (Fig.1j, Supplementary Fig.2cf). This data shows that in the adult GE-SCJ mucosa, the columnar and squamous epithelial cells express distinct gene signatures from embryonic epithelium, indicating lineage commitment of these epithelial cells. The tree diagram delineated the epithelial differentiation steps by ordering cells based on their pseudotime values, starting from the early embryonic cells that branch into late squamous (Sq3) and columnar epithelial cells (Gland base and pit) (Fig. 1k). To identify early differentiation events, we extracted the early embryonic cell population and performed re-clustering. This revealed the presence of three subclusters within them, showing higher expression of aforementioned lineage-specific markers for squamous, columnar, and precursor populations (Fig.1lp, Supplementary Fig.1c, d). The cell proportion graph further substantiates our findings that the precursor cell population was only present in the embryonic epithelial cells (at E15 and E19) and, to a very less extent, in the pup but not in the adult stage. (Fig.1q). Similarly, the precursor cell population was restricted to embryonic stages in the esophagus and stomach epithelia (Supplementary Fig.1eg). Next, to understand the overall GE-SCJ epithelial characteristics, we performed combined clustering of GE-SCJ cells from all time points, revealing nine subpopulations (Jn_1 9) together with the projected precursor cell population that were either shared or unique during different developmental stages (Fig.1r). Sankey analysis showed that the precursor cell population was majorly contributed by E15 epithelial cells. In contrast, the postnatal epithelial cells majorly contributed to Jn-36 and 8-9 clusters (Fig.1s).

Corroborating to scRNA seq data in Fig.1, we observed that the adult GE-SCJ comprises two epithelial lineages, namelysquamous and columnar, each characterized by lineage-specific gene expression patterns. Similar to P63+KRT5+ and KRT7high expression pattern (Fig.1j, Supplementary Fig.2cf), we observed that KRT8+ cells from the E13 stage differentiate to P63+KRT5+ squamous and KRT8high columnar epithelia during GE-SCJ development eventually defining the adult GE-SCJ (Fig.2ac, Supplementary Fig.3ac). Furthermore, the smRNA-ISH analysis confirmed that Krt5 and Krt8 mRNA are specifically expressed in the adult esophagus and stomach epithelial cells, respectively (Supplementary Fig.3d, e). Next, by inducing lineage tracing in Krt5-CreERT2; Rosa26-tdTomato and Krt8-CreERT2; Rosa26-tdTomato mice (Fig.2d), we confirmed that the Krt5 cells regenerate squamous epithelium of esophagus and Krt8 cells regenerate columnar epithelium of the stomach that meet at GE-SCJ (Fig.2e, f).

ac Tiled images of the entire stomach, including distal esophagus of E13, E16, and E19 mice (a); GE-SCJ of the adult mouse (b) and human (c) immunostained with KRT5 (green), KRT8 (Red), P63 (white), and nuclei (blue). A magnified view of the boxed GE-SCJ regions (right panel) (a). df Treatment scheme for lineage tracing of mice (d) and tiled images of GE-SCJ tissue sections from Krt5-CreERT2; Rosa26-tdTomato (e) or Krt8-CreERT2; Rosa26-tdTomato (f). Nuclei (blue). The white dotted line indicates the basal cells of squamous epithelia at GE-SCJ. g UMAP of esophagus and stomach epithelia (excluding GE-SCJ); cells color-coded by time point. h, i URD differentiation tree of the esophagus (h) and stomach (i) epithelial population; each dot represents a single cell, colored by cell type. Cells ordered based on pseudotime values starting from early (top) to late (bottom). j Circular dendrogram indicating the similarity between epithelial cell clusters as in (h, i) from both tissue types at different time points; Font color indicates time point and tissue type. k Heatmap showing top 20 DEG across esophagus and stomach epithelial stem cell compartments from the embryonic to adult time points; color bar denotes the z-scored mean expression range from high (deep pink) to low (blue). l Heatmap of 20 most variable transcription factors (TF) across epithelial stem cell compartments. The color bar depicts the scaled TF activity scores from high (deep pink) to low (blue). m Confocal images of the mouse GE-SCJ immunostained with CDH1 (green), GATA6 (red), SOX2 (white), and nuclei (blue). Sq, Co, Es, Fs, Hs indicate squamous epithelia, columnar epithelia, esophagus, forestomach, and hind stomach, respectively (ac, e, f, m). Images are representative of three biological replicates in (ac, e, f, m).

Next, we dissected the cell-type specification and subcellular differentiation within squamous and columnar lineage from the scRNA-seq data of E15, E19, pup, and adult esophagus and stomach samples. We clustered epithelial cells from the esophagus and stomach at individual time points separately (Supplementary Fig.3f, g). E15 and E19 esophagus contains early basalstem-like epithelial sub-clusters (Sq1, Sq2), which exhibited higher expression of embryonic developmental genes such as Sox11, Vcan, and Fras1. Whereas the actual higher-order differentiation of epithelial cells was observed in postnatal tissues starting from the pup stage (Sq1A, Sq1B, Sq2A, Sq2B, Sq2C, Sq3). Sq1 represented the basal cell population with a remarkably higher expression of Trp63, Krt5, and Col17a1. Sq2 was positive for parabasal markers like Jun and Fosb, while Sq3 was positive for differentiation markers such as Krt13, Lor, and Spink5 (Supplementary Figs.3f, 4a, c). In the case of the stomach, at E15, all the epithelial cells show high proliferation and expression of embryonic developmental markers. However, two subgroups of cells showed relatively low expression of proliferation (Mki67, Top2a) and developmental (Vcan) markers, indicating the onset of differentiation of these early epithelial cells into other cell types (Neck-like and Pit-like). The presence of epithelial cell types defining the stomach gland region was evident only from E19, which contains cells expressing Lgr5, Axin2, Chga (Base), Atp4a, Muc6 (Neck), Stmn1, Mki67 (Isthmus), Gkn2, Tff1 (Pit) genes (Supplementary Figs.3g, 4b, d). Cell type proportion analysis across both samples at pre- and postnatal stages showed that early embryonic columnar epithelial cells were present only in the E15 and E19 stomach samples. However, in the case of the esophagus, the basal squamous epithelium was shared at all the time points in opposition to differentiated cells that were present only during postnatal time points (Supplementary Fig.4e). Combined clustering of epithelial cells from both esophagus and stomach across all time points revealed that the clustering of cells was not only driven by cell type but was also influenced by tissue type and developmental stages (Fig.2g).

Pseudotime analysis of esophagus epithelial cells showed linear trajectory starting from E15, branched into two trajectories leading to differentiated states of i) E19 (Sq2) and pup (Sq2c) and ii) adult (Sq1-3) (Fig.2h). Whereas, in the stomach, we recovered a branching tree which clearly showed the ordering of cells from embryonic to adult time points with cells from base region confined separately from cells that belong to neck and pit regions (Fig.2i). Additionally, in the rightmost branch of the trajectory, a combination of cells mostly from E15, E19 and few from pup time points exhibited expression of early embryonic markers like Sox11, Vcan, while differentiated cells such as Chga and Muc5ac were found in the left trajectories mainly in pup and adult states (Supplementary Fig.4f-i). Since scRNA-seq data represents the cells transcriptome at a given time, it is inferred that the embryonic differentiated cells (neck-like and pit-like), which are distinct from the differentiated adult cells on the rightmost branch, could indicate transient states and may differentiate to the adult type or likely shed off during development. Dendrogram analysis of identified cell types within the esophagus and stomach from all time points also confirmed that squamous and columnar epithelial cells were transcriptionally dissimilar (Fig.2j). In the esophagus, basal and parabasal cells occupy separate subbranches, while highly differentiated cells (Sq2C-Pup and Sq3-Adult) appeared in a distinct subbranch, revealing transcriptional distinction between these cell types. Similarly, in the stomach, epithelial cells from the adult time point formed a separate branch, emphasizing the well-developed glandular units comprising complex cell types distinct from earlier developmental time points.

To understand the transcriptional difference and essential regulators underlying precursor cell population and stem cell compartment of the lineage-committed esophagus and stomach epithelia, we performed differential expression (DE) and transcription factors (TF) activity analysis (Fig.2k, l, and Supplementary Data3, 4). DE analysis showed some transcriptional similarity of precursor cell population with embryonic stem cell compartment. However, no similarity was observed with the postnatal stem cell compartment (Fig.2k, and Supplementary Data3). We computed TF activities based on the expression levels of their target genes. TF-target interactions were sourced from curated evidence with high confidence levels using DoRothEA27. This analysis revealed an overlap of cell cycle-related genes between the precursor cell population and the early-stage stem cell compartment, correlating to the higher proliferation. Columnar lineage stem cells of the stomach were enriched for the TF activities of Gata6, Foxa1/2, and Hnf4a28,29,30, which were also enriched but at a lower extent in the precursor cell population, suggesting the shared identity of columnar stem cells and precursor cells. Squamous lineage-defining Trp63, Sox2, and Klf531 genes are only expressed in the esophageal epithelial cells. SOX2 expression was confirmed to be high in the squamous epithelium, aligning with previous findings32, and GATA6 was highly expressed in the columnar lineage at the GE-SCJ (Fig.2m, Supplementary Fig.S4j). GATA6 expression was confined specifically to the lower part of the stomach gland, suggesting that it might play a role in columnar stem cell maintenance and differentiation that needs to be further elucidated. In line with this, other studies have shown that GATA6 regulates intestinal epithelial proliferation, lineage maturation, and BMP repression33,34,35. Further, TFs such as Nanog, Tead1, Prdm14, Pax536,37 activity were enriched in the early-stage squamous epithelium and specific cell states of columnar epithelia (Fig.2l, and Supplementary Data4). However, their mechanistic role in lineage commitment within the squamous and columnar epithelia is unclear and an avenue for future research. Thus, this study provides the temporal landscape of the TF activity of epithelial stem cells during GE-SCJ development.

To gain insights into the heterogeneity of the stromal fibroblast population, which shapes epithelial morphogenesis, we analyzed stromal cells from the pre- and postnatal esophagus, stomach, and GE-SCJ tissue regions. As a result, we identified a clear separation of stromal clusters according to pre- and postnatal developmental stages (Supplementary Fig.5a, b). Next, to elucidate the pivotal role of underlying fibroblasts in steering the development of distinct squamous and columnar epithelia, we focused on the esophagus and stomach fibroblast cells, excluding the GE-SCJ, as it is a blend of the esophagus and stomach stromal niche (Fig. 3a). Unsupervised clustering of combined-fibroblast (C-FB) population revealed 16 transcriptionally distinct cellular subsets segregated based on tissue region and time points (Fig.3b, Supplementary Fig.5c). Euclidean distance measurement showed that fibroblast subpopulations from the embryonic stage grouped together and are distinct from the postnatal stromal clusters. Thus, pre- and postnatal fibroblasts possess distinct transcriptional properties (Fig.3c). These subclusters were grouped into 4 major types based on the cells transcriptional state similarity (Fig.3d). Group-1 includes C-FB1, C-FB11, and C-FB15 consisting of cells from all the time points, represented by smooth muscle cells that highly expressed Acta2, Myh11, Tagln (Fig.3a, d, f, Supplementary Data5). Groups 2 and 3 expressed fibroblast marker genes (Col1a1, Col3a1, Dcn, Lum, Postn) segregated into embryonic and adult fibroblasts, respectively38. Group 4 type fibroblasts (C-FB7) expressed muscle cell phenotypic markers such as Acta1, Tnnt3, and Mb and formed a distinct cluster (Fig.3d, f Supplementary Data5). Validation of ACTA2 and POSTN proteins in mouse E19 and Adult GE-SCJ showed the presence of two distinct Group1 and Group 2-3 fibroblast populations (Fig.3e, Supplementary Fig.6a, b). Among Group 2 and 3 fibroblast clusters, C-FB2-4, 10, and 16 enriched for the collagen-related genes, suggesting their role in establishing mechanical structure during development. C-FB9 is highly enriched for the proliferation marker genes Mki67, Top2a, and Stmn1, suggesting a putative fibroblast precursor cell population in the embryonic stage. C-FB6 and C-FB8 derived from the postnatal tissue enriched for the Wingless-related integration site (WNT) inhibitor genes Dkk2 and Sfrp4, indicating their role in the WNT signal modulation. The C-FB12 cluster expressed Rgs5 and Fn1, previously characterized as pericyte-like cells39. C-FB13 exhibited strong expression of Bmp4, Ptch1 which mediates key signaling pathways like Bone Morphogenetic Proteins (BMP) and Sonic Hedgehog (SHH), indicating a potential role in the epithelial morphogenesis during development40,41 (Fig.3d, f, Supplementary Data5). We further identified the transcriptional signatures of fibroblasts specific to tissue regions (esophagus or stomach specific) and developmental stages with few markers shared over time for both esophagus and stomach (Fig.3a, f, Supplementary Fig.5d, f, Supplementary Data5). The Sankey analysis highlighted the shared (C-FB2, 5, 8, 9, 14, 15, 16) or mutually exclusive (C-FB1, 3, 4, 6 for esophagus and C-FB10, 11, 12, 13 for stomach) cluster contributions of different stromal cell sub-types across the tissue during development (Fig.3g, h). Similarly, we individually examined the distribution and heterogeneity of fibroblast types within the esophagus and stomach at all time points. We observed a clear separation of the fibroblast population between the pre- and postnatal stages, while some fibroblast states were shared across the developmental stages (Supplementary Fig.5gl).

a, b UMAP of combined fibroblast (C-FB) cell clusters from esophagus and stomach samples; colored by tissue type and time point (a) in shades of green and magenta, respectively, and cluster annotation (b). c, d Dendrograms highlighting the similarity between fibroblast cell clusters from esophageal and stomach tissue types at different time points (c) and at annotated cluster levels (d); font color denotes subclusters as in figures (a, b), respectively. e Tiled images of mouse esophagus, GE-SCJ, and stomach tissue sections from E19 and adult stages immunostained with CDH1 (green), POSTN (red), and ACTA2 (white) and nuclei (blue). Images are representative of three biological replicates. Sq, Co indicates squamous and columnar epithelia, respectively. f Heatmap of top 20 DEG across fibroblast subclusters as in (b) and subclusters were grouped as in (d); Color bar denotes the z-scored mean expression values ranging from high (deep pink) to low (blue). g, h Sankey plots highlighting the contribution of fibroblast cells from the esophagus (g) and stomach (h) samples at each time point to the subclusters, as shown in (b).

Our previous study14 shows that Wnt signaling between epithelia and stromal microenvironment plays a crucial role in dictating lineage specification. Here, we observed that Rspo3, a key WNT signaling agonist known for regulating stem cell regeneration42, was expressed by a subset of fibroblasts in both esophagus and stomach (Fig.4a, cf). Interestingly, the proximity of Rspo3 signals to the epithelial stem cell compartment of the esophagus and stomach differed. The average distance of the Rspo3 signals to the epithelia is greater in the esophagus than in the stomach (Fig.4df). On the contrary, Dkk2, a WNT inhibitory morphogen43,44, was strongly expressed in the fibroblasts and smooth muscle cells of the esophagus with relatively low expression in the stomach (Fig.4b, c, gi and Supplementary Data6). Further, expression of Kremen1, a receptor of DKK244, is observed only in the esophageal epithelial cells (Fig.4m), suggesting the establishment of the WNT inhibitory microenvironment in the esophagus. Further lineage tracing of canonical WNT signaling target gene Axin245 in mice confirmed that esophageal epithelial cells were negative for AXIN2 lineage. In contrast, the AXIN2+ cells labeled the columnar epithelium of the stomach gland (Fig.4n, o, Supplementary Fig.6c). This observation was further confirmed by smRNA-ISH for Lgr5 and Axin2 in adult mice (Supplementary Fig.6dg). Together, the data revealed that the fibroblast compartment evolves concordant to the temporal development of GE-SCJ from embryonic to adult stages. The distinct sub-cell types of fibroblasts underlying the esophagus and stomach epithelia have a unique spatial organization and secrete unique location-specific morphogens. We show that the spatially defined distinct WNT fibroblast microenvironment underlying the columnar and squamous epithelia that meet at GE-SCJ plays a vital role in determining the adult GE-SCJ borders.

a, b Feature plots showing normalized expression levels of markers Rspo3 (a) and Dkk2 (b) within fibroblast cells. c Trend plots depict the changes associated with mean expression levels of the selected markers over time, as in (a, b). Line color denotes genes, and point shapes represent tissue type. di smRNA-ISH images of the WNT pathway genes Rspo3 (d) and Dkk2 (g) in the mouse esophagus tissue (i), GE-SCJ (ii), and stomach glands (iii). Nuclei (blue). Quantification of Rspo3 (e) and Dkk2 (h) signal counts in epithelia (Ep), stroma (St), and myofibroblast (My) in the mouse GE-SCJ tissue regions and distance (m) from epithelia to Rspo3 (f) and Dkk2 (i) signal. Data are mean+/-SEM (e, f, and h, i). n=number of signal count and their distance to epithelia (f, i) from three non-overlapping 100m2 regions of esophagus and stomach tissues. jl Confocal images of adult mouse esophagus and stomach tissue sections immunostained for CDH1 (green), POSTN (red), and ACTA2 (red) and smRNA-ISH for Rspo3 (white), Dkk2 (white) and Sfrp4 (white) as indicated. m Violin plot showing the normalized gene expression values of Lrp6 and Kremen1 from embryonic to adult time points at different tissue regions. n Scheme for lineage tracing of mice expressing Axin2-CreERT2/Rosa26-tdTomato. o Tiled images of GE-SCJ sections from Axin2-CreERT2/Rosa26-tdTomato mice co-immunostained for KRT5 (green), AXIN2 lineage traced cells marked by Tdtomato (red), and nuclei (blue). Sq, Co indicates squamous and columnar epithelia, respectively. Images are representative of three biological replicates in (d, g, jl, o). For (e, f, and h, i), source data are provided as a Source Data file.

Based on the above-observed distribution of WNT signals in the fibroblasts (Fig.4ao, Supplementary Fig.6ce), we tested the role of WNT signaling in stemness and regeneration by establishing stomach and esophageal epithelial organoids. Mouse esophageal stem cells grew into mature squamous stratified esophageal epithelial organoids in the presence and absence of WNT3a and RSPO1 (W/R) (Fig.5a). However, they lost the stemness and growth capacity over a few passages in the presence of W/R (Fig.5a, b, e, f). Consistently, patient-derived esophageal cells fail to form organoids in the presence of W/R, while their absence supports the growth and differentiation into mature stratified epithelium (Fig.5c, d). This is in contrast to previous studies that showed the culture of esophageal organoids with either the Wnt agonist R-Spondin alone6 or in combination with a Wnt ligand46, suggesting that Wnt signaling is dispensable for the esophageal organoid formation.

ad Bright-field images of the mouse (a, b) and human (c, d) esophageal and stomach organoids grown in the presence or absence of WNT3A (W) and R-spondin1 (R). b, d Higher magnification of (a, c). e, f Percentage of organoid formation (e) and long-term passaging (f) from esophagus and stomach under indicated conditions and passages (P); data derived from two biological replicates (n=2). # indicates organoids can be passaged beyond the stated number. g, h Images of mouse esophageal and stomach organoid immunolabeled for KRT5 (green), KRT7 (Red), P63 (white), KRT8 (Red), nuclei (blue). i, j Organoid diameter measurement from mouse esophagus (i) and stomach (j) grown in indicated media. n=number of organoids measured. Data are representative of three biological replicates. Data are mean+/-SEM; statistical significance was calculated using a two-sided t-test, P-values as indicated. k, l Bright-field (k) and confocal images showing KRT5 (green), KRT8 (red), MUC5AC (white), and nuclei in blue (l). m, n smRNA-ISH images of Lgr5 (m) and Axin2 (n) in mouse esophagus (i) and stomach organoids with inset images (ii). Lgr5-highlighted in arrowhead (m-ii). oq Scheme for lineage tracing of mice (o). Organoids cultured from cells lineage traced for KRT5 (p) and KRT8 (q) in indicated media. r UMAP showing cellular subclusters of esophageal and stomach epithelial organoids. Cells colored by cluster (ST, stomach; ES, esophagus; Co, Columnar epithelia; Sq, squamous epithelia). s Pseudotime trajectories in esophagus epithelial subclusters. tv Dot plot depicting relative gene expression for stomach (t) and esophagus (u) epithelial subclusters for canonical and non-canonical WNT pathway (v). Circle size denotes percentage of cells expressing a gene; color represents the scaled mean expression level from high (red) to low (blue) (tv). w, x Images of human tissue (upper panel) and mouse esophagus organoids (lower panel), immunostained for KRT17 (yellow), JUN (red), KRT6 (red), CDH1 (green) and nuclei (blue). Images are representative of three biological replicates in (ad, g-h, kn, p-q, w-x). For (e, f, and i, j), source data is provided as a Source Data file.

In contrast to the esophagus, and in agreement with previous studies47,48, W/R conditioned media was essential for stomach columnar epithelial organoid growth (Fig.5af). Cultured organoids maintained in vivo epithelial lineage specificity and morphology of esophagus (P63+KRT5+) and stomach (KRT8high, KRT7high), respectively (Figs.2ac, 5g, h, Supplementary Fig.3a-c). A stem cell marker of the stomach, Lgr5, and WNT target genes Axin2 were absent in esophagus organoids (Fig.5m, n). Further, inhibition of endogenous WNT signaling by pan canonical and non-canonical WNT secretion inhibitor IWP2 did not influence the growth of esophageal organoids but reduced the stomach organoid growth and accelerated its differentiation with high expression of MUC5AC (Fig.5il).

Next, we asked if these distinct epithelial stem cell lineages possess the plasticity to transdifferentiate with altering WNT growth factors. For this, epithelial cells from the esophagus and stomach were isolated from induced Krt5-CreERT2;Rosa26-tdTomato and Krt8-CreERT2;Rosa26-tdTomato mice, and cultured as organoids in the presence or absence of W/R media (Fig.5oq). Irrespective of the presence or absence of W/R esophageal stratified organoids from Krt5-CreERT2;Rosa26-tdTomato mice were found to be labeled, whereas matched stomach columnar organoids were not (Fig.5p). Similarly, stomach columnar organoids from Krt8-Cre;Rosa26-tdTomato mice were found to be labeled, whereas matched esophageal stratified organoids were not labeled (Fig.5q). Thus, the adult GE-SCJ consists of two committed squamous and columnar epithelial stem cells that do not transdifferentiate with the change in the WNT microenvironment. Instead, spatial WNT signaling factors play a critical role in the differential proliferation of stratified and columnar epithelia, maintaining the homeostasis of the GE-SCJ.

Further, global transcriptomic and scRNA seq analysis of the esophageal and stomach organoids corroborated the single-cell transcriptional signatures of the in vivo epithelial tissue. Microarray analysis revealed that among 34393 unique probes, encompassing protein-coding genes and long non-coding RNAs, 8030 genes were differentially regulated between columnar and squamous epithelium (Supplementary Fig.7a, Supplementary Data7). Gene ontology terms associated with the differentially expressed genes between the esophagus and stomach organoids showed enrichment of distinct pathways specific to the epithelial types (Supplementary Fig.7b and Supplementary Data8). Pathways related to epidermal cell development, keratinocyte differentiation, transcription and translation, and regulation of cell-cell adhesion were highly enriched in the esophageal epithelial cells. In the stomach epithelial cells, metabolic and catabolic processes related to lipids, fatty acids, and ion transport were enriched. While WNT signaling was critical in regulating GE-SCJ homeostasis, our analysis revealed that columnar epithelial cells were enriched for the canonical WNT beta-catenin and non-canonical WNT/Ca2+ pathway genes. In contrast, squamous epithelial cells were enriched for the non-canonical WNT/planar cell polarity (PCP) pathway genes (Supplementary Fig.7c).

Further, scRNA seq analysis revealed the heterogeneity and subcellular composition of columnar and squamous epithelial cells of gastroesophageal organoids. We categorized cells from stomach (ST) organoids into two major clusters (ST-Co1, ST-Co2 and the squamous epithelial cells of esophageal (ES) organoids were segregated into five unique clusters (Sq1, Sq2A, Sq2B, Sq3A and Sq3B) (Fig.5r). The UMAP recapitulates the differentiation stages of the columnar stomach and stratified esophageal epithelial cells. The ST-Co1 subcluster was enriched for the expression of well-known stomach stem cell markers Lgr5, Aqp5, and Axin2 with high levels of Pgc, Muc6, Gkn3, and Atp4a expression, which are key markers of cells present in the neck and isthmus region. These cells also expressed high levels of proliferation markers, including Mki67, Pcna, Top2a, and Stmn1. The second subcluster, ST-Co2, comprises mostly pit cells of the stomach gland, which expressed high levels of Gkn1, Gkn2, and Tff1 (Fig.5r, t). The esophageal subcluster Sq1 expressed Col7a1, Timm9, Trp63, Stmn1, and Krt17, representing the stratified epitheliums basal cells. The Sq2A subcluster consists of transient proliferating cells expressing Mki67, Top2a, Pcna, Fau, Gstm1, Jun, and Upk3bl. The subcluster Sq2B was enriched for Atf3, Cav1, Ybx1, Cald1, and Sox4, while Sq3A and Sq3B subclusters exhibited differentiation-associated gene markers such as Rhov, Krt6a, Krt13, Anxa1, Tgm1, Spink5, Gsta5, Sprr3 and Elf5 (Fig.5r, u, Supplementary Fig.7dg). Similar to our bulk transcriptomic data (Supplementary Fig.7c), we further identified the distinct expression patterns of the canonical and non-canonical WNT signaling genes in subpopulations of the columnar and esophageal epithelium from the scRNA seq data (Fig.5v).

Since little is known about the esophageal epithelial differentiation trajectories in vitro, we performed a pseudo-temporal reconstruction of the lineage using slingshot49. We show two distinct trajectories, all originating from the basal stem cell compartment of Sq1, differentiating into distinct sub-lineages Sq2 and Sq3 (Fig.5s). Further, by immunostaining, we spatially located the cell types in scRNA seq data that express KRT17, JUN, and KRT6 in human and mouse tissue and organoids, revealing three major subtypes, KRT17+/JUN- basal stem cells KRT17+/JUN+ parabasal cells and KRT6+ differentiated cells (Fig.5wx). Thus, organoids reflect the in vivo epithelial heterogeneity and illustrate the differential impact of WNT signaling on gastroesophageal epithelial stem cell regeneration and differentiation dynamics.

Our approach by employing tissue and organoid models and transcriptome analyses at both global and single-cell levels indicated that the spatial signaling factors are crucial in dictating the squamocolumnar epithelial homeostasis in GE-SCJ. Hence, to gain insights into the pathways and uncover the molecular regulatory networks between epithelial and fibroblast cell populations during GE-SCJ development, we performed gene set enrichment analysis (GSEA) using scRNA-seq data. We identified key signaling pathways differentially enriched between tissue types and time points (Fig.6a, and Supplementary Data9). Pathways such as bile acid and fatty acid metabolism were enriched in the stomach epithelia. While MYC target genes were enriched in esophagus and stomach epithelia, they gradually decreased towards the adult stage, suggesting an overall reduction in cell proliferation as higher-order differentiation proceeded with development. Interestingly, stroma from both esophagus and stomach exhibited strong enrichment for PI3K- FGFR1 cascade, Platelet-Derived Growth Factor (PDGF) signaling, and myogenesis. The hallmark of inflammatory response was more upregulated in both adult tissue stromal regions, and the hallmark of complement was highly enriched in the esophagus stromal cells, suggesting the presence of activated fibroblast50.

a Heatmap of gene set enrichment scores of fibroblasts and epithelial cells of esophagus and stomach from embryonic to adult time points with specific pathways highlighted; column represents individual cells colored by tissue type and time point; colors in the scale bar denotes the z-scored enrichment values ranging from high (deep pink) to low (blue). b, c Heatmap comparing the overall (aggregated both incoming and outgoing) signaling patterns associated with both fibroblast and epithelial compartments in the esophagus (b) and stomach (c) between E19 and adult time points. The color bar denotes the relative signaling strength (row-scaled values) of a pathway across cell types and time points. The relative strength of a pathway is calculated by normalizing each row of values to fall within the range 0-1 and depicted as low (white) to high (dark brown). Colored bar plot on top depicts the total signaling strength of a particular cell type by summarizing all pathways in the heatmap. d Dot plot showing the expression levels of ligands, receptors, and modulators associated with key signaling pathways in both fibroblasts and the epithelial subpopulation of esophagus and stomach at E19 and adult stages. Dot size represents the percentage of cells expressing a particular gene; the color bar indicates the intensity of scaled mean expression levels ranging from high (red) to low (blue). Genes are color-coded based on the signaling pathways to which they belong.

However, the enrichment results did not reveal information regarding the directionality and temporal dynamics of these signaling pathways. Therefore, we scrutinized for alterations in signaling patterns and their strengths between embryonic and adult stages using comparative CellChat51 analysis. In order to mitigate the complexity of cellular interactions and their interpretation, we designated E19 and adult mice as representatives for the pre- and postnatal stages, respectively, and were used for the interaction study. We found that many pathways, such as Laminin and FN1, were enriched during both the pre- and postnatal stages of the esophagus, while pathways including MK, NCAM, and VCAM were more enriched in the prenatal esophagus; Transforming Growth Factor Beta (TGF-), Fibroblast Growth Factor (FGF), and Chemokine (C-X-C motif) Ligand (CXCL) were more enriched in the postnatal esophagus (Supplementary Fig.8a). Interestingly, in case of stomach, majority of the pathways showed more enrichment during the pre-natal phase (Supplementary Fig.8a).

Next, we identified the patterns for incoming, outgoing (Supplementary Fig.8b, c), and overall signaling associated with epithelial and fibroblast cells (Fig.6b, c). In our analysis, incoming or receiver signals refer to the communication received by a cell population through expressed receptors. Conversely, outgoing or sender signals pertain to the communication initiated by a cell population, typically through the expression of ligands. Our analysis indicated that fibroblasts predominantly served as the signaling senders during the epithelial-fibroblast interplay in the esophagus and stomach (Supplementary Fig.8b, c). For Instance, in the esophagus, the Notch pathway has consistently stronger incoming signals in the epithelium compared to fibroblasts at both E19 and adult stages. At the E19 stage, fibroblasts predominantly exhibit outgoing Notch signals, whereas in adult tissues, epithelial cells emerge as the primary source. This pattern indicates that epithelial cells function as receivers of Notch signals across both examined stages. In contrast, fibroblasts transition from being predominant senders at E19 to a less active signaling role in adults (Supplementary Fig.8b). This observation aligns with our earlier study, emphasizing the significance of basal squamous epithelial stem cells as the primary source of outgoing Notch signal and differentiated cells as the receivers contributing to stratification14.

Overall interactions for cell adhesion signaling pathways, including collagen, THBS, Laminin, and FN1, were higher in fibroblast cells of both pre-and postnatal stages, whereas NCAM, VCAM, and OCLN were found higher only in prenatal fibroblasts. Further, TGF- signaling was highly expressed in fibroblasts of the prenatal stomach, while in postnatal phase, it was more active in the esophagus. When compared between the esophagus and stomach, the signaling strength for BMP, non-canonical WNT (ncWNT), NOTCH, WNT, and FGF was retained at a similar level during esophagus development, whereas in the stomach, signaling was predominant at the early stage (Fig.6b, c). These results provide a comprehensive overview of the evolution of organ-specific epithelial-stromal signaling, which regulates several biological processes and homing of tissue-resident cells during the histogenesis of GE-SCJ52,53.

Next, we checked for the sources and targets of signaling involved in the development associated pathways such as WNT, BMP, TGF-, Insulin-like Growth Factor (IGF), FGF, NOTCH, SHH, and PDGF. We manually collected and curated key ligands (L), receptors (R), and positive and negative modulators (M) for each pathway (from publicly available literature together with the Kyoto Encyclopedia of Genes and Genomes (KEGG) database) and assessed their mRNA expression level across all epithelial and stromal subclusters of E19 and adult esophagus and stomach samples. We used the individual time point-based subclustered fibroblasts (Supplementary Fig.8d, e) and epithelial cells of both the esophagus and stomach for analysis (Supplementary Fig.3f, g). This comprehensive analysis unraveled a detailed expression pattern of L-R-M across various epithelial and stromal subclusters, offering insights into the intricate network of epithelial-fibroblast communication during the GE-SCJ development(Fig.6d). BMP pathway genes were expressed relatively more in the fibroblasts than epithelial cells throughout development. Other pathway genes, such as Igf1, Mdk, and Ptn, were highly expressed in the fibroblasts of both esophagus and stomach during the prenatal stage. The distinct expression profiles of FGF ligands in fibroblasts, with Fgf7 highly expressed in the esophagus and Fgf10 in the stomach, suggest a regulatory role in the GE-SCJ. The expression patterns of Fgf7 and Fgf10 align with their requirement for esophageal13 and stomach48,54 epithelium, as evidenced by organoid studies6,32nonetheless, their precise contribution to GE-SCJ development remains to be elucidated. Hedgehog signaling genes Ihh and Shh were expressed in high levels in stomach epithelia during the prenatal stage, while receptors like Notch1, Sdc1, Fgfr2, and Fgfr3 were expressed in high levels in esophageal epithelial cells. WNT ligand genes Wnt4, Wnt5b, Wnt7b, and Wnt10a were strongly expressed only by squamous epithelia. In particular, Wnt4 was highly expressed among all esophageal epithelial subclusters, indicating its role in epithelial-stromal interaction, proliferation, and differentiation in the stratified epithelium55. WNT receptor Fzd6 plays a significant role in the PCP pathway during development and is an inhibitor of cWNT signaling specifically expressed at a higher level in the esophagus epithelial subclusters56,57. The known ncWNT ligand Wnt5b was briefly expressed in the early esophagus, while Wnt5a58 was highly expressed in the fibroblasts of the stomach. The Wnt inhibitors Dkk2 and Sfrp4 expressions were restricted to the fibroblasts of the adult esophagus (Fig.6d). Taken together, our data reveal differential pathway enrichment and alterations in the signaling patterns between squamous and columnar niches governing GE-SCJ development and homeostasis.

To better understand epithelial-fibroblast interactions, we analyzed signaling interactions based on ligand-receptor pairs between epithelia and fibroblasts at a subcluster level. This analysis retrieved unknown additional information on autocrine and paracrine signaling. We identified significant ligand-receptor pairs by combining differential expression analysis with cell-cell communication analysis. Our results revealed that pathways such as WNT, BMP, TGF-, Epidermal Growth Factor (EGF), FGF, and PDGF were among the significant ones. Overall, cell-cell interaction showed fibroblasts predominantly sent FGF and TGF- signals to the epithelia. In comparison, PDGF and EGF signals were sent predominantly from epithelial cells to fibroblasts. The BMP and WNT signals act in both autocrine and paracrine manner in both epithelia and fibroblasts. However, the type of ligands and receptors involved varied between the esophagus and stomach (Fig.7ac, Supplementary Fig.9ac). Further, we investigated the direction of signaling involving significant ligands identified from our cell-cell interactions (Fig.7ac, Supplementary Fig.9ac, left panel) together with ligands and receptor expression dynamics across developmental time points in both the stomach and esophagus (Fig.7ac, Supplementary Fig.9ac, right panel). Interestingly, Tgfb2 and Fgf7 expression levels increased over time in esophageal fibroblasts, whereas Pdgfa/b/c and Hbegf expression exhibited a declining trend over time in the epithelia of both tissues (Supplementary Data10).

ac Graphical abstract of tissue-specific signaling directions between epithelia and fibroblasts (left); trend plots showing the mean expression dynamics of key ligands and receptors over time (right); for the following signaling pathways of interest: BMP (a) TGF- (b) PDGF (c). Lines colored by gene with shapes representing the epithelial (circle) and fibroblast (triangle) cell population; arrows in graphical depictions show signaling direction and colored by signal origin: squamous epithelia (green), columnar epithelia (light pink) and fibroblast (brown). df Chord diagrams depicting inferred cell-cell communications mediated by multiple significant ligand-receptors between epithelia and fibroblast in esophagus and stomach at E19 and adult time points for BMP (d) TGF- (e) PDGF (f) pathways; in lower half of the circos plot, outer bars colored by signal sending cell groups; inner bars colored by proportion of receiving cell groups; edges colored by signal senders. g, h Confocal images of the adult mouse esophagus (g) and stomach (h) tissue sections immunostained for CDH1 (green), PDGFRA (red), and smRNA-ISH probed for Pdgfa (white), and nuclei (blue). Images are representative of three biological replicates. Yellow arrow indicates the direction of predicted interaction between epithelial and fibroblast cells for PDGF signaling.

Further, the inferred significant L-R pairs for BMP, TGF-, FGF, EGF, cWNT, ncWNT, and PDGF-mediated communications between epithelia and fibroblasts were visualized using a chord diagram (Fig.7df, Supplementary Fig.9df). FGF signaling takes place in both autocrine and paracrine manner, where signals are usually sent by the fibroblasts and directed towards epithelial and fibroblast cells in both the esophagus and stomach (Supplementary Fig.9d). In the case of EGF signaling, different ligands were expressed by the differentiated squamous epithelial cells and stomach epithelial cells (Supplementary Fig.9e). These ligands interact in both autocrine and paracrine settings by binding to either Egfr or Egfr-Erbb2 receptor pair, implying that epithelia are the signaling source and signals were directed either back to epithelia or towards fibroblasts in both esophagus and stomach. Our ligand-receptor analysis of WNT signaling revealed that esophageal cells express Wnt4, Wnt10a, Wnt7b, Wnt5a, and Wnt11 ligands (Supplementary Fig.9f) involved in either one or both canonical and non-canonical WNT pathways. Interestingly, most WNT signal senders were epithelial cells, and receivers were fibroblasts, while non-canonical Wnt5a and -Wnt11 signals were primarily restricted to senders and receivers within fibroblasts. On the other hand, in the stomach, Wnt4 and Wnt5a gene expression were observed, with senders and receivers being bi-directional between epithelial and fibroblast compartments (Supplementary Fig.9f). Further, we spatially validated one of the key L-R interaction predictions where the Pdgfa ligand is primarily sent by Sq1-2 of the esophagus and tuft/endocrine cell types of the stomach targeting different fibroblasts (Fig.7f). We confirmed the presence of Pdgfa sender cells (epithelia) and PDGFRA-expressing receiver cells (fibroblast) in the vicinity in both the esophagus and stomach, suggesting possible interaction (Fig.7g, h). In line with this, a previous study showed that PDGFA expressing intestinal epithelium signals with PDGFRA expressing stromal cells for proper villi formation during gastrointestinal development59. Together, our findings deciphered the direction of the communication network and the role each cell type plays during different developmental stages in the process of GE-SCJ histogenesis.

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