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Tang B, Feng L, Hulin MT, Ding P, Ma W. Cell-type-specific responses to fungal infection in plants revealed by single-cell transcriptomics. Cell Host Microbe 2023; 31:1732-1747.e5. [PMID: 37741284 DOI: 10.1016/j.chom.2023.08.019] [Citation(s) in RCA: 6] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/12/2023] [Revised: 07/14/2023] [Accepted: 08/29/2023] [Indexed: 09/25/2023]
Abstract
Pathogen infection is a dynamic process. Here, we employ single-cell transcriptomics to investigate plant response heterogeneity. By generating an Arabidopsis thaliana leaf atlas encompassing 95,040 cells during infection by a fungal pathogen, Colletotrichum higginsianum, we unveil cell-type-specific gene expression, notably an enrichment of intracellular immune receptors in vasculature cells. Trajectory inference identifies cells that had different interactions with the invading fungus. This analysis divulges transcriptional reprogramming of abscisic acid signaling specifically occurring in guard cells, which is consistent with a stomatal closure dependent on direct contact with the fungus. Furthermore, we investigate the transcriptional plasticity of genes involved in glucosinolate biosynthesis in cells at the fungal infection sites, emphasizing the contribution of the epidermis-expressed MYB122 to disease resistance. This work underscores spatially dynamic, cell-type-specific plant responses to a fungal pathogen and provides a valuable resource that supports in-depth investigations of plant-pathogen interactions.
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Affiliation(s)
- Bozeng Tang
- The Sainsbury Laboratory, Norwich Research Park, University of East Anglia, NR4 7UH Norwich, UK
| | - Li Feng
- The Sainsbury Laboratory, Norwich Research Park, University of East Anglia, NR4 7UH Norwich, UK
| | - Michelle T Hulin
- The Sainsbury Laboratory, Norwich Research Park, University of East Anglia, NR4 7UH Norwich, UK
| | - Pingtao Ding
- Institute of Biology Leiden, Leiden University, Sylviusweg 72, 2333 BE Leiden, the Netherlands
| | - Wenbo Ma
- The Sainsbury Laboratory, Norwich Research Park, University of East Anglia, NR4 7UH Norwich, UK.
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Danila F, Schreiber T, Ermakova M, Hua L, Vlad D, Lo S, Chen Y, Lambret‐Frotte J, Hermanns AS, Athmer B, von Caemmerer S, Yu S, Hibberd JM, Tissier A, Furbank RT, Kelly S, Langdale JA. A single promoter-TALE system for tissue-specific and tuneable expression of multiple genes in rice. Plant Biotechnol J 2022; 20:1786-1806. [PMID: 35639605 PMCID: PMC9398400 DOI: 10.1111/pbi.13864] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 02/18/2022] [Revised: 05/06/2022] [Accepted: 05/26/2022] [Indexed: 06/15/2023]
Abstract
In biological discovery and engineering research, there is a need to spatially and/or temporally regulate transgene expression. However, the limited availability of promoter sequences that are uniquely active in specific tissue-types and/or at specific times often precludes co-expression of multiple transgenes in precisely controlled developmental contexts. Here, we developed a system for use in rice that comprises synthetic designer transcription activator-like effectors (dTALEs) and cognate synthetic TALE-activated promoters (STAPs). The system allows multiple transgenes to be expressed from different STAPs, with the spatial and temporal context determined by a single promoter that drives expression of the dTALE. We show that two different systems-dTALE1-STAP1 and dTALE2-STAP2-can activate STAP-driven reporter gene expression in stable transgenic rice lines, with transgene transcript levels dependent on both dTALE and STAP sequence identities. The relative strength of individual STAP sequences is consistent between dTALE1 and dTALE2 systems but differs between cell-types, requiring empirical evaluation in each case. dTALE expression leads to off-target activation of endogenous genes but the number of genes affected is substantially less than the number impacted by the somaclonal variation that occurs during the regeneration of transformed plants. With the potential to design fully orthogonal dTALEs for any genome of interest, the dTALE-STAP system thus provides a powerful approach to fine-tune the expression of multiple transgenes, and to simultaneously introduce different synthetic circuits into distinct developmental contexts.
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Affiliation(s)
- Florence Danila
- Australian Research Council Centre of Excellence for Translational Photosynthesis, Plant Sciences Division, Research School of BiologyAustralian National UniversityCanberraAustralian Capital TerritoryAustralia
| | - Tom Schreiber
- Department of Cell and Metabolic BiologyLeibniz Institute of Plant BiochemistryHalleGermany
| | - Maria Ermakova
- Australian Research Council Centre of Excellence for Translational Photosynthesis, Plant Sciences Division, Research School of BiologyAustralian National UniversityCanberraAustralian Capital TerritoryAustralia
| | - Lei Hua
- Department of Plant SciencesUniversity of CambridgeCambridgeUK
| | - Daniela Vlad
- Department of Plant SciencesUniversity of OxfordOxfordUK
| | - Shuen‐Fang Lo
- Biotechnology CenterNational Chung Hsing UniversityTaichungTaiwan
| | - Yi‐Shih Chen
- Institute of Molecular BiologyAcademia SinicaTaipeiTaiwan
| | | | - Anna S. Hermanns
- Department of Plant SciencesUniversity of OxfordOxfordUK
- Present address:
Plant Breeding and Genetics Section, School of Integrative Plant ScienceCornell UniversityIthacaNew YorkUSA
| | - Benedikt Athmer
- Department of Cell and Metabolic BiologyLeibniz Institute of Plant BiochemistryHalleGermany
| | - Susanne von Caemmerer
- Australian Research Council Centre of Excellence for Translational Photosynthesis, Plant Sciences Division, Research School of BiologyAustralian National UniversityCanberraAustralian Capital TerritoryAustralia
| | - Su‐May Yu
- Biotechnology CenterNational Chung Hsing UniversityTaichungTaiwan
- Institute of Molecular BiologyAcademia SinicaTaipeiTaiwan
| | | | - Alain Tissier
- Department of Cell and Metabolic BiologyLeibniz Institute of Plant BiochemistryHalleGermany
| | - Robert T. Furbank
- Australian Research Council Centre of Excellence for Translational Photosynthesis, Plant Sciences Division, Research School of BiologyAustralian National UniversityCanberraAustralian Capital TerritoryAustralia
| | - Steven Kelly
- Department of Plant SciencesUniversity of OxfordOxfordUK
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Silva JMF, Nagata T, Melo FL, Elena SF. Heterogeneity in the Response of Different Subtypes of Drosophila melanogaster Midgut Cells to Viral Infections. Viruses 2021; 13:2284. [PMID: 34835089 PMCID: PMC8623525 DOI: 10.3390/v13112284] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/15/2021] [Revised: 11/05/2021] [Accepted: 11/13/2021] [Indexed: 11/29/2022] Open
Abstract
Single-cell RNA sequencing (scRNA-seq) offers the possibility to monitor both host and pathogens transcriptomes at the cellular level. Here, public scRNA-seq datasets from Drosophila melanogaster midgut cells were used to compare the differences in replication strategy and cellular responses between two fly picorna-like viruses, Thika virus (TV) and D. melanogaster Nora virus (DMelNV). TV exhibited lower levels of viral RNA accumulation but infected a higher number of cells compared to DMelNV. In both cases, viral RNA accumulation varied according to cell subtype. The cellular heat shock response to TV and DMelNV infection was cell-subtype- and virus-specific. Disruption of bottleneck genes at later stages of infection in the systemic response, as well as of translation-related genes in the cellular response to DMelNV in two cell subtypes, may affect the virus replication.
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Affiliation(s)
- João M. F. Silva
- Departamento de Biologia Celular, Universidade de Brasília, Brasília 70910-900, Brazil; (J.M.F.S.); (T.N.); (F.L.M.)
- Instituto de Biología Integrativa de Sistemas (I2SysBio), CSIC-Universitat de València, 46980 Paterna, València, Spain
| | - Tatsuya Nagata
- Departamento de Biologia Celular, Universidade de Brasília, Brasília 70910-900, Brazil; (J.M.F.S.); (T.N.); (F.L.M.)
| | - Fernando L. Melo
- Departamento de Biologia Celular, Universidade de Brasília, Brasília 70910-900, Brazil; (J.M.F.S.); (T.N.); (F.L.M.)
| | - Santiago F. Elena
- Instituto de Biología Integrativa de Sistemas (I2SysBio), CSIC-Universitat de València, 46980 Paterna, València, Spain
- The Santa Fe Institute, Santa Fe, NM 87501, USA
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4
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Mo A, Nagpal S, Gettler K, Haritunians T, Giri M, Haberman Y, Karns R, Prince J, Arafat D, Hsu NY, Chuang LS, Argmann C, Kasarskis A, Suarez-Farinas M, Gotman N, Mengesha E, Venkateswaran S, Rufo PA, Baker SS, Sauer CG, Markowitz J, Pfefferkorn MD, Rosh JR, Boyle BM, Mack DR, Baldassano RN, Shah S, LeLeiko NS, Heyman MB, Griffiths AM, Patel AS, Noe JD, Davis Thomas S, Aronow BJ, Walters TD, McGovern DPB, Hyams JS, Kugathasan S, Cho JH, Denson LA, Gibson G. Stratification of risk of progression to colectomy in ulcerative colitis via measured and predicted gene expression. Am J Hum Genet 2021; 108:1765-1779. [PMID: 34450030 DOI: 10.1016/j.ajhg.2021.07.013] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/14/2021] [Accepted: 07/26/2021] [Indexed: 12/13/2022] Open
Abstract
An important goal of clinical genomics is to be able to estimate the risk of adverse disease outcomes. Between 5% and 10% of individuals with ulcerative colitis (UC) require colectomy within 5 years of diagnosis, but polygenic risk scores (PRSs) utilizing findings from genome-wide association studies (GWASs) are unable to provide meaningful prediction of this adverse status. By contrast, in Crohn disease, gene expression profiling of GWAS-significant genes does provide some stratification of risk of progression to complicated disease in the form of a transcriptional risk score (TRS). Here, we demonstrate that a measured TRS based on bulk rectal gene expression in the PROTECT inception cohort study has a positive predictive value approaching 50% for colectomy. Single-cell profiling demonstrates that the genes are active in multiple diverse cell types from both the epithelial and immune compartments. Expression quantitative trait locus (QTL) analysis identifies genes with differential effects at baseline and week 52 follow-up, but for the most part, differential expression associated with colectomy risk is independent of local genetic regulation. Nevertheless, a predicted polygenic transcriptional risk score (PPTRS) derived by summation of transcriptome-wide association study (TWAS) effects identifies UC-affected individuals at 5-fold elevated risk of colectomy with data from the UK Biobank population cohort studies, independently replicated in an NIDDK-IBDGC dataset. Prediction of gene expression from relatively small transcriptome datasets can thus be used in conjunction with TWASs for stratification of risk of disease complications.
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Affiliation(s)
- Angela Mo
- Georgia Institute of Technology, Atlanta, GA 30332, USA
| | - Sini Nagpal
- Georgia Institute of Technology, Atlanta, GA 30332, USA
| | - Kyle Gettler
- Charles Bronfman Institute of Personalized Medicine, Icahn School of Medicine at Mount Sinai, New York City, NY 10029, USA
| | - Talin Haritunians
- F. Widjaja Foundation Inflammatory Bowel and Immunobiology Research Institute, Cedars-Sinai Medical Center, Los Angeles, CA 90048, USA
| | - Mamta Giri
- Charles Bronfman Institute of Personalized Medicine, Icahn School of Medicine at Mount Sinai, New York City, NY 10029, USA
| | - Yael Haberman
- Cincinnati Children's Hospital Medical Center and the University of Cincinnati College of Medicine, Cincinnati, OH 45229, USA; Sheba Medical Center, Tel Hashomer, Tel Aviv University, Tel Aviv 5265601, Israel
| | - Rebekah Karns
- Cincinnati Children's Hospital Medical Center and the University of Cincinnati College of Medicine, Cincinnati, OH 45229, USA
| | | | - Dalia Arafat
- Georgia Institute of Technology, Atlanta, GA 30332, USA
| | - Nai-Yun Hsu
- Charles Bronfman Institute of Personalized Medicine, Icahn School of Medicine at Mount Sinai, New York City, NY 10029, USA
| | - Ling-Shiang Chuang
- Charles Bronfman Institute of Personalized Medicine, Icahn School of Medicine at Mount Sinai, New York City, NY 10029, USA
| | - Carmen Argmann
- Icahn Institute for Data Science and Genomic Technology, and Department of Population Health Science and Policy, Mount Sinai School of Medicine, New York City, NY 10029, USA
| | - Andrew Kasarskis
- Icahn Institute for Data Science and Genomic Technology, and Department of Population Health Science and Policy, Mount Sinai School of Medicine, New York City, NY 10029, USA
| | - Mayte Suarez-Farinas
- Icahn Institute for Data Science and Genomic Technology, and Department of Population Health Science and Policy, Mount Sinai School of Medicine, New York City, NY 10029, USA
| | - Nathan Gotman
- University of North Carolina, Chapel Hill, NC 27516, USA
| | - Emebet Mengesha
- F. Widjaja Foundation Inflammatory Bowel and Immunobiology Research Institute, Cedars-Sinai Medical Center, Los Angeles, CA 90048, USA
| | | | - Paul A Rufo
- Harvard University-Children's Hospital Boston, Boston, MA 02115, USA
| | - Susan S Baker
- Women & Children's Hospital of Buffalo, Buffalo, NY 14222, USA
| | | | - James Markowitz
- Cohen Children's Medical Center of New York, New Hyde Park, NY 11040, USA
| | | | - Joel R Rosh
- Goryeb Children's Hospital-Atlantic Health, Morristown, NJ 07960, USA
| | | | - David R Mack
- Children's Hospital of East Ontario, Ottawa, ON K1P 1J1, Canada
| | | | - Sapana Shah
- Children's Hospital of Pittsburgh of UPMC, Pittsburgh, PA 15224, USA
| | - Neal S LeLeiko
- Department of Pediatrics, Columbia University, New York City, NY 10032, USA
| | - Melvin B Heyman
- University of California at San Francisco, San Francisco, CA 94143, USA
| | | | | | - Joshua D Noe
- Medical College of Wisconsin, Milwaukee, WI 53226, USA
| | | | - Bruce J Aronow
- Cincinnati Children's Hospital Medical Center and the University of Cincinnati College of Medicine, Cincinnati, OH 45229, USA
| | | | - Dermot P B McGovern
- F. Widjaja Foundation Inflammatory Bowel and Immunobiology Research Institute, Cedars-Sinai Medical Center, Los Angeles, CA 90048, USA
| | - Jeffrey S Hyams
- Connecticut Children's Medical Center, Hartford, CT 06106, USA
| | | | - Judy H Cho
- Charles Bronfman Institute of Personalized Medicine, Icahn School of Medicine at Mount Sinai, New York City, NY 10029, USA
| | - Lee A Denson
- Cincinnati Children's Hospital Medical Center and the University of Cincinnati College of Medicine, Cincinnati, OH 45229, USA
| | - Greg Gibson
- Georgia Institute of Technology, Atlanta, GA 30332, USA.
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