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Plant cell biology articles from across Nature Portfolio

Plant cell biology is the study of all aspects of plant cells. It is particularly concerned with structure, growth, division, signalling, differentiation and death of plant cells.

Lignin strips in glandular trichomes

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Neck strip: an apoplastic structure at glandular trichome

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research about plant cell

Plant biotechnology research with single-cell transcriptome: recent advancements and prospects

  • Published: 21 February 2024
  • Volume 43 , article number  75 , ( 2024 )

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research about plant cell

  • Muhammad Ali 1 , 2   na1 ,
  • Tianxia Yang 1 , 3   na1 ,
  • Hai He 1 &
  • Yu Zhang   ORCID: orcid.org/0000-0001-6547-6243 1  

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Key message

Single-cell transcriptomic techniques have emerged as powerful tools in plant biology, offering high-resolution insights into gene expression at the individual cell level. This review highlights the rapid expansion of single-cell technologies in plants, their potential in understanding plant development, and their role in advancing plant biotechnology research.

Single-cell techniques have emerged as powerful tools to enhance our understanding of biological systems, providing high-resolution transcriptomic analysis at the single-cell level. In plant biology, the adoption of single-cell transcriptomics has seen rapid expansion of available technologies and applications. This review article focuses on the latest advancements in the field of single-cell transcriptomic in plants and discusses the potential role of these approaches in plant development and expediting plant biotechnology research in the near future. Furthermore, inherent challenges and limitations of single-cell technology are critically examined to overcome them and enhance our knowledge and understanding.

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Abdelaal T, Michielsen L, Cats D et al (2019) A comparison of automatic cell identification methods for single-cell RNA sequencing data. Genome Biol. https://doi.org/10.1186/s13059-019-1795-z

Article   PubMed   PubMed Central   Google Scholar  

Adrian J, Chang J, Ballenger CE et al (2015) Transcriptome dynamics of the stomatal lineage: birth, amplification, and termination of a self-renewing population. Dev Cell 33:107–118. https://doi.org/10.1016/j.devcel.2015.01.025

Article   CAS   PubMed   PubMed Central   Google Scholar  

Aldridge S, Teichmann SA (2020) Single cell transcriptomics comes of age. Nat Commun 11:4307. https://doi.org/10.1038/s41467-020-18158-5

Article   ADS   CAS   PubMed   PubMed Central   Google Scholar  

Asp M, Giacomello S, Larsson L et al (2019) A spatiotemporal organ-wide gene expression and cell atlas of the developing human heart. Cell 179:1647-1660.e19. https://doi.org/10.1016/j.cell.2019.11.025

Article   CAS   PubMed   Google Scholar  

Bakken TE, Hodge RD, Miller JA et al (2018) Single-nucleus and single-cell transcriptomes compared in matched cortical cell types. PLoS ONE 13:e0209648. https://doi.org/10.1371/journal.pone.0209648

Bargmann BOR, Birnbaum KD (2010) Fluorescence activated cell sorting of plant protoplasts. J Vis Exp. https://doi.org/10.3791/1673

Becht E, McInnes L, Healy J et al (2019) Dimensionality reduction for visualizing single-cell data using UMAP. Nat Biotechnol 37:38–47. https://doi.org/10.1038/nbt.4314

Article   CAS   Google Scholar  

Bergenstråhle J, Larsson L, Lundeberg J (2020) Seamless integration of image and molecular analysis for spatial transcriptomics workflows. BMC Genom 21:1–7. https://doi.org/10.1186/s12864-020-06832-3

Bezrutczyk M, Zöllner NR, Kruse CPS et al (2021) Evidence for phloem loading via the abaxial bundle sheath cells in maize leaves. Plant Cell 33:531–547. https://doi.org/10.1093/plcell/koaa055

Bhosale R, Boudolf V, Cuevas F et al (2018) A spatiotemporal dna endoploidy map of the Arabidopsis root reveals roles for the endocycle in root development and stress adaptation. Plant Cell. https://doi.org/10.1105/tpc.17.00983

Birey F, Andersen J, Makinson CD et al (2017) Assembly of functionally integrated human forebrain spheroids. Nature 545:54–59. https://doi.org/10.1038/nature22330

Birnbaum K, Shasha DE, Wang JY et al (2003) A gene expression map of the Arabidopsis root. Science (1979) 302:1956–1960. https://doi.org/10.1126/science.1090022

Brady SM, Orlando DA, Lee JY et al (2007) A high-resolution root spatiotemporal map reveals dominant expression patterns. Science (1979) 318:801–806. https://doi.org/10.1126/science.1146265

Butler A, Hoffman P, Smibert P et al (2018) Integrating single-cell transcriptomic data across different conditions, technologies, and species. Nat Biotechnol 36:411–420. https://doi.org/10.1038/nbt.4096

Chang T, Zhao G (2021) Ice inhibition for cryopreservation: materials, strategies, and challenges. Adv Sci 8:2002425. https://doi.org/10.1002/advs.202002425

Chen A, Liao S, Cheng M et al (2021a) Large field of view-spatially resolved transcriptomics at nanoscale resolution short title: DNA nanoball stereo-sequencing. bioRxiv 2021:2021.01.17.427004

Chen A, Liao S, Cheng M et al (2022) Spatiotemporal transcriptomic atlas of mouse organogenesis using DNA nanoball-patterned arrays. Cell 185:1777-1792.e21. https://doi.org/10.1016/j.cell.2022.04.003

Chen D, Sun J, Zhu J et al (2021b) Single cell atlas for 11 non-model mammals, reptiles and birds. Nat Commun 12:7083. https://doi.org/10.1038/s41467-021-27162-2

Chen G, Ning B, Shi T (2019) Single-cell RNA-seq technologies and related computational data analysis. Front Genet 10:317. https://doi.org/10.3389/fgene.2019.00317

Chestnut B, Casie Chetty S, Koenig AL, Sumanas S (2020) Single-cell transcriptomic analysis identifies the conversion of zebrafish Etv2-deficient vascular progenitors into skeletal muscle. Nat Commun 11:2796. https://doi.org/10.1038/s41467-020-16515-y

Choi H, Lee EJ, Shin JS et al (2021) Spatiotemporal characterization of glial cell activation in an Alzheimer’s disease model by spatially resolved transcriptome. bioRxiv 2006–2021

Coate JE, Farmer AD, Schiefelbein JW, Doyle JJ (2020) Expression partitioning of duplicate genes at single cell resolution in Arabidopsis roots. Front Genet 11:596150. https://doi.org/10.3389/fgene.2020.596150

Cole B, Bergmann D, Blaby-Haas CE et al (2021) Plant single-cell solutions for energy and the environment. Commun Biol 4:962. https://doi.org/10.1038/s42003-021-02477-4

Conde D, Triozzi PM, Balmant KM et al (2021) A robust method of nuclei isolation for single-cell RNA sequencing of solid tissues from the plant genus Populus . PLoS ONE 16:e0251149. https://doi.org/10.1371/journal.pone.0251149

Crosetto N, Bienko M, Van Oudenaarden A (2015) Spatially resolved transcriptomics and beyond. Nat Rev Genet 16:57–66. https://doi.org/10.1038/nrg3832

Denyer T, Ma X, Klesen S et al (2019) Spatiotemporal developmental trajectories in the Arabidopsis root revealed using high-throughput single-cell RNA sequencing. Dev Cell 48:840-852.e5. https://doi.org/10.1016/j.devcel.2019.02.022

Dietrich D, Pang L, Kobayashi A et al (2017) Root hydrotropism is controlled via a cortex-specific growth mechanism. Nat Plants 3:1–8. https://doi.org/10.1038/nplants.2017.57

Domingo J, Kutsyr-Kolesnyk O, Leon T et al (2023) A cell abundance analysis based on efficient PAM clustering for a better understanding of the dynamics of endometrial remodelling. BMC Bioinform 24:1–26. https://doi.org/10.1186/s12859-023-05569-6

Dorrity MW, Alexandre CM, Hamm MO et al (2021) The regulatory landscape of Arabidopsis thaliana roots at single-cell resolution. Nat Commun 12:3334. https://doi.org/10.1038/s41467-021-23675-y

Dunham I, Eberwine J, Eils R et al (2017) The human cell atlas. Elife 6:e27041

Duò A, Robinson MD, Soneson C (2018) A systematic performance evaluation of clustering methods for single-cell RNA-seq data. F1000Res. https://doi.org/10.12688/f1000research.15666.1

Efremova M, Teichmann SA (2020) Computational methods for single-cell omics across modalities. Nat Methods 17:14–17. https://doi.org/10.1038/s41592-019-0692-4

Efroni I, Ip PL, Nawy T et al (2015) Quantification of cell identity from single-cell gene expression profiles. Genome Biol 16:1–12. https://doi.org/10.1186/s13059-015-0580-x

Efroni I, Mello A, Nawy T et al (2016) Root regeneration triggers an embryo-like sequence guided by hormonal interactions. Cell 165:1721–1733. https://doi.org/10.1016/j.cell.2016.04.046

Espina V, Liotta LA (2005) Laser capture microdissection. Cell Biol Lab Handb 7:339–344. https://doi.org/10.1016/B978-012164730-8/50162-3

Article   Google Scholar  

Farmer A, Thibivilliers S, Ryu KH et al (2020) The impact of chromatin remodeling on gene expression at the single cell level in Arabidopsis thaliana 1. bioRxiv 2020.07.27.223156

Farmer A, Thibivilliers S, Ryu KH et al (2021) Single-nucleus RNA and ATAC sequencing reveals the impact of chromatin accessibility on gene expression in Arabidopsis roots at the single-cell level. Mol Plant 14:372–383. https://doi.org/10.1016/j.molp.2021.01.001

Fujii T, Matsuda S, Tejedor ML et al (2015) Direct metabolomics for plant cells by live single-cell mass spectrometry. Nat Protoc 10:1445–1456. https://doi.org/10.1038/nprot.2015.084

Gala HP, Lanctot A, Jean-Baptiste K et al (2021) A single-cell view of the transcriptome during lateral root initiation in Arabidopsis thaliana . Plant Cell 33:2197–2220. https://doi.org/10.1093/plcell/koab101

Giacomello S, Lundeberg J (2018) Preparation of plant tissue to enable spatial transcriptomics profiling using barcoded microarrays. Nat Protoc 13:2425–2446. https://doi.org/10.1038/s41596-018-0046-1

Giacomello S, Salmén F, Terebieniec BK et al (2017) Spatially resolved transcriptome profiling in model plant species. Nat Plants 3:1–11. https://doi.org/10.1038/nplants.2017.61

Guillotin B, Rahni R, Passalacqua M et al (2023) A pan-grass transcriptome reveals patterns of cellular divergence in crops. Nature 617:785–791. https://doi.org/10.1038/s41586-023-06053-0

Haghverdi L, Buettner F, Theis FJ (2015) Diffusion maps for high-dimensional single-cell analysis of differentiation data. Bioinformatics. https://doi.org/10.1093/bioinformatics/btv325

Hammond TR, Dufort C, Dissing-Olesen L et al (2019) Single-Cell RNA sequencing of microglia throughout the mouse lifespan and in the injured brain reveals complex cell-state changes. Immunity 50:253-271.e6. https://doi.org/10.1016/j.immuni.2018.11.004

Hicks SC, Townes FW, Teng M, Irizarry RA (2018) Missing data and technical variability in single-cell RNA-sequencing experiments. Biostatistics 19:562–578. https://doi.org/10.1093/biostatistics/kxx053

Article   MathSciNet   PubMed   Google Scholar  

Hodne K, Weltzien FA (2015) Single-cell isolation and gene analysis: pitfalls and possibilities. Int J Mol Sci 16:26832–26849. https://doi.org/10.3390/ijms161125996

Hong JH, Savina M, Du J et al (2017) A sacrifice-for-survival mechanism protects root stem cell niche from chilling stress. Cell 170:102-113.e14. https://doi.org/10.1016/j.cell.2017.06.002

Hou Z, Liu Y, Zhang M et al (2021) High-throughput single-cell transcriptomics reveals the female germline differentiation trajectory in Arabidopsis thaliana . Commun Biol 4:1149. https://doi.org/10.1038/s42003-021-02676-z

Huo X, Hu S, Zhao C, Zhang Y (2016a) Dr.seq: A quality control and analysis pipeline for droplet sequencing. Bioinformatics 32:2221–2223. https://doi.org/10.1093/bioinformatics/btw174

Huo Z, Ding Y, Liu S et al (2016b) Meta-analytic framework for sparse K-means to identify disease subtypes in multiple transcriptomic studies. J Am Stat Assoc. https://doi.org/10.1080/01621459.2015.1086354

Article   MathSciNet   PubMed   PubMed Central   Google Scholar  

Hwang B, Lee JH, Bang D (2018) Single-cell RNA sequencing technologies and bioinformatics pipelines. Exp Mol Med 50:1–14. https://doi.org/10.1038/s12276-018-0071-8

Imdahl F, Vafadarnejad E, Homberger C et al (2020) Single-cell RNA-sequencing reports growth-condition-specific global transcriptomes of individual bacteria. Nat Microbiol 5:1202–1206. https://doi.org/10.1038/s41564-020-0774-1

Islam S, Zeisel A, Joost S et al (2014) Quantitative single-cell RNA-seq with unique molecular identifiers. Nat Methods. https://doi.org/10.1038/nmeth.2772

Article   PubMed   Google Scholar  

Jean-Baptiste K, McFaline-Figueroa JL, Alexandre CM et al (2019) Dynamics of gene expression in single root cells of Arabidopsis thaliana . Plant Cell 31:993–1011. https://doi.org/10.1105/tpc.18.00785

Jiao Y, Peluso P, Shi J et al (2017) Improved maize reference genome with single-molecule technologies. Nature 546:524–527. https://doi.org/10.1038/nature22971

Kabir MF, Karami AL, Cruz-Acuña R et al (2022) Single cell transcriptomic analysis reveals cellular diversity of murine esophageal epithelium. Nat Commun 13:2167. https://doi.org/10.1038/s41467-022-29747-x

Kaul S, Koo HL, Jenkins J et al (2000) Analysis of the genome sequence of the flowering plant Arabidopsis thaliana . Nature 408:796–815. https://doi.org/10.1038/35048692

Kim JY, Symeonidi E, Pang TY et al (2021) Distinct identities of leaf phloem cells revealed by single cell transcriptomics. Plant Cell 33:511–530. https://doi.org/10.1093/plcell/koaa060

Kimmel JC, Kelley DR (2021) Semisupervised adversarial neural networks for single-cell classification. Genome Res 31:1781–1793. https://doi.org/10.1101/gr.268581.120

Klimovich A, Giacomello S, Björklund Å et al (2020) Prototypical pacemaker neurons interact with the resident microbiota. Proc Natl Acad Sci USA 117:17854–17863. https://doi.org/10.1073/pnas.1920469117

Kubo M, Nishiyama T, Tamada Y et al (2019) Single-cell transcriptome analysis of Physcomitrella leaf cells during reprogramming using microcapillary manipulation. Nucl Acids Res 47:4539–4553. https://doi.org/10.1093/nar/gkz181

Kuchina A, Brettner LM, Paleologu L et al (2021) Microbial single-cell RNA sequencing by split-pool barcoding. Science (1979) 371:eaba5257. https://doi.org/10.1126/science.aba5257

La Manno G, Soldatov R, Zeisel A et al (2018) RNA velocity of single cells. Nature 560:494–498. https://doi.org/10.1038/s41586-018-0414-6

Li S, Yamada M, Han X et al (2016) High-Resolution expression map of the Arabidopsis root reveals alternative splicing and lincRNA regulation. Dev Cell 39:508–522. https://doi.org/10.1016/j.devcel.2016.10.012

Liang SB, Fu LW (2017) Application of single-cell technology in cancer research. Biotechnol Adv 35:443–449. https://doi.org/10.1016/j.biotechadv.2017.04.001

Lin Y, Cao Y, Kim HJ et al (2020) scClassify: sample size estimation and multiscale classification of cells using single and multiple reference. Mol Syst Biol 16:e9389. https://doi.org/10.15252/msb.20199389

Lister R, O’Malley RC, Tonti-Filippini J et al (2008) Highly integrated single-base resolution maps of the epigenome in Arabidopsis. Cell 133:523–536. https://doi.org/10.1016/j.cell.2008.03.029

Liu Y, Yang M, Deng Y et al (2020a) High-spatial-resolution multi-omics sequencing via deterministic barcoding in tissue. Cell 183:1665-1681.e18. https://doi.org/10.1016/j.cell.2020.10.026

Liu Z, Zhou Y, Guo J et al (2020b) Global dynamic molecular profiling of stomatal lineage cell development by single-cell RNA sequencing. Mol Plant 13:1178–1193. https://doi.org/10.1016/j.molp.2020.06.010

Liu Q, Liang Z, Feng D et al (2021) Transcriptional landscape of rice roots at the single-cell resolution. Mol Plant 14:384–394. https://doi.org/10.1016/j.molp.2020.12.014

Liu G, Li J, Li J-M et al (2022a) Single-cell transcriptome reveals the redifferentiation trajectories of the early stage of de novo shoot regeneration in Arabidopsis thaliana . bioRxiv 2022.01.01.474510

Liu Z, Guo C, Wu R et al (2022b) Identification of the regulators of epidermis development under drought-and salt-stressed conditions by single-cell RNA-seq. Int J Mol Sci 23:2759. https://doi.org/10.3390/ijms23052759

Liu Z, Kong X, Long Y et al (2023) Integrated single-nucleus and spatial transcriptomics captures transitional states in soybean nodule maturation. Nat Plants 9:515–524. https://doi.org/10.1038/s41477-023-01387-z

Loo L, Simon JM, Xing L et al (2019) Single-cell transcriptomic analysis of mouse neocortical development. Nat Commun 10:134. https://doi.org/10.1038/s41467-018-08079-9

Lopez-Anido CB, Vatén A, Smoot NK et al (2021) Single-cell resolution of lineage trajectories in the Arabidopsis stomatal lineage and developing leaf. Dev Cell 56:1043-1055.e4. https://doi.org/10.1016/j.devcel.2021.03.014

Lubeck E, Coskun AF, Zhiyentayev T et al (2014) Single-cell in situ RNA profiling by sequential hybridization. Nat Methods 11:360–361. https://doi.org/10.1038/nmeth.2892

Ma S, Zhang B, LaFave LM et al (2020) Chromatin potential identified by shared single-cell profiling of RNA and chromatin. Cell 183:1103–1116

Maclean AM, Bravo A, Harrison MJ (2017) Plant signaling and metabolic pathways enabling arbuscular mycorrhizal symbiosis. Plant Cell 29:2319–2335. https://doi.org/10.1105/tpc.17.00555

Marand AP, Chen Z, Gallavotti A, Schmitz RJ (2021) A cis-regulatory atlas in maize at single-cell resolution. Cell 184:3041-3055.e21. https://doi.org/10.1016/j.cell.2021.04.014

McInnes L, Healy J, Melville J (2018) UMAP: uniform manifold approximation and projection for dimension reduction. arXiv:180203426

Moffitt JR, Hao J, Wang G et al (2016) High-throughput single-cell gene-expression profiling with multiplexed error-robust fluorescence in situ hybridization. Proc Natl Acad Sci USA 113:11046–11051. https://doi.org/10.1073/pnas.1612826113

Nakazono M, Qiu F, Borsuk LA, Schnable PS (2003) Laser-capture microdissection, a tool for the global analysis of gene expression in specific plant cell types: identification of genes expressed differentially in epidermal cells or vascular tissues of maize. Plant Cell 15:1049. https://doi.org/10.1105/tpc.cor102

Nelms B, Walbot V (2019) Defining the developmental program leading to meiosis in maize. Science (1979) 364:52–56. https://doi.org/10.1126/science.aav6428

Nobori T, Oliva M, Lister R, Ecker JR (2023) Multiplexed single-cell 3D spatial gene expression analysis in plant tissue using PHYTOMap. Nat Plants 12:1–8. https://doi.org/10.1038/s41477-023-01439-4

Nystedt B, Street NR, Wetterbom A et al (2013) The Norway spruce genome sequence and conifer genome evolution. Nature 497:579–584. https://doi.org/10.1038/nature12211

Article   ADS   CAS   PubMed   Google Scholar  

Ohtsu K, Smith MB, Emrich SJ et al (2007) Global gene expression analysis of the shoot apical meristem of maize ( Zea mays L.). Plant J 52:391–404. https://doi.org/10.1111/j.1365-313X.2007.03244.x

Onoda N, Kawabata A, Hasegawa K et al (2022) Spatial and single-cell transcriptome analysis reveals changes in gene expression in response to drug perturbation in rat kidney. DNA Res 29:dsac007. https://doi.org/10.1093/dnares/dsac007

Ortiz-Ramírez C, Guillotin B, Xu X et al (2021) Ground tissue circuitry regulates organ complexity in maize and Setaria . Science (1979) 374:1247–1252. https://doi.org/10.1126/science.abj2327

Ovchinnikova S, Anders S (2020) Exploring dimension-reduced embeddings with Sleepwalk. Genome Res 30:749–756

Patino M, Lagos WN, Patne NS et al (2022) Single-cell transcriptomic classification of rabies-infected cortical neurons. Proc Natl Acad Sci USA 119:e2203677119. https://doi.org/10.1073/pnas.2203677119

Peirats-Llobet M, Yi C, Liew LC et al (2023) Spatially resolved transcriptomic analysis of the germinating barley grain. Nucl Acids Res gkad521

Peng T, Zhu Q, Yin P, Tan K (2019) SCRABBLE: Single-cell RNA-seq imputation constrained by bulk RNA-seq data. Genome Biol. https://doi.org/10.1186/s13059-019-1681-8

Pliner HA, Shendure J, Trapnell C (2019) Supervised classification enables rapid annotation of cell atlases. Nat Methods 16:983–986. https://doi.org/10.1038/s41592-019-0535-3

Pour M, Yanai I (2022) New adventures in spatial transcriptomics. Dev Cell 57:1209–1210. https://doi.org/10.1016/j.devcel.2022.04.021

Przytycki PF, Pollard KS (2021) Cell Walker integrates single-cell and bulk data to resolve regulatory elements across cell types in complex tissues. Genome Biol 22:1–16. https://doi.org/10.1186/s13059-021-02279-1

Rao A, Barkley D, França GS, Yanai I (2021) Exploring tissue architecture using spatial transcriptomics. Nature 596:211–220. https://doi.org/10.1038/s41586-021-03634-9

Rhee SY, Birnbaum KD, Ehrhardt DW (2019) Towards building a plant cell atlas. Trends Plant Sci 24:303–310. https://doi.org/10.1016/j.tplants.2019.01.006

Riemondy KA, Fu R, Gillen AE et al (2020) clustifyr: an R package for automated single-cell RNA sequencing cluster classification. F1000Res. https://doi.org/10.12688/f1000research.22969.2

Rodriguez-Villalon A, Brady SM (2019) Single cell RNA sequencing and its promise in reconstructing plant vascular cell lineages. Curr Opin Plant Biol 48:47–56. https://doi.org/10.1016/j.pbi.2019.04.002

Rodriques SG, Stickels RR, Goeva A et al (2019) Slide-seq: a scalable technology for measuring genome-wide expression at high spatial resolution. Science (1979) 363:1463–1467. https://doi.org/10.1126/science.aaw1219

Roszak P, Heo J, Blob B et al (2021) Analysis of phloem trajectory links tissue maturation to cell specialization. bioRxiv 2021.01.18.427084

Ruan YL (2014) Sucrose metabolism: gateway to diverse carbon use and sugar signaling. Annu Rev Plant Biol 65:33–67. https://doi.org/10.1146/annurev-arplant-050213-040251

Ryu KH, Huang L, Kang HM, Schiefelbein J (2019) Single-cell RNA sequencing resolves molecular relationships among individual plant cells. Plant Physiol 179:1444–1456. https://doi.org/10.1104/pp.18.01482

Shahan R, Hsu CW, Nolan TM et al (2022) A single-cell Arabidopsis root atlas reveals developmental trajectories in wild-type and cell identity mutants. Dev Cell 57:543-560.e9. https://doi.org/10.1016/j.devcel.2022.01.008

Shao X, Liao J, Lu X et al (2020) scCATCH: Automatic annotation on cell types of clusters from single-cell RNA sequencing data. iScience. https://doi.org/10.1016/j.isci.2020.100882

Shaw R, Tian X, Xu J (2021) Single-cell transcriptome analysis in plants: advances and challenges. Mol Plant 14:115–126. https://doi.org/10.1016/j.molp.2020.10.012

Sheen J (2001) Signal transduction in maize and Arabidopsis mesophyll protoplasts. Plant Physiol 127:1466–1475. https://doi.org/10.1104/pp.010820

Shen C, Li D, He R et al (2014) Comparative transcriptome analysis of RNA-seq data for cold-tolerant and cold-sensitive rice genotypes under cold stress. J Plant Biol 57:337–348. https://doi.org/10.1007/s12374-014-0183-1

Shulse CN, Cole BJ, Ciobanu D et al (2019) High-throughput single-cell transcriptome profiling of plant cell types. Cell Rep 27:2241-2247.e4. https://doi.org/10.1016/j.celrep.2019.04.054

Simone NL, Bonner RF, Gillespie JW et al (1998) Laser-capture microdissection: opening the microscopic frontier to molecular analysis. Trends Genet 14:272–276. https://doi.org/10.1016/S0168-9525(98)01489-9

Song Q, Ando A, Jiang N et al (2020) Single-cell RNA-seq analysis reveals ploidy-dependent and cell-specific transcriptome changes in Arabidopsis female gametophytes. Genome Biol 21:1–18. https://doi.org/10.1186/s13059-020-02094-0

Song Y, Xu X, Wang W et al (2019) Single cell transcriptomics: moving towards multi-omics. Analyst 144:3172–3189. https://doi.org/10.1039/c8an01852a

Ståhl PL, Salmén F, Vickovic S et al (2016) Visualization and analysis of gene expression in tissue sections by spatial transcriptomics. Science (1979) 353:78–82. https://doi.org/10.1126/science.aaf2403

Stickels RR, Murray E, Kumar P et al (2020) Sensitive spatial genome wide expression profiling at cellular resolution. bioRxiv 2020.03.12.989806

Stickels RR, Murray E, Kumar P et al (2021) Highly sensitive spatial transcriptomics at near-cellular resolution with Slide-seqV2. Nat Biotechnol 39:313–319. https://doi.org/10.1038/s41587-020-0739-1

Street NR, Sjödin A, Bylesjö M et al (2008) A cross-species transcriptomics approach to identify genes involved in leaf development. BMC Genom 9:1–18. https://doi.org/10.1186/1471-2164-9-589

Sun G, Xia M, Li J et al (2022) The maize single-nucleus transcriptome comprehensively describes signaling networks governing movement and development of grass stomata. Plant Cell 34:1890–1911. https://doi.org/10.1093/plcell/koac047

Sun H, Chen J, Ni B et al (2015) Recent advances and current issues in single-cell sequencing of tumors. Cancer Lett 365:1–10. https://doi.org/10.1016/j.canlet.2015.04.022

Tarashansky AJ, Musser JM, Khariton M et al (2021) Mapping single-cell atlases throughout metazoa unravels cell type evolution. Elife 10:e66747. https://doi.org/10.7554/eLife.66747

Telser A (2002) Molecular biology of the cell, 4th edition. Shock 18:289. https://doi.org/10.1097/00024382-200209000-00015

Tian C, Du Q, Xu M et al (2020) Single-nucleus RNA-seq resolves spatiotemporal developmental trajectories in the tomato shoot apex. bioRxiv 2020.09.20.305029

Trapnell C, Cacchiarelli D, Grimsby J et al (2014) The dynamics and regulators of cell fate decisions are revealed by pseudotemporal ordering of single cells. Nat Biotechnol 32:381–386. https://doi.org/10.1038/nbt.2859

Turco GM, Kajala K, Kunde-Ramamoorthy G et al (2017) DNA methylation and gene expression regulation associated with vascularization in Sorghum bicolor . New Phytol 214:1213–1229. https://doi.org/10.1111/nph.14448

Turco GM, Rodriguez-Medina J, Siebert S et al (2019) Molecular mechanisms driving switch behavior in xylem cell differentiation. Cell Rep 28:342-351.e4. https://doi.org/10.1016/j.celrep.2019.06.041

Vallejos CA, Risso D, Scialdone A et al (2017) Normalizing single-cell RNA sequencing data: challenges and opportunities. Nat Methods 14

Vickovic S, Eraslan G, Salmén F et al (2019) High-definition spatial transcriptomics for in situ tissue profiling. Nat Methods 16:987–990. https://doi.org/10.1038/s41592-019-0548-y

Waese J, Fan J, Pasha A et al (2017) ePlant: visualizing and exploring multiple levels of data for hypothesis generation in plant biology. Plant Cell 29:1806–1821. https://doi.org/10.1105/tpc.17.00073

Wang L, Zhou Y, Li R et al (2022) Single cell-type transcriptome profiling reveals genes that promote nitrogen fixation in the infected and uninfected cells of legume nodules. Plant Biotechnol J 20:616–618. https://doi.org/10.1111/pbi.13778

Wang Y, Huan Q, Li K, Qian W (2021) Single-cell transcriptome atlas of the leaf and root of rice seedlings. J Genet Genom 48:881–898. https://doi.org/10.1016/j.jgg.2021.06.001

Wendrich JR, Yang BJ, Vandamme N et al (2020) Vascular transcription factors guide plant epidermal responses to limiting phosphate conditions. Science (1979) 370:eaay4970. https://doi.org/10.1126/science.aay4970

Weng JK, Ye M, Li B, Noel JP (2016) Co-evolution of hormone metabolism and signaling networks expands plant adaptive plasticity. Cell 166:881–893. https://doi.org/10.1016/j.cell.2016.06.027

White JA, Todd J, Newman T et al (2000) A new set of Arabidopsis expressed sequence tags from developing seeds. The metabolic pathway from carbohydrates to seed oil. Plant Physiol 124:1582–1594. https://doi.org/10.1104/pp.124.4.1582

Wilbrey-Clark A, Roberts K, Teichmann SA (2020) Cell atlas technologies and insights into tissue architecture. Biochem J 477:1427–1442. https://doi.org/10.1042/BCJ20190341

Xia K, Sun HX, Li J et al (2022) The single-cell stereo-seq reveals region-specific cell subtypes and transcriptome profiling in Arabidopsis leaves. Dev Cell 57:1299-1310.e4. https://doi.org/10.1016/j.devcel.2022.04.011

Xing QR, El Farran CA, Zeng YY et al (2020) Parallel bimodal single-cell sequencing of transcriptome and chromatin accessibility. Genome Res 30:1027–1039. https://doi.org/10.1101/gr.257840.119

Xu X, Crow M, Rice BR et al (2021) Single-cell RNA sequencing of developing maize ears facilitates functional analysis and trait candidate gene discovery. Dev Cell 56:557-568.e6. https://doi.org/10.1016/j.devcel.2020.12.015

Yu W, Qing H, Xiao C et al (2020) Single-cell transcriptome analyses recapitulate the cellular and developmental responses to abiotic stresses in rice. bioRxiv 1–22

Yuan J, Sheng J, Sims PA (2018) SCOPE-Seq: a scalable technology for linking live cell imaging and single-cell RNA sequencing. Genome Biol 19:1–5. https://doi.org/10.1186/s13059-018-1607-x

Zhang TQ, Xu ZG, Shang GD, Wang JW (2019) A single-cell RNA sequencing profiles the developmental landscape of Arabidopsis root. Mol Plant 12:648–660. https://doi.org/10.1016/j.molp.2019.04.004

Zhang H, Zhu J, Gong Z, Zhu JK (2022a) Abiotic stress responses in plants. Nat Rev Genet 23:104–119. https://doi.org/10.1038/s41576-021-00413-0

Zhang L, Zhang M, Huang S et al (2022b) A highly conserved core bacterial microbiota with nitrogen-fixation capacity inhabits the xylem sap in maize plants. Nat Commun 13:3361. https://doi.org/10.1038/s41467-022-31113-w

Zheng B, Fang L (2022) Spatially resolved transcriptomics provide a new method for cancer research. J Exp Clin Cancer Res 41:179. https://doi.org/10.1186/s13046-022-02385-3

Ziegenhain C, Vieth B, Parekh S et al (2017) Comparative analysis of single-cell RNA sequencing methods. Mol Cell. https://doi.org/10.1016/j.molcel.2017.01.023

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Acknowledgements

This work was supported by the National Natural Science Foundation of China (32070250) and the open research project of “Cross-Cooperative Team” of the Germplasm Bank of Wild Species, Kunming Institute of Botany, Chinese Academy of Sciences.

Funding was provided by National Natural Science Foundation of China (Grant no. 32070250).

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Muhammad Ali and Tianxia Yang contribute equally to this work.

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School of Agriculture, Sun Yat-Sen University, Shenzhen, 518107, China

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Peking University-Institute of Advanced Agricultural Sciences, Weifang, China

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State Key Laboratory of Maize Bio-breeding, National Maize Improvement Center, Frontiers Science Center for Molecular Design Breeding (MOE), China Agricultural University, Beijing, China

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Ali, M., Yang, T., He, H. et al. Plant biotechnology research with single-cell transcriptome: recent advancements and prospects. Plant Cell Rep 43 , 75 (2024). https://doi.org/10.1007/s00299-024-03168-0

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ORIGINAL RESEARCH article

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Air Quality and Biosphere-Atmosphere Interactions

Tradescantia response to air and soil pollution, stamen hair cells dataset and ANN colour classification Provisionally Accepted

  • 1 Federal University of Paraná, Brazil
  • 2 Department of Environmental Engineering, Federal University of Paraná, Brazil
  • 3 Institute of Forestry and Rural Engineering, Estonian University of Life Sciences, Estonia

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Tradescantia plant is a complex system that is sensible to environmental factors like water supply, pH, temperature, light, radiation, impurities and nutrient availability. It can be used as a biomonitor for environmental changes, however the bioassays are time consuming and have a strong human interference factor that might change the result depending on who is performing the analysis. We have developed computer vision models to study colour variations from Tradescantia clone 4430 plant stamen hair cells, which can change be stressed due to air pollution and soil contamination. The study introduces a novel dataset, Trad-204, comprising single-cell images from Tradescantia clone 4430, captured during the Tradescantia stamen-hair mutation bioassay (Trad-SHM). The dataset contain images from two experiments, one focusing on air pollution by particulate matter and another based on soil contaminated by diesel oil. Both experiments were carried out in Curitiba, Brazil, between 2020/2023. The images represent single cells with different shapes, sizes, and colours, reflecting the plant’s responses to environmental stressors. An automatic classification task was developed to distinguishing between blue and pink cells, and the study explores both a baseline model and three artificial neural network (ANN) architectures: TinyVGG, VGG-16, and ResNet34. Tradescantia revealed sensibility to both air particulate matter concentration and diesel oil in soil. The results indicate that Residual Network architecture outperforms the other models in terms of accuracy on both training and testing sets. The dataset and findings contribute to the understanding of plant cell responses to environmental stress and provide valuable resources for further research in automated image analysis of plant cells. The comparison between ANN architectures aligns with previous research, emphasizing the superior performance of ResNet models in image classification tasks. Artificial intelligence identification of pink cells improves the counting accuracy, thus avoiding human errors due to different colour perceptions, in addition speeding up the analysis process. Overall, the study offers insights into plant cell dynamics and provides a foundation for future investigations, as well as biomonitoring being an important tool for political discussions, being a relevant issue in risk assessment and thedevelopment of new public policies relating to the environment.

Keywords: Resnet, VGG, Air, Soil, Water Pollution, Biomonitor

Received: 08 Feb 2024; Accepted: 30 Apr 2024.

Copyright: © 2024 Rodrigues, Goeldner, Ferreira Mercuri and Noe. This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY) . The use, distribution or reproduction in other forums is permitted, provided the original author(s) or licensor are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.

* Correspondence: Mx. Leatrice T. Rodrigues, Federal University of Paraná, Curitiba, Brazil

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Researchers develop ‘founding document’ on synthetic cell development.

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Tara Friesen

A scientist is looking through a microscope while backlit by a red image on a computer screen. Synthetic cell development could lead researchers to new developments in food and medical sciences and a better understanding of the origins of life on Earth.

Cells are the fundamental units of life, forming the variety of all living things on Earth as individual cells and multi-cellular organisms. To better understand how cells perform the essential functions of life, scientists have begun developing synthetic cells – non-living bits of cellular biochemistry wrapped in a membrane that mimic specific biological processes.

The development of synthetic cells could one day hold the answers to developing new ways to fight disease, supporting long-duration human spaceflight, and better understanding the origins of life on Earth.

In a paper published recently in ACS Synthetic Biology , researchers outline the potential opportunities that synthetic cell development could unlock and what challenges lie ahead in this groundbreaking research. They also present a roadmap to inspire and guide innovation in this intriguing field.

“The potential for this field is incredible,” said Lynn Rothschild, the lead author of the paper and an astrobiologist at NASA’s Ames Research Center in California’s Silicon Valley. “It’s a privilege to have led this group in forming what we envision will be a founding document, a resource that will spur this field on.”

Synthetic cell development could have wide ranging benefits to humanity. Analyzing the intricacies that go in to building a cell could guide researchers to better understand how cells first evolved or open the door to creating new forms of life more capable of withstanding harsh environments like radiation or freezing temperatures.

These innovations could also lead to advancements in food and medical sciences – creating efficiencies in food production, detecting contaminants in manufacturing, or developing novel cellular functions that act as new therapies for chronic diseases and even synthetic organ transplantation.

Building synthetic cells could also answer some of NASA’s biggest questions about the possibility of life beyond Earth.

“The challenge of creating synthetic cells informs whether we’re alone in the universe,” said Rothschild. “We’re starting to develop the skills to not just create synthetic analogs of life as it may have happened on Earth but to consider pathways to life that could form on other planets.”

As research continues on synthetic cell development, Rothschild sees opportunities where it could expand our understanding of the complexities of natural life.

“Life is an amazing thing. We use the capabilities of cells all the time – we build houses with wood, we use leather in our shoes, we breathe oxygen. Life has amazing precision, and if you can harness it, it’s unbelievable what we could accomplish.”

For news media :

Members of the news media interested in covering this topic should reach out to the  NASA Ames newsroom .

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Varta initiates project to develop sodium-ion batteries

The ENTISE research project, a consortium of 15 companies and universities led by battery manufacturer Varta, is working on an innovative cell chemistry for sodium-ion batteries. The goal is to transfer this into functional cell formats.

research about plant cell

The acronym ENTISE stands for ‘Development of Sodium Ion Technology for Industrially Scalable Energy Storage’, or as it is phrased in German, the “Entwicklung der Natrium-Ionen-Technologie für Industriell Skalierbare Energiespeicher.” The project is due to start on 1 June and run for three years. The core objective is to develop “industrially usable, high-performance and environmentally friendly cells”, as stated in an accompanying press release. The project, initiated and coordinated by Varta, is being funded by the German Federal Ministry of Research and Education with around 7.5 million euros. The consortium received the corresponding notification this week.

According to the initiators, a central component of the project will be the production of sufficient quantities of the necessary materials to build individual resilient laboratory samples through to prototypes in round cell design. “In the final phase of the project, the individual components will then be upscaled and transferred from the laboratory to the pre-industrial sector (piloting),” it continues. The final product of this upscaling will be a small series of round cells that will “enable a reliable evaluation of properties in practical application scenarios such as electric vehicles and stationary storage systems.”

Sodium is known to be readily available, inexpensive, safe and easy to dispose of or recycle. The challenge is to transfer this technology into industrially utilisable and scalable cells. This is where project ENTISE comes in. “For the German battery community, this project represents a milestone in the development of sustainable sodium-ion batteries. In order to further advance the future of decentralised energy storage and use, other innovative and powerful storage technologies are needed in addition to lithium-ion technology,” says Rainer Hald, CTO of Varta AG.

In the eyes of Varta’s Head of Technology, sodium-ion batteries can make an important contribution to the decarbonisation and electrification of many areas in addition to existing technologies in order to actively shape the energy and mobility transition. “The funding of this project is an important sign that the research and development of cutting-edge technology in the battery sector can have a future in Germany and Europe. Our thanks as a consortium therefore go to the German government, which has agreed to support ENTISE despite the reduction in funding for battery research .”

From a technological point of view, the project aims in particular to improve the storage capacities of the cathode and anode as well as the cycle stability. An accompanying technical, economic and ecological evaluation will round off the project.

Sodium batteries are an approach that has re-emerged in recent years and would bring a clear cost reduction in the electric car sector. We recently asked Markus Lienkamp, Professor of Automotive Engineering at the Technical University of Munich, what role the sodium-ion battery can play in electromobility. You can read his answer here .

In China, the big players are increasingly turning to sodium-ion batteries: at the end of 2023, BYD and Huaihai signed a contract to build a plant for sodium-ion batteries in China with an annual capacity of 30 GWh. CATL is also planning to produce sodium-ion cells, as is the Chinese company Zoolnasm . In February, we also recently reported that the JAC subsidiary Yiwei exported electric vehicles with sodium-ion batteries for the first time.

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  26. Researchers Develop 'Founding Document' on Synthetic Cell ...

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  28. Varta initiates project to develop sodium-ion batteries

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