Abstract
Eosinophils are a class of granulocytes with pleiotropic functions in homeostasis and various human diseases. Nevertheless, they are absent from conventional single-cell RNA sequencing atlases owing to technical difficulties preventing their transcriptomic interrogation. Consequently, eosinophil heterogeneity and the gene regulatory networks underpinning their diverse functions remain poorly understood. We have developed a stress-free protocol for single-cell RNA capture from murine tissue-resident eosinophils, which revealed distinct intestinal subsets and their roles in colitis. Here we describe in detail how to enrich eosinophils from multiple tissues of residence and how to capture high-quality single-cell transcriptomes by preventing transcript degradation. By combining magnetic eosinophil enrichment with microwell-based single-cell RNA capture (BD Rhapsody), our approach minimizes shear stress and processing time. Moreover, we report how to perform genome-wide CRISPR pooled genetic screening in ex vivo-conditioned bone marrow-derived eosinophils to functionally probe pathways required for their differentiation and intestinal maturation. These protocols can be performed by any researcher with basic skills in molecular biology and flow cytometry, and can be adapted to investigate other granulocytes, such as neutrophils and mast cells, thereby offering potential insights into their roles in both homeostasis and disease pathogenesis. Single-cell transcriptomics of eosinophils can be performed in 2–3 d, while functional genomics assays may require up to 1 month.
Key points
-
This protocol describes a method for single-cell RNA sequencing of tissue-resident murine eosinophils and a procedure for genome-wide CRISPR pooled genetic screens in bone marrow-derived eosinophils.
-
The protocol is optimized to reduce RNA degradation during isolation by reducing shear stress and processing time using magnetic cell sorting techniques and microwell-based single-cell RNA capture.
This is a preview of subscription content, access via your institution
Access options
Access Nature and 54 other Nature Portfolio journals
Get Nature+, our best-value online-access subscription
$29.99 / 30 days
cancel any time
Subscribe to this journal
Receive 12 print issues and online access
$259.00 per year
only $21.58 per issue
Buy this article
- Purchase on Springer Link
- Instant access to full article PDF
Prices may be subject to local taxes which are calculated during checkout
Similar content being viewed by others
Data availability
ScRNAseq data used to illustrate this protocol have been deposited at the Gene Expression Omnibus under the accession number GSE182001.
Code availability
The code used to analyze the data is available at https://github.com/Moors-Code/Eosinophils_scRNASeq.
References
Denisenko, E. et al. Systematic assessment of tissue dissociation and storage biases in single-cell and single-nucleus RNA-seq workflows. Genome Biol. 21, 130 (2020).
Slyper, M. et al. A single-cell and single-nucleus RNA-Seq toolbox for fresh and frozen human tumors. Nat. Med. 26, 792–802 (2020).
Heng, T. S. P. et al. The Immunological Genome Project: networks of gene expression in immune cells. Nat. Immunol. 9, 1091–1094 (2008).
Schulte-Schrepping, J. et al. Severe COVID-19 is marked by a dysregulated myeloid cell compartment. Cell 182, 1419–1440.e23 (2020).
Grieshaber-Bouyer, R. et al. The neutrotime transcriptional signature defines a single continuum of neutrophils across biological compartments. Nat. Commun. 12, 2856 (2021).
Ballesteros, I. et al. Co-option of neutrophil fates by tissue environments. Cell 183, 1282–1297.e18 (2020).
Huang, J. et al. Single-cell transcriptome profiling reveals neutrophil heterogeneity and functional multiplicity in the early stage of severe burn patients. Front. Immunol. 12, 792122 (2021).
Miyake, K. et al. Single cell transcriptomics clarifies the basophil differentiation trajectory and identifies pre-basophils upstream of mature basophils. Nat. Commun. 14, 2694 (2023).
Wechsler, M. E. et al. Eosinophils in health and disease: a state-of-the-art review. Mayo Clin. Proc. 96, 2694–2707 (2021).
Gurtner, A. et al. Active eosinophils regulate host defence and immune responses in colitis. Nature 615, 151–157 (2023).
Shah, K., Ignacio, A., McCoy, K. D. & Harris, N. L. The emerging roles of eosinophils in mucosal homeostasis. Mucosal Immunol. 13, 574–583 (2020).
Mao, H. et al. Mechanisms of Siglec-F-induced eosinophil apoptosis: a role for caspases but not for SHP-1, Src kinases, NADPH oxidase or reactive oxygen. PLoS ONE 8, e68143 (2013).
Knuplez, E. et al. Frontline science: superior mouse eosinophil depletion in vivo targeting transgenic Siglec-8 instead of endogenous Siglec-F: mechanisms and pitfalls. J. Leukoc. Biol. 108, 43–58 (2020).
Shamri, R. et al. CCL11 elicits secretion of RNases from mouse eosinophils and their cell-free granules. FASEB J. 26, 2084–2093 (2012).
Rosenberg, H. F. Eosinophil-derived neurotoxin (EDN/RNase 2) and the mouse eosinophil-associated RNases (mEars): expanding roles in promoting host defense. Int. J. Mol. Sci. 16, 15442–15455 (2015).
Shum, E. Y., Walczak, E. M., Chang, C. & Christina Fan, H. in Single Molecule and Single Cell Sequencing. (ed. Suzuki, Y.) 63–79 (Springer, 2019).
Fan, H. C., Fu, G. K. & Fodor, S. P. A. Combinatorial labeling of single cells for gene expression cytometry. Science 347, 1258367 (2015).
Dent, L. A., Strath, M., Mellor, A. L. & Sanderson, C. J. Eosinophilia in transgenic mice expressing interleukin 5. J. Exp. Med. 172, 1425–1431 (1990).
Dyer, K. D. et al. Functionally competent eosinophils differentiated ex vivo in high purity from normal mouse bone marrow. J. Immunol. 181 4004–4009 (2008).
Wang, L. et al. Single-cell transcriptomic analysis reveals the immune landscape of lung in steroid-resistant asthma exacerbation. Proc. Natl Acad. Sci. USA 118, e2005590118 (2021).
Tang, W. et al. Single-cell RNA-sequencing in asthma research. Front. Immunol. 13, 988573 (2022).
Smillie, C. S. et al. Intra- and inter-cellular rewiring of the human colon during ulcerative colitis. Cell 178, 714–730.e22 (2019).
Martin, J. C. et al. Single-cell analysis of Crohn’s disease lesions identifies a pathogenic cellular module associated with resistance to anti-TNF therapy. Cell 178, 1493–1508.e20 (2019).
Elmentaite, R. et al. Single-cell sequencing of developing human gut reveals transcriptional links to childhood Crohn’s disease. Dev. Cell 55, 771–783.e5 (2020).
Kong, L. et al. The landscape of immune dysregulation in Crohn’s disease revealed through single-cell transcriptomic profiling in the ileum and colon. Immunity 56, 444–458.e5 (2023).
Fawkner-Corbett, D. et al. Spatiotemporal analysis of human intestinal development at single-cell resolution. Cell 184, 810–826.e23 (2021).
Ho, Y.-T. et al. Longitudinal single-cell transcriptomics reveals a role for Serpina3n-mediated resolution of inflammation in a mouse colitis model. Cell Mol. Gastroenterol. Hepatol. 12, 547–566 (2021).
Cui, A. et al. Single-cell atlas of the liver myeloid compartment before and after cure of chronic viral hepatitis. J. Hepatol. https://doi.org/10.1016/j.jhep.2023.02.040 (2023).
Salcher, S. et al. High-resolution single-cell atlas reveals diversity and plasticity of tissue-resident neutrophils in non-small cell lung cancer. Cancer Cell 40, 1503–1520.e8 (2022).
Schwarzfischer, M. et al. TiO2 nanoparticles abrogate the protective effect of the Crohn’s disease-associated variation within the PTPN22 gene locus. Gut https://doi.org/10.1136/gutjnl-2021-325911 (2022).
Gao, C., Zhang, M. & Chen, L. The comparison of two single-cell sequencing platforms: BD Rhapsody and 10x Genomics Chromium. Curr. Genomics 21, 602–609 (2020).
Mayer, A. T. et al. A tissue atlas of ulcerative colitis revealing evidence of sex-dependent differences in disease-driving inflammatory cell types and resistance to TNF inhibitor therapy. Sci. Adv. 9, eadd1166 (2023).
Lafzi, A. et al. Identifying spatial co-occurrence in healthy and inflamed tissues (ISCHIA). Mol. Syst. Biol. 20, 98–119 (2024).
Bock, C. et al. High-content CRISPR screening. Nat. Rev. Methods Prim. 2, 1–23 (2022).
Shi, H., Doench, J. G. & Chi, H. CRISPR screens for functional interrogation of immunity. Nat. Rev. Immunol. https://doi.org/10.1038/s41577-022-00802-4 (2022).
Parnas, O. et al. A genome-wide CRISPR screen in primary immune cells to dissect regulatory networks. Cell 162, 675–686 (2015).
Yeung, A. T. Y. et al. A genome-wide knockout screen in human macrophages identified host factors modulating Salmonella infection. mBio 10, e02169–19 (2019).
Lai, Y. et al. High-throughput CRISPR screens to dissect macrophage-shigella interactions. mBio 12, e0215821 (2021).
Cortez, J. T. et al. CRISPR screen in regulatory T cells reveals modulators of Foxp3. Nature 582, 416–420 (2020).
Gilbert, L. A. et al. Genome-scale CRISPR-mediated control of gene repression and activation. Cell 159, 647–661 (2014).
Morgens, D. W. et al. Genome-scale measurement of off-target activity using Cas9 toxicity in high-throughput screens. Nat. Commun. 8, 15178 (2017).
Rossi, A. et al. Genetic compensation induced by deleterious mutations but not gene knockdowns. Nature 524, 230–233 (2015).
Gurtner, A., Gonzalez-Perez, I. & Arnold, I. C. Intestinal eosinophils, homeostasis and response to bacterial intrusion. Semin. Immunopathol. 43, 295–306 (2021).
Mair, F. et al. A targeted multi-omic analysis approach measures protein expression and low-abundance transcripts on the single-cell level. Cell Rep. 31, 107499 (2020).
Lee, J. J. et al. Human versus mouse eosinophils: ‘that which we call an eosinophil, by any other name would stain as red’. J. Allergy Clin. Immunol. 130, 572–584 (2012).
Chu, D. K. et al. Indigenous enteric eosinophils control DCs to initiate a primary Th2 immune response in vivo. J. Exp. Med. 211, 1657–1672 (2014).
Feng, Y.-H. & Mao, H. Expression and preliminary functional analysis of Siglec-F on mouse macrophages. J. Zhejiang Univ. Sci. B 13, 386–394 (2012).
DelGiorno, K. E. et al. Tuft cell formation reflects epithelial plasticity in pancreatic injury: implications for modeling human pancreatitis. Front. Physiol. 11, 88 (2020).
Percopo, C. M., Limkar, A. R., Sek, A. C. & Rosenberg, H. F. in Eosinophils: Methods and Protocols. (ed. Walsh, G. M.) 49–58 (Springer, 2021).
Olbrich, C. L., Larsen, L. D. & Spencer, L. A. Assessing phenotypic heterogeneity in intestinal tissue eosinophils. Methods Mol. Biol. 2241, 243–255 (2021).
Munoz, N. M. & Leff, A. R. Highly purified selective isolation of eosinophils from human peripheral blood by negative immunomagnetic selection. Nat. Protoc. 1, 2613–2620 (2006).
Ide, M., Weiler, D., Kita, H. & Gleich, G. J. Ammonium chloride exposure inhibits cytokine-mediated eosinophil survival. J. Immunol. Methods 168, 187–196 (1994).
Stoeckius, M. et al. Cell hashing with barcoded antibodies enables multiplexing and doublet detection for single cell genomics. Genome Biol. 19, 224 (2018).
McGinnis, C. S. et al. MULTI-seq: sample multiplexing for single-cell RNA sequencing using lipid-tagged indices. Nat. Methods 16, 619–626 (2019).
Handler, K. et al. Fragment-sequencing unveils local tissue microenvironments at single-cell resolution. Nat. Commun. 14, 7775 (2023).
Parekh, S., Ziegenhain, C., Vieth, B., Enard, W. & Hellmann, I. zUMIs—a fast and flexible pipeline to process RNA sequencing data with UMIs. Gigascience 7, giy059 (2018).
Horlbeck, M. A. et al. Compact and highly active next-generation libraries for CRISPR-mediated gene repression and activation. eLife 5, e19760 (2016).
Joung, J. et al. Genome-scale CRISPR–Cas9 knockout and transcriptional activation screening. Nat. Protoc. 12, 828–863 (2017).
Lu, T. X. & Rothenberg, M. E. Bone marrow derived eosinophil cultures. Bio. Protoc. 4, e1161–e1161 (2014).
Hudak, S. et al. FLT3/FLK2 ligand promotes the growth of murine stem cells and the expansion of colony-forming cells and spleen colony-forming units. Blood 85, 2747–2755 (1995).
Metcalf, D., Mifsud, S. & Di Rago, L. Stem cell factor can stimulate the formation of eosinophils by two types of murine eosinophil progenitor cells. Stem Cells 20, 460–469 (2002).
Gouvarchin Ghaleh, H. E., Bolandian, M., Dorostkar, R., Jafari, A. & Pour, M. F. Concise review on optimized methods in production and transduction of lentiviral vectors in order to facilitate immunotherapy and gene therapy. Biomed. Pharmacother. 128, 110276 (2020).
Wang, B. et al. Integrative analysis of pooled CRISPR genetic screens using MAGeCKFlute. Nat. Protoc. 14, 756–780 (2019).
Li, W. et al. MAGeCK enables robust identification of essential genes from genome-scale CRISPR/Cas9 knockout screens. Genome Biol. 15, 554 (2014).
Colic, M. & Hart, T. Common computational tools for analyzing CRISPR screens. Emerg. Top. Life Sci. 5, 779–788 (2021).
Martin, M. Cutadapt removes adapter sequences from high-throughput sequencing reads. EMBnet J. 17, 10–12 (2011).
Xie, X. et al. Single-cell transcriptome profiling reveals neutrophil heterogeneity in homeostasis and infection. Nat. Immunol. 21, 1119–1133 (2020).
Acknowledgements
We thank K. Handler, D. Eletto, A. Ozga, F. Mhamedi Baccouche, M.-D. Hussherr and the Arnold laboratory for technical support and ideas. We are also thankful to the Single Cell Facility from BSSE and the Genomics Facility Basel for their help. This study was supported by an Eccellenza Professorial Fellowship from the Swiss National Science Foundation to I.C.A. (PCEFP3_187021) and A.E.M (PCEFP3_ 181249), by a Consolidator Grant from the Swiss National Science Foundation (TMCG-3_213857), by a TANDEM grant from the ISREC Foundation and by the Vontobel Foundation (1120/2022) to I.C.A., and by the Helmsley Charitable Trust grant no. 1903-03791 to A.E.M.
Author information
Authors and Affiliations
Contributions
C.B. and A.G designed the protocols, performed the experiments, analyzed the data and wrote the manuscript. I.C.A. and A.E.M supervised the study.
Corresponding authors
Ethics declarations
Competing interests
The authors declare no competing interests.
Peer review
Peer review information
Nature Protocols thanks Ariel Munitz and the other, anonymous, reviewer(s) for their contribution to the peer review of this work.
Additional information
Publisher’s note Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Related links
Key reference using this protocol
Gurtner, A. et al. Nature 615, 151–157 (2023): https://doi.org/10.1038/s41586-022-05628-7
Supplementary information
Supplementary Information
Supplementary Figs. 1–3.
Supplementary Table 1
Sequences for the primers used in the protocol.
Rights and permissions
Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law.
About this article
Cite this article
Borrelli, C., Gurtner, A., Arnold, I.C. et al. Stress-free single-cell transcriptomic profiling and functional genomics of murine eosinophils. Nat Protoc (2024). https://doi.org/10.1038/s41596-024-00967-3
Received:
Accepted:
Published:
DOI: https://doi.org/10.1038/s41596-024-00967-3
Comments
By submitting a comment you agree to abide by our Terms and Community Guidelines. If you find something abusive or that does not comply with our terms or guidelines please flag it as inappropriate.