Browsing by Subject "scRNA-seq"
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Item Open Access Developmental Single-Cell RNA Sequencing in the Sea Urchin Species Lytechinus variegatus and Heliocidaris erythrogramma(2022) Massri, AbdullThe process by which a single cell develops into a complex multicellular organism with specified cell types and well-defined cellular roles is not completely understood, and the evolution of that process is even more enigmatic. In sea urchin embryos, cell fate specification and differentiation of cell types occurs through gene regulatory networks, or circuits of nodes or genes that interact with and regulate each other’s DNA elements. However, what remains unclear is how a highly conserved developmental GRN can change over evolutionary time and how that can result in altered embryonic form and function.To begin to understand these processes, we developed methods to compare two relatively simple, yet complex sea urchin embryos with radically different life history strategies, the planktotrophic (conserved) Lytechinus variegatus and lecithotrophic (derived) Heliocidaris erythrogramma. To do this, single cell RNA sequencing methods were developed and adapted for the two species to address to what degree the developmental gene regulatory network genes were present, or altered when compared with the known planktotrophic dGRN. Developmental GRN information and gene signatures were applied to assign cell identities, and were vital to the identification of prospective co-expressed candidate dGRN nodes that could participate in a developmental context. With developmental atlases completed in the two species and dGRN nodes examined in both, we then compared gene signatures and dGRN nodes directly to identify prospective candidate dGRN nodes that could participate in the evolution of specification processes. We identified various novel candidates for dGRN analysis and found that, despite the obvious morphological differences, most of the dGRN circuits were conserved. In particular, we found that general specification events are delayed in Heliocidaris erythrogramma; this delay is especially prominent in the skeletogenic precursors, and the number of cells present is greatly reduced—by a factor of 10. In addition, the order of cell specification events, as shown by gene signatures, developmental sub clustering, and integrated analyses, indicate that pigment cells are among the first cell types to be specified, a finding in sharp contrast to known planktotrophic developers. Lastly, this work creates a unified framework of sea urchin development using a novel integrated model based on 1:1 gene orthologs. The application of single cell RNA-seq is a highly useful technique; when applied to a single developmental time series, it can yield insight into the genes and networks deployed over developmental time. Further, when applied to a second developmental time course, it becomes possible to uncover information about the evolution of development, as this application allows us sharp discernment into the genes and networks deployed over evolutionary time.
Item Open Access Single-cell RNA-seq of out-of-thaw mesenchymal stromal cells shows tissue-of-origin differences and inter-donor cell-cycle variations.(Stem cell research & therapy, 2021-11-04) Medrano-Trochez, Camila; Chatterjee, Paramita; Pradhan, Pallab; Stevens, Hazel Y; Ogle, Molly E; Botchwey, Edward A; Kurtzberg, Joanne; Yeago, Carolyn; Gibson, Greg; Roy, KrishnenduBackground
Human Mesenchymal stromal cells (hMSCs) from various tissue sources are widely investigated in clinical trials. These MSCs are often administered to patients immediately after thawing the cryopreserved product (out-of-thaw), yet little is known about the single-cell transcriptomic landscape and tissue-specific differences of out-of-thaw human MSCs.Methods
13 hMSC samples derived from 10 "healthy" donors were used to assess donor variability and tissue-of-origin differences in single-cell gene expression profiles. hMSCs derived and expanded from the bone marrow (BM) or cord tissue (CT) underwent controlled-rate freezing for 24 h. Cells were then transferred to the vapor phase of liquid nitrogen for cryopreservation. hMSCs cryopreserved for at least one week, were characterized immediately after thawing using a droplet-based single-cell RNA sequencing method. Data analysis was performed with SC3 and SEURAT pipelines followed by gene ontology analysis.Results
scRNA-seq analysis of the hMSCs revealed two major clusters of donor profiles, which differ in immune-signaling, cell surface properties, abundance of cell-cycle related transcripts, and metabolic pathways of interest. Within-sample transcriptomic heterogeneity is low. We identified numerous differentially expressed genes (DEGs) that are associated with various cellular functions, such as cytokine signaling, cell proliferation, cell adhesion, cholesterol/steroid biosynthesis, and regulation of apoptosis. Gene-set enrichment analyses indicated different functional pathways in BM vs. CT hMSCs. In addition, MSC-batches showed significant variations in cell cycle status, suggesting different proliferative vs. immunomodulatory potential. Several potential transcript-markers for tissue source differences were identified for further investigation in future studies. In functional assays, both BM and CT MSCs suppressed macrophage TNFα secretion upon interferon stimulation. However, differences between donors, tissue-of-origin, and cell cycle are evident in both TNF suppression and cytokine secretion.Conclusions
This study shows that donor differences in hMSC transcriptome are minor relative to the intrinsic differences in tissue-of-origin. hMSCs with different transcriptomic profiles showed potential differences in functional characteristics. These findings contribute to our understanding of tissue origin-based differences in out-of-thaw therapeutic hMSC products and assist in the identification of cells with immune-regulatory or survival potential from a heterogeneous MSC population. Our results form the basis of future studies in correlating single-cell transcriptomic markers with immunomodulatory functions.