Image analysis workflows to reveal the spatial organization of cell nuclei and chromosomes

. 2022 Dec ; 13 (1) : 277-299.

Jazyk angličtina Země Spojené státy americké Médium print

Typ dokumentu časopisecké články, práce podpořená grantem

Perzistentní odkaz   https://www.medvik.cz/link/pmid36447428

Nucleus, chromatin, and chromosome organization studies heavily rely on fluorescence microscopy imaging to elucidate the distribution and abundance of structural and regulatory components. Three-dimensional (3D) image stacks are a source of quantitative data on signal intensity level and distribution and on the type and shape of distribution patterns in space. Their analysis can lead to novel insights that are otherwise missed in qualitative-only analyses. Quantitative image analysis requires specific software and workflows for image rendering, processing, segmentation, setting measurement points and reference frames and exporting target data before further numerical processing and plotting. These tasks often call for the development of customized computational scripts and require an expertise that is not broadly available to the community of experimental biologists. Yet, the increasing accessibility of high- and super-resolution imaging methods fuels the demand for user-friendly image analysis workflows. Here, we provide a compendium of strategies developed by participants of a training school from the COST action INDEPTH to analyze the spatial distribution of nuclear and chromosomal signals from 3D image stacks, acquired by diffraction-limited confocal microscopy and super-resolution microscopy methods (SIM and STED). While the examples make use of one specific commercial software package, the workflows can easily be adapted to concurrent commercial and open-source software. The aim is to encourage biologists lacking custom-script-based expertise to venture into quantitative image analysis and to better exploit the discovery potential of their images.Abbreviations: 3D FISH: three-dimensional fluorescence in situ hybridization; 3D: three-dimensional; ASY1: ASYNAPTIC 1; CC: chromocenters; CO: Crossover; DAPI: 4',6-diamidino-2-phenylindole; DMC1: DNA MEIOTIC RECOMBINASE 1; DSB: Double-Strand Break; FISH: fluorescence in situ hybridization; GFP: GREEN FLUORESCENT PROTEIN; HEI10: HUMAN ENHANCER OF INVASION 10; NCO: Non-Crossover; NE: Nuclear Envelope; Oligo-FISH: oligonucleotide fluorescence in situ hybridization; RNPII: RNA Polymerase II; SC: Synaptonemal Complex; SIM: structured illumination microscopy; ZMM (ZIP: MSH4: MSH5 and MER3 proteins); ZYP1: ZIPPER-LIKE PROTEIN 1.

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Bagheri N, Carpenter AE, Lundberg E, et al. The new era of quantitative cell imaging-challenges and opportunities. Mol Cell. 2022;82:241–247. PubMed PMC

Jerkovic I, Cavalli G.. Understanding 3D genome organization by multidisciplinary methods. Nat Rev Mol Cell Biol. 2021;22:511–528. PubMed

Dumur T, Duncan S, Graumann K, et al. Probing the 3D architecture of the plant nucleus with microscopy approaches: challenges and solutions. Nucleus. 2019;10(1):181–212. PubMed PMC

Boettiger A, Murphy S. Advances in chromatin imaging at kilobase-scale resolution. Trends Genet. 2020;36:273–287. PubMed PMC

Dar AS, Padha D. Medical image segmentation: a review of recent techniques, advancements and a comprehensive comparison. Int J Comput Sci Eng. 2019;7:114–124.

Lucas AM, Ryder PV, Li B, et al. Open-source deep-learning software for bioimage segmentation. Mol Biol Cell. 2021;32:823–829. PubMed PMC

Shivanandan A, Radenovic A, Sbalzarini IF. MosaicIA: an ImageJ/Fiji plugin for spatial pattern and interaction analysis. BMC Bioinformatics. 2013;14:349. PubMed PMC

Boudier T. Fiji 3D image suite. 2020.https://imagej.net/media/plugins/3d-imagej-suite/neubias-3dsuite.pdf

Boudier T, Andrey P. Spatial statistics 2D/3D. 2012. https://imagejdocu.list.lu/plugin/analysis/spatial_statistics_2d_3d/start

Ollion J, Cochennec J, Loll F, et al. TANGO: a generic tool for high-throughput 3D image analysis for studying nuclear organization. Bioinformatics. 2013;29:1840–1841. PubMed PMC

Arpon J, Gaudin V, Andrey P. A method for testing random spatial models on nuclear object distributions. Methods Mol Biol. 2018;1675:493–507. PubMed

Caicedo JC, Cooper S, Heigwer F, et al. Data-analysis strategies for image-based cell profiling. Nat Methods. 2017;14:849–863. PubMed PMC

Jamali N, Dobson ETA, Eliceiri KW, et al. BioImage Analysis Survey: community experiences and needs for the future. Biological Imaging. 2020;1:e4. PubMed PMC

Tatout C, Mougeot G, Parry G, et al. The INDEPTH (Impact of nuclear domains on gene expression and plant traits) academy – a community resource for plant science. J Exp Bot. 2022;73:1926–1933. PubMed PMC

van Driel R, Fransz P. Nuclear architecture and genome functioning in plants and animals: what can we learn from both? Exp Cell Res. 2004;296:86–90. PubMed

Dong P, Tu X, Liang Z, et al. Plant and animal chromatin three-dimensional organization: similar structures but different functions. J Exp Bot. 2020;71:5119–5128. PubMed

Andrey P, Kiêu K, Kress C, et al. Statistical analysis of 3D images detects regular spatial distributions of centromeres and chromocenters in animal and plant nuclei. PLoS Comput Biol. 2010;6:e1000853. PubMed PMC

Bishop J, Swan H, Valente F, et al. The plant nuclear envelope and its role in gene transcription. Front Plant Sci. 2021;12:674209. PubMed PMC

Cremer M, Schmid VJ, Kraus F, et al. Initial high-resolution microscopic mapping of active and inactive regulatory sequences proves non-random 3D arrangements in chromatin domain clusters. Epigenetics Chromatin. 2017;10:39. PubMed PMC

Girelli G, Custodio J, Kallas T, et al. GPSeq reveals the radial organization of chromatin in the cell nucleus. Nat Biotechnol. 2020;38:1184–1193. PubMed PMC

Schubert V. RNA polymerase II forms transcription networks in rye and Arabidopsis nuclei and its amount increases with endopolyploidy. Cytogenet Genome Res. 2014;143:69–77. PubMed

Schubert V, Weisshart K. Abundance and distribution of RNA polymerase II in Arabidopsis interphase nuclei. J Exp Bot. 2015;66:1687–1698. PubMed PMC

Ashenafi MS, Baroux C. Automated 3D gene position analysis using a customized imaris plugin: xTFISHInsideNucleus. Methods Mol Biol. 2018;1675:591–613. PubMed

Andrey P, Kieu K, Kress C, et al. Statistical analysis of 3D images detects regular spatial distributions of centromeres and chromocenters in animal and plant nuclei. PLoS Comput Biol. 2010;6:e1000853. PubMed PMC

Fransz P, De Jong JH, Lysak M, et al. Interphase chromosomes in Arabidopsis are organized as well defined chromocenters from which euchromatin loops emanate. Proc Natl Acad Sci U S A. 2002;99:14584–14589. PubMed PMC

Bucevicius J, Keller-Findeisen J, Gilat T, et al. Rhodamine-Hoechst positional isomers for highly efficient staining of heterochromatin. Chem Sci. 2019;10:1962–1970. PubMed PMC

Huff J. The Airyscan detector from ZEISS: confocal imaging with improved signal-to-noise ratio and super-resolution. Nat Methods. 2015;12:i–ii.

Orr JN, Lewandowska D, Waugh R, et al. Chromosome synapsis and recombination in cereals. Annu Plant Rev Online. 1–26. doi:10.1002/9781119312994.apr0710. DOI

Keeney S. Spo11 and the formation of DNA double-strand breaks in meiosis. Genome Dyn Stab. 2008;2:81–123. PubMed PMC

Bishop DK. RecA homologs Dmc1 and Rad51 interact to form multiple nuclear complexes prior to meiotic chromosome synapsis. Cell. 1994;79:1081–1092. PubMed

Higgins JD, Perry RM, Barakate A, et al. Spatiotemporal asymmetry of the meiotic program underlies the predominantly distal distribution of meiotic crossovers in barley. Plant Cell. 2012;24:4096–4109. PubMed PMC

Barakate A, Higgins JD, Vivera S, et al. The synaptonemal complex protein ZYP1 is required for imposition of meiotic crossovers in barley. Plant Cell. 2014;26:729–740. PubMed PMC

Colas I, Barakate A, Macaulay M, et al. desynaptic5 carries a spontaneous semi-dominant mutation affecting Disrupted Meiotic cDNA 1 in barley. J Exp Bot. 2019;70:2683–2698. PubMed PMC

Serra H, Lambing C, Griffin CH, et al. Massive crossover elevation via combination of HEI10 and recq4a recq4b during Arabidopsis meiosis. Proc Natl Acad Sci U S A. 2018;115:2437–2442. PubMed PMC

Hesse S, Zelkowski M, Mikhailova EI, et al. Ultrastructure and dynamics of synaptonemal complex components during meiotic pairing and synapsis of standard (A) and Accessory (B) rye chromosomes. Front Plant Sci. 2019;10:773. PubMed PMC

De Muyt A, Zhang L, Piolot T, et al. E3 ligase Hei10: a multifaceted structure-based signaling molecule with roles within and beyond meiosis. Genes Dev. 2014;28:1111–1123. PubMed PMC

Matera AG, Izaguire-Sierra M, Praveen K, et al. Nuclear bodies: random aggregates of sticky proteins or crucibles of macromolecular assembly? Dev Cell. 2009;17:639–647. PubMed PMC

Stanek D, Fox AH. Nuclear bodies: news insights into structure and function. Curr Opin Cell Biol. 2017;46:94–101. PubMed

Mao YS, Zhang B, Spector DL. Biogenesis and function of nuclear bodies. Trends Genet. 2011;27:295–306. PubMed PMC

Ali GS, Golovkin M, Reddy AS. Nuclear localization and in vivo dynamics of a plant-specific serine/arginine-rich protein. Plant J. 2003;36:883–893. PubMed

Docquier S, Tillemans V, Deltour R, et al. Nuclear bodies and compartmentalization of pre-mRNA splicing factors in higher plants. Chromosoma. 2004;112:255–266. PubMed

Reddy AS, Day IS, Gohring J, et al. Localization and dynamics of nuclear speckles in plants. Plant Physiol. 2012;158:67–77. PubMed PMC

Lorkovic ZJ, Hilscher J, Barta A. Use of fluorescent protein tags to study nuclear organization of the spliceosomal machinery in transiently transformed living plant cells. Mol Biol Cell. 2004;15:3233–3243. PubMed PMC

Tosolini M, Brochard V, Adenot P, et al. Contrasting epigenetic states of heterochromatin in the different types of mouse pluripotent stem cells. Sci Rep. 2018;8:5776. PubMed PMC

Gioacchini N, Peterson CL. Chromatin remodeling: a complex affair. EMBO Rep. 2017;18:1673–1674. PubMed PMC

Mikulski P, Hohenstatt ML, Farrona S, et al. The chromatin-associated protein PWO1 interacts with plant nuclear lamin-like components to regulate nuclear size. Plant Cell. 2019;31:1141–1154. PubMed PMC

Batty P, Gerlich DW. Mitotic chromosome mechanics: how cells segregate their genome. Trends Cell Biol. 2019;29:717–726. PubMed

Beseda T, Capal P, Kubalova I, et al. Mitotic chromosome organization: general rules meet species-specific variability. Comput Struct Biotechnol J. 2020;18:1311–1319. PubMed PMC

Kubalová I, Câmara AS, Cápal P, et al. Helical metaphase chromatid coiling is conserved. bioRxiv. 2021;2021:460607.

Weisshart K, Fuchs J, Schubert V. Structured illumination microscopy (SIM) and photoactivated localization microscopy (PALM) to analyze the abundance and distribution of RNA Polymerase II molecules on flow-sorted Arabidopsis nuclei. Bio-protocol. 2016;6:e1725.

Bennett MD, Leitch IJ, Price HJ, et al. Comparisons with Caenorhabditis (approximately 100 Mb) and Drosophila (approximately 175 Mb) using flow cytometry show genome size in Arabidopsis to be approximately 157 Mb and thus approximately 25% larger than the Arabidopsis genome initiative estimate of approximately 125 Mb. Ann Bot. 2003;91:547–557. PubMed PMC

Mascher M, Gundlach H, Himmelbach A, et al. A chromosome conformation capture ordered sequence of the barley genome. Nature. 2017;544:427–433. PubMed

Pecinka A, Schubert V, Meister A, et al. Chromosome territory arrangement and homologous pairing in nuclei of Arabidopsis thaliana are predominantly random except for NOR-bearing chromosomes. Chromosoma. 2004;113:258–269. PubMed

Shan W, Kubova M, Mandakova T, et al. Nuclear organization in crucifer genomes: nucleolus-associated telomere clustering is not a universal interphase configuration in Brassicaceae. Plant J. 2021;108:528–540. PubMed

Santos AP, Shaw P. Interphase chromosomes and the Rabl configuration: does genome size matter? J Microsc. 2004;214:201–206. PubMed

Nowicka A, Kovacik M, Tokarz B, et al. Dynamics of endoreduplication in developing barley seeds. J Exp Bot. 2021;72:268–282. PubMed

Hudakova S, Michalek W, Presting GG, et al. Sequence organization of barley centromeres. Nucleic Acids Res. 2001;29:5029–5035. PubMed PMC

Richards EJ, Ausubel FM. Isolation of a higher eukaryotic telomere from Arabidopsis thaliana. Cell. 1988;53:127–136. PubMed

Hurel A, Phillips D, Vrielynck N, et al. A cytological approach to studying meiotic recombination and chromosome dynamics in Arabidopsis thaliana male meiocytes in three dimensions. Plant J. 2018;95:385–396. PubMed

Mandakova T, Lysak MA. Chromosome preparation for cytogenetic analyses in arabidopsis. Curr Protoc Plant Biol. 2016;1:43–51. PubMed

Mandakova T, Lysak MA. Painting of Arabidopsis chromosomes with chromosome-specific BAC clones. Curr Protoc Plant Biol. 2016;1:359–371. PubMed

Kirschner GK, Stahl Y, Von Korff M, et al. Unique and conserved features of the barley root meristem. Front Plant Sci. 2017;8:1240. PubMed PMC

Van Norman JM. Asymmetry and cell polarity in root development. Dev Biol. 2016;419:165–174. PubMed

Oud JL, Nanninga N. Cell shape, chromosome orientation and the position of the plane of division in Vicia faba root cortex cells. J Cell Sci. 1992;103:847–855.

Donaldson L. Autofluorescence in plants. Molecules. 2020;25:2393. PubMed PMC

Mendocilla Sato E, Baroux C. Analysis of 3D cellular organization of fixed plant tissues using a user-guided platform for image segmentation. Bio-protocol. 2017;7:e2355. PubMed PMC

Ota R, Ide T, Michiue T. A rapid segmentation method of cell boundary for developing embryos using machine learning with a personal computer. Dev Growth Differ. 2021;63(8):406–416. PubMed

Kesler B, Li G, Thiemicke A, et al. Automated cell boundary and 3D nuclear segmentation of cells in suspension. Sci Rep. 2019;9:10237. PubMed PMC

Bray MA, Fraser AN, Hasaka TP, et al. Workflow and metrics for image quality control in large-scale high-content screens. J Biomol Screen. 2012;17:266–274. PubMed PMC

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