Single nucleus RNA-sequencing: how it's done, applications and limitations

Author(s):  
Juliane Fischer ◽  
Thomas Ayers

Single nuclei RNA-sequencing (sNuc-Seq) is a methodology which uses isolated nuclei instead of whole cells to profile gene expression. By using droplet microfluidic technologies, users are able to profile thousands of single transcriptomes at high throughput from their chosen tissue. This article aims to introduce sNuc-Seq as a method and its utility in multiple tissue types. Furthermore, we discuss the risks associated with the use of nuclei, which must be considered before committing to a methodology.

2021 ◽  
Author(s):  
Nongluk Plongthongkum ◽  
Dinh H Diep ◽  
Song Chen ◽  
Blue Lake ◽  
Kun Zhang

To study the heterogeneity of complex tissues by joint profiling of gene expression and its regulation, we require an accurate and high-throughput method. Here we described improved high-throughput combinatorial indexing-based single-nucleus chromatin accessibility and mRNA expression sequencing 2 (SNARE-Seq2) co-assay. This protocol involves fixing and permeabilizing the nucleus followed by tagmentation, chromatin barcode ligation, reverse transcription, pooling and splitting for the next rounds of cell barcode ligation into cDNA and accessible chromatin (AC) on the same nucleus. The captured cDNA and AC are co-amplified before splitting and enrichment into single-nucleus RNA and single-nucleus AC sequencing libraries. The protocol can also be applied to both nuclei and whole cells to capture mRNA in the cytoplasm. This improvement allows us to generate hundreds of thousands of data set of each assay and can be scaled up to half a million cells from a single experiment. The entire procedure can be complete in 3.5 d for generating joint single-nucleus RNA and single-nucleus ATAC sequencing libraries.


2021 ◽  
Author(s):  
Nongluk Plongthongkum ◽  
Dinh H Diep ◽  
Song Chen ◽  
Blue Lake ◽  
Kun Zhang

To study the heterogeneity of complex tissues by joint profiling of gene expression and its regulation, we require an accurate and high-throughput method. Here we described improved high-throughput combinatorial indexing-based single-nucleus chromatin accessibility and mRNA expression sequencing 2 (SNARE-Seq2) co-assay. This protocol involves fixing and permeabilizing the nucleus followed by tagmentation, chromatin barcode ligation, reverse transcription, pooling and splitting for the next rounds of cell barcode ligation into cDNA and accessible chromatin (AC) on the same nucleus. The captured cDNA and AC are co-amplified before splitting and enrichment into single-nucleus RNA and single-nucleus AC sequencing libraries. The protocol can also be applied to both nuclei and whole cells to capture mRNA in the cytoplasm. This improvement allows us to generate hundreds of thousands of data set of each assay and can be scaled up to half a million cells from a single experiment. The entire procedure can be complete in 3.5 d for generating joint single-nucleus RNA and single-nucleus ATAC sequencing libraries.


2021 ◽  
Author(s):  
Nongluk Plongthongkum ◽  
Dinh H Diep ◽  
Song Chen ◽  
Blue Lake ◽  
Kun Zhang

To study the heterogeneity of complex tissues by joint profiling of gene expression and its regulation, we require an accurate and high-throughput method. Here we described improved high-throughput combinatorial indexing-based single-nucleus chromatin accessibility and mRNA expression sequencing 2 (SNARE-Seq2) co-assay. This protocol involves fixing and permeabilizing the nucleus followed by tagmentation, chromatin barcode ligation, reverse transcription, pooling and splitting for the next rounds of cell barcode ligation into cDNA and accessible chromatin (AC) on the same nucleus. The captured cDNA and AC are co-amplified before splitting and enrichment into single-nucleus RNA and single-nucleus AC sequencing libraries. The protocol can also be applied to both nuclei and whole cells to capture mRNA in the cytoplasm. This improvement allows us to generate hundreds of thousands of data set of each assay and can be scaled up to half a million cells from a single experiment. The entire procedure can be complete in 3.5 d for generating joint single-nucleus RNA and single-nucleus ATAC sequencing libraries.


2013 ◽  
Vol 33 (suppl_1) ◽  
Author(s):  
Kasey C Vickers ◽  
Michael G Levin ◽  
Michael P Anderson ◽  
Qing Xu ◽  
Joshua Anzinger ◽  
...  

Many HDL-microRNAs (miRNA) are well-characterized post-transcriptional regulators of inflammation, and are significantly increased on HDL with hypercholesterolemia and atherosclerosis in humans and mice. Therefore, we hypothesize that inflammatory cells uniquely control their own gene expression through cellular miRNA export to HDL and then regulate recipient cell gene expression through HDL-mediated miRNA delivery. To test this hypothesis, we used high-throughput proteomics, Open Arrays, small RNA sequencing, and gene expression microarrays. Human monocytes (plasma elutriation) were differentiated into dendritic cells and multiple macrophage phenotypes. Each cell-type was incubated with pure reconstituted HDL (rHDL), which was then purified from culture media by apolipoprotein A-I immunoprecipitation after 24 h, and both cellular and HDL-miRNAs were profiled using TaqMan Open Arrays. Macrophages were found to export high levels of miRNAs to HDL that inhibit monocyte/macrophage differentiation (miR-146a, miR-223); however, monocytes were also found to export many miRNAs associated with differentiation, including miR-92a, miR-222, miR-17, miR-20a, miR106a, and miR-21. Furthermore, many miRNAs were found to be transcribed in inflammatory cells, but completely exported to HDL and not retained in the cell. Most interestingly, HDL treatment was found to induce miR-223 transcription in monocytes, as determined by primary miR-223 transcript levels; however, intracellular levels of the mature form (miR-223) did not change. These results suggest that HDL induces the export of miRNAs it transports. PAR-CLIP with high-throughput small RNA sequencing was used to demonstrate that miRNAs are transferred from macrophages to endothelial cells and loaded onto cellular Argonaute 2-continaining RNA-induced silencing complexes. To demonstrate this in mice, human HDL, containing endogenous levels of miR-223, were injected into miR-223-null mice and inflammation-associated miRNA delivery was mapped in vivo. In summary, we found profound differences in the cellular response to HDL treatment and HDL-miRNA communication amongst inflammatory cell phenotypes that are physiologically relevant to cardiovascular disease.


Science ◽  
2020 ◽  
Vol 371 (6531) ◽  
pp. eaba5257 ◽  
Author(s):  
Anna Kuchina ◽  
Leandra M. Brettner ◽  
Luana Paleologu ◽  
Charles M. Roco ◽  
Alexander B. Rosenberg ◽  
...  

Single-cell RNA sequencing (scRNA-seq) has become an essential tool for characterizing gene expression in eukaryotes, but current methods are incompatible with bacteria. Here, we introduce microSPLiT (microbial split-pool ligation transcriptomics), a high-throughput scRNA-seq method for Gram-negative and Gram-positive bacteria that can resolve heterogeneous transcriptional states. We applied microSPLiT to >25,000 Bacillus subtilis cells sampled at different growth stages, creating an atlas of changes in metabolism and lifestyle. We retrieved detailed gene expression profiles associated with known, but rare, states such as competence and prophage induction and also identified unexpected gene expression states, including the heterogeneous activation of a niche metabolic pathway in a subpopulation of cells. MicroSPLiT paves the way to high-throughput analysis of gene expression in bacterial communities that are otherwise not amenable to single-cell analysis, such as natural microbiota.


2015 ◽  
Vol 47 (1) ◽  
pp. 130-140 ◽  
Author(s):  
Laetitia G.E. Wilkins ◽  
Emily S. Clark ◽  
Laurent Farinelli ◽  
Claus Wedekind ◽  
Luca Fumagalli

BMC Cancer ◽  
2015 ◽  
Vol 15 (1) ◽  
Author(s):  
Wei Liao ◽  
Gwen Jordaan ◽  
Phillipp Nham ◽  
Ryan T. Phan ◽  
Matteo Pelegrini ◽  
...  

2021 ◽  
Author(s):  
Christina J Codden ◽  
Amy Larson ◽  
Junya Awata ◽  
Gayani Perera ◽  
Michael T Chin

End stage, nonobstructive hypertrophic cardiomyopathy (HCM) is an intractable condition with no disease-specific therapies. To gain insights into the pathogenesis of nonobstructive HCM, we performed single nucleus RNA-sequencing (snRNA-seq) on human HCM hearts explanted at the time of cardiac transplantation and organ donor hearts serving as controls. Differential gene expression analysis revealed 64 differentially expressed genes linked to specific cell types and molecular functions. Analysis of ligand-receptor pair gene expression to delineate potential intercellular communication revealed significant reductions in expressed ligand-receptor pairs affecting the extracellular matrix, growth factor binding, peptidase regulator activity, platelet-derived growth factor binding and protease binding in the HCM tissue. Changes in Integrin-beta1 receptor expression were responsible for many changes related to extracellular matrix interactions, by increasing in dendritic, smooth muscle and pericyte cells while decreasing in endothelial and fibroblast cells, suggesting potential mechanisms for fibrosis and microvascular disease in HCM and a potential role for dendritic cells. In contrast, there was an increase in ligand-receptor pair expression associated with adenylate cyclase binding, calcium channel molecular functions, channel inhibitor activity, ion channel inhibitor activity, phosphatase activator activity, protein kinase activator activity and titin binding, suggesting important shifts in various signaling cascades in nonobstructive, end stage HCM.


2021 ◽  
Vol 5 (Supplement_1) ◽  
pp. A509-A509
Author(s):  
Hui Yu ◽  
Malcolm James Low

Abstract Prader-Willi syndrome (PWS) is a genetic disorder affecting 1 in 10,000 to 30,000 live births. Diagnostic features of PWS including insatiable appetite and obesity are well-defined and many are associated with disruption of hypothalamic function. PWS is caused by sporadic or inherited loss of expression from the paternal allele of one or more maternally imprinted/silenced genes located in chromosomal region 15q11-q13 that encompasses five protein coding genes Mkrn3, Magel2, Necdin and Snurf-Snprn and a family of snoRNAs. Seminal studies have indicated that isolated Magel2 gene silencing plays a pivotal role in the development of many, but not all, clinical features of PWS. Magel2 is highly expressed in the hypothalamus and loss of function studies revealed substantial cellular and molecular changes in hypothalamic neurons located in the suprachiasmatic, paraventricular, supraoptic and arcuate nuclei and the lateral hypothalamus. In addition to neuronal alterations, loss of MAGEL2 increases the density and activation of microglia in adult hypothalamus. In the current study, we characterized global changes in hypothalamic gene expression and searched for novel cell populations associated with loss of Magel2 expression using single nucleus RNA sequencing. Single cell nuclei were isolated in two technical replicates per group from hypothalami of adult male and female Magel2-null (C57BL/6-Magel2tm1Stw/J) and wild type sibling mice for the 10X genomics scRNA-seq pipeline. A total of 63,470 cells divided approximately equally by sex and Magel2 genotype were analyzed. Unsupervised cell clustering identified 19 distinct clusters in males (10 neuronal and 9 non-neuronal) and 21 clusters in females (11 neuronal and 10 non-neuronal) based on their transcriptional profiles of signature genes. The percentages of total cells and the transcriptional profiles of each defined cluster from all four combinations of genotype and sex were nearly identical, indicating that loss-of-function of Magel2 does not alter overall cell cluster identities in the hypothalamus. However, a quantitative analysis of gene expression profiles from all individual clusters demonstrated upregulation of a set of genes including Fkbp5, Zbtb16, Htra1, 2900097C17Rik and 1700030F04Rik predominantly in oligodendrocytes and astrocytes in both sexes of Magel2 null mice. In contrast, the majority of down-regulated genes were found in neuronal cell clusters in both sexes of Magel2 null mice. Our current study is the first to characterize cellular and genetic changes in the whole hypothalamus due to the lack of MAGEL2. The data provide a valuable resource for elucidating the regulatory mechanisms of MAGEL2 for the pathogenesis of PWS and shed light on the discovery of new candidate targets for the potential treatment of PWS. This study is supported by the Foundation for Prader-Willi Research and NIH grant R01DK068400.


2021 ◽  
Author(s):  
Georgina K.C. Dowsett ◽  
Brian Y.H. Lam ◽  
John Tadross ◽  
Irene Cimino ◽  
Debra Rimmington ◽  
...  

AbstractObjectiveThe area postrema (AP) and the nucleus tractus solitaris (NTS), located in the hindbrain, are key nuclei that sense and integrate peripheral nutritional signals and, consequently, regulate feeding behaviour. While single cell transcriptomics have been used in mice to reveal the gene expression profile and heterogeneity of key hypothalamic populations, similar in-depth studies have not yet been performed in the hindbrain.MethodsUsing single-nucleus RNA sequencing, we provide a detailed survey of 16,034 cells within the AP and NTS of the mouse, in the fed and fasted state.ResultsOf these, 8910 are neurons that group into 30 clusters, with 4289 coming from mice fedad libitumand 4621 from overnight fasted mice. 7124 nuclei are from non-neuronal cells, including oligodendrocytes, astrocytes and microglia. Interestingly, we identified that the oligodendrocyte population was particularly transcriptionally sensitive to an overnight fast. The receptors GLP1R, GIPR, GFRAL and CALCR, which bind GLP1, GIP, GDF15 and amylin respectively, are all expressed in the hindbrain and are major targets for anti-obesity therapeutics. We characterise the transcriptomes of these four populations and show that their gene expression profiles are not dramatically altered by an overnight fast. Notably, we find that roughly half of cells that express GIPR are oligodendrocytes. Additionally, we profile POMC expressing neurons within the hindbrain and demonstrate that 84% of POMC neurons express either PCSK1, PSCK2 or both, implying that melanocortin peptides are likely produced by these neurons.ConclusionWe provide a detailed single-cell level characterisation of AP and NTS cells expressing receptors for key anti-obesity drugs that are either already approved for human use or are in clinical trials. This resource will help delineate the mechanisms underlying the effectiveness of these compounds, and also prove useful in the continued search for other novel therapeutic targets.


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