Unveiling differentiation trajectories of T lymphocytes with single cell resolution
Bioinformatics and Theoretical Biology
Final Report Abstract
In the project “Unveiling differenBaBon trajectories of T lymphocytes with single cell resoluBon” we proposed to use single-cell RNA-sequencing for the characterizaBon of lymphocyte differenBaBon in the bone marrow and of bone marrow-derived progenitors into different types of T cells in the thymus. In the first part of this project, we focused on murine hematopoieBc progenitors isolated from the bone marrow of adult mice which we profiled by a customized single-cell RNA-sequencing protocol. We developed FateID, a computaBonal algorithm for the predicBon of cell fate probabiliBes of each progenitor cell, and discovered a lymphoid progenitor populaBon giving rise to both B cells and plasmacytoid dendriBc cells (pDCs). We could validate this populaBon by in vitro culture experiments and established a lymphoid origin of pDCs, which were formerly believed to be of myeloid origin. This finding was confirmed by independent studies from other research groups and is now well accepted in the community. In the second part of the project we invesBgated T cell differenBaBon in the murine thymus by reconstrucBng high-resoluBon differenBaBon trajectories inferred from single-cell RNA-sequencing data, which we generated for thymic T cell progenitors. Our analysis confirmed the convenBonal model of abT cell differenBaBon, while we could reconstruct a novel differenBaBon trajectory of T cell progenitors towards different subtypes of gdT cells in the thymus of adult and neonatal mice. We discovered the transcripBon factor c-Maf as a novel key regulator of Il17-producing gdT cell differenBaBon and predicted a temporal hierarchy of the transcripBon factors Sox13, c-Maf, and Rorc governing differenBaBon of Il17-producing gdT cells, which we validated by single-cell RNA-sequencing of gdT cells isolated from geneBc knockout mouse model of the three individual factors. Hence, in this project we could acquire a deeper understanding of the underpinnings of gdT cell differenBaBon. In summary, we could achieve the goals of the proposed research and publish our results in two high-impact papers.
Publications
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FateID infers cell fate bias in multipotent progenitors from single-cell RNA-seq data. Nature Methods, 15(5), 379-386.
Herman, Josip S.; Sagar, NA & Grün, Dominic
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Deciphering Cell Fate Decision by Integrated Single-Cell Sequencing Analysis. Annual Review of Biomedical Data Science, 3(1), 1-22.
Sagar, NA & Grün, Dominic
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Deciphering the regulatory landscape of fetal and adult γδ T‐cell development at single‐cell resolution. The EMBO Journal, 39(13).
Sagar, NA; Pokrovskii, Maria; Herman, Josip S.; Naik, Shruti; Sock, Elisabeth; Zeis, Patrice; Lausch, Ute; Wegner, Michael; Tanriver, Yakup; Littman, Dan R. & Grün, Dominic
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EBF1 and Pax5 safeguard leukemic transformation by limiting IL-7 signaling, Myc expression, and folate metabolism. Genes & Development, 34(21-22), 1503-1519.
Ramamoorthy, Senthilkumar; Kometani, Kohei; Herman, Josip S.; Bayer, Marc; Boller, Sören; Edwards-Hicks, Joy; Ramachandran, Haribaskar; Li, Rui; Klein-Geltink, Ramon; Pearce, Erika L.; Grün, Dominic & Grosschedl, Rudolf
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EBF1-deficient bone marrow stroma elicits persistent changes in HSC potential. Nature Immunology, 21(3), 261-273.
Derecka, Marta; Herman, Josip Stefan; Cauchy, Pierre; Ramamoorthy, Senthilkumar; Lupar, Ekaterina; Grün, Dominic & Grosschedl, Rudolf
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Temporal expression of MOF acetyltransferase primes transcription factor networks for erythroid fate. Science Advances, 6(21).
Pessoa, Rodrigues Cecilia; Herman, Josip Stefan; Herquel, Benjamin; Valsecchi, Claudia Isabelle Keller; Stehle, Thomas; Grün, Dominic & Akhtar, Asifa
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Chemotherapy-induced transposable elements activate MDA5 to enhance haematopoietic regeneration. Nature Cell Biology, 23(7), 704-717.
Clapes, Thomas; Polyzou, Aikaterini; Prater, Pia; Sagar, NA; Morales-Hernández, Antonio; Ferrarini, Mariana Galvao; Kehrer, Natalie; Lefkopoulos, Stylianos; Bergo, Veronica; Hummel, Barbara; Obier, Nadine; Maticzka, Daniel; Bridgeman, Anne; Herman, Josip S.; Ilik, Ibrahim; Klaeylé, Lhéanna; Rehwinkel, Jan; McKinney-Freeman, Shannon; Backofen, Rolf ... & Trompouki, Eirini
