4D Single-particle tracking with asynchronous read-out single-photon avalanche diode array detector.


Journal

Nature communications
ISSN: 2041-1723
Titre abrégé: Nat Commun
Pays: England
ID NLM: 101528555

Informations de publication

Date de publication:
23 Jul 2024
Historique:
received: 13 09 2023
accepted: 14 07 2024
medline: 24 7 2024
pubmed: 24 7 2024
entrez: 23 7 2024
Statut: epublish

Résumé

Single-particle tracking techniques enable investigation of the complex functions and interactions of individual particles in biological environments. Many such techniques exist, each demonstrating trade-offs between spatiotemporal resolution, spatial and temporal range, technical complexity, and information content. To mitigate these trade-offs, we enhanced a confocal laser scanning microscope with an asynchronous read-out single-photon avalanche diode array detector. This detector provides an image of the particle's emission, precisely reflecting its position within the excitation volume. This localization is utilized in a real-time feedback system to drive the microscope scanning mechanism and ensure the particle remains centered inside the excitation volume. As each pixel is an independent single-photon detector, single-particle tracking is combined with fluorescence lifetime measurement. Our system achieves 40 nm lateral and 60 nm axial localization precision with 100 photons and sub-millisecond temporal sampling for real-time tracking. Offline tracking can refine this precision to the microsecond scale. We validated the system's spatiotemporal resolution by tracking fluorescent beads with diffusion coefficients up to 10 μm

Identifiants

pubmed: 39043637
doi: 10.1038/s41467-024-50512-9
pii: 10.1038/s41467-024-50512-9
doi:

Types de publication

Journal Article

Langues

eng

Sous-ensembles de citation

IM

Pagination

6188

Subventions

Organisme : EC | EU Framework Programme for Research and Innovation H2020 | H2020 Priority Excellent Science | H2020 European Research Council (H2020 Excellent Science - European Research Council)
ID : 818699
Organisme : EC | EU Framework Programme for Research and Innovation H2020 | H2020 Priority Excellent Science | H2020 European Research Council (H2020 Excellent Science - European Research Council)
ID : 818699
Organisme : EC | EU Framework Programme for Research and Innovation H2020 | H2020 Priority Excellent Science | H2020 European Research Council (H2020 Excellent Science - European Research Council)
ID : 818699
Organisme : EC | EU Framework Programme for Research and Innovation H2020 | H2020 Priority Excellent Science | H2020 European Research Council (H2020 Excellent Science - European Research Council)
ID : 818699
Organisme : EC | EU Framework Programme for Research and Innovation H2020 | H2020 Priority Excellent Science | H2020 European Research Council (H2020 Excellent Science - European Research Council)
ID : 818699
Organisme : EC | EU Framework Programme for Research and Innovation H2020 | H2020 Priority Excellent Science | H2020 European Research Council (H2020 Excellent Science - European Research Council)
ID : 855923
Organisme : Associazione Italiana per la Ricerca sul Cancro (Italian Association for Cancer Research)
ID : 23053
Organisme : Ministero dell'Istruzione, dell'Università e della Ricerca (Ministry of Education, University and Research)
ID : 2017P352Z4
Organisme : EC | EU Framework Programme for Research and Innovation H2020 | H2020 Priority Excellent Science | H2020 European Research Council (H2020 Excellent Science - European Research Council)
ID : 818699

Informations de copyright

© 2024. The Author(s).

Références

Shen, H. et al. Single particle tracking: from theory to biophysical applications. Chem. Rev. 117, 7331–7376 (2017).
pubmed: 28520419 doi: 10.1021/acs.chemrev.6b00815
Schaar, H. M. Vd et al. Dissecting the cell entry pathway of dengue virus by single-particle tracking in living cells. PLOS Pathog. 4, e1000244 (2008).
pubmed: 19096510 pmcid: 2592694 doi: 10.1371/journal.ppat.1000244
Ruthardt, N., Lamb, D. C. & Bräuchle, C. Single-particle tracking as a quantitative microscopy-based approach to unravel cell entry mechanisms of viruses and pharmaceutical nanoparticles. Mol. Ther. 19, 1199–1211 (2011).
pubmed: 21654634 pmcid: 3129551 doi: 10.1038/mt.2011.102
Johnson, C., Exell, J., Lin, Y., Aguilar, J. & Welsher, K. D. Capturing the start point of the virus-cell interaction with high-speed 3D single-virus tracking. Nat. Methods 19, 1642–1652 (2022).
pubmed: 36357694 pmcid: 10154077 doi: 10.1038/s41592-022-01672-3
Saxton, M. J. & Jacobson, K. SINGLE-PARTICLE TRACKING:Applications to membrane dynamics. Annu. Rev. Biophys. Biomol. Struct. 26, 373–399 (1997).
pubmed: 9241424 doi: 10.1146/annurev.biophys.26.1.373
Triller, A. & Choquet, D. New concepts in synaptic biology derived from single-molecule imaging. Neuron 59, 359–374 (2008).
pubmed: 18701063 doi: 10.1016/j.neuron.2008.06.022
Biermann, B. et al. Imaging of molecular surface dynamics in brain slices using single-particle tracking. Nat. Commun. 5, 3024 (2014).
pubmed: 24429796 doi: 10.1038/ncomms4024
Bayle, V. et al. Single-particle tracking photoactivated localization microscopy of membrane proteins in living plant tissues. Nat. Protoc. 16, 1600–1628 (2021).
pubmed: 33627844 doi: 10.1038/s41596-020-00471-4
Kural, C. et al. Kinesin and dynein move a peroxisome in vivo: A tug-of-war or coordinated movement? Science 308, 1469–1472 (2005).
pubmed: 15817813 doi: 10.1126/science.1108408
Deguchi, T. et al. Direct observation of motor protein stepping in living cells using MINFLUX. Science 379, 1010–1015 (2023).
pubmed: 36893247 pmcid: 7614483 doi: 10.1126/science.ade2676
Burov, S., Jeon, J.-H., Metzler, R. & Barkai, E. Single particle tracking in systems showing anomalous diffusion: the role of weak ergodicity breaking. Phys. Chem. Chem. Phys. 13, 1800–1812 (2011).
pubmed: 21203639 doi: 10.1039/c0cp01879a
Höfling, F. & Franosch, T. Anomalous transport in the crowded world of biological cells. Rep. Prog. Phys. 76, 046602 (2013).
pubmed: 23481518 doi: 10.1088/0034-4885/76/4/046602
Toprak, E., Balci, H., Blehm, B. H. & Selvin, P. R. Three-Dimensional Particle Tracking via Bifocal Imaging. Nano Lett. 7, 2043–2045 (2007).
pubmed: 17583964 doi: 10.1021/nl0709120
Manley, S. et al. High-density mapping of single-molecule trajectories with photoactivated localization microscopy. Nat. Methods 5, 155–157 (2008).
pubmed: 18193054 doi: 10.1038/nmeth.1176
Appelhans, T. et al. Nanoscale organization of mitochondrial microcompartments revealed by combining tracking and localization microscopy. Nano Lett. 12, 610–616 (2012).
pubmed: 22201267 doi: 10.1021/nl203343a
Sauer, M. & Heilemann, M. Single-molecule localization microscopy in eukaryotes. Chem. Rev. 117, 7478–7509 (2017).
pubmed: 28287710 doi: 10.1021/acs.chemrev.6b00667
Lelek, M. et al. Single-molecule localization microscopy. Nat. Rev. Methods Primers 1, 1–27 (2021).
doi: 10.1038/s43586-021-00038-x
Cang, H., Xu, C. S., Montiel, D. & Yang, H. Guiding a confocal microscope by single fluorescent nanoparticles. Opt. Lett. 32, 2729–2731 (2007).
pubmed: 17873950 doi: 10.1364/OL.32.002729
Lessard, G. A., Goodwin, P. M. & Werner, J. H. Three-dimensional tracking of individual quantum dots. Appl. Phys. Lett. 91, 224106 (2007).
doi: 10.1063/1.2819074
Dunlap, M. K. et al. Super-resolution photoluminescence lifetime and intensity mapping of interacting CdSe/CdS quantum dots. Appl. Phys. Lett. 116, 021103 (2020).
doi: 10.1063/1.5132563
Enderlein, J. Tracking of fluorescent molecules diffusing within membranes. Appl. Phys. B 71, 773–777 (2000).
doi: 10.1007/s003400000409
Kis-Petikova, K. & Gratton, E. Distance measurement by circular scanning of the excitation beam in the two-photon microscope. Microsc. Res. Tech. 63, 34–49 (2004).
pubmed: 14677132 doi: 10.1002/jemt.10417
Annibale, P., Dvornikov, A. & Gratton, E. Electrically tunable lens speeds up 3D orbital tracking. Biomed. Opt. Express 6, 2181–2190 (2015).
pubmed: 26114037 pmcid: 4473752 doi: 10.1364/BOE.6.002181
Perillo, E. P. et al. Deep and high-resolution three-dimensional tracking of single particles using nonlinear and multiplexed illumination. Nat. Commun. 6, 7874 (2015).
pubmed: 26219252 doi: 10.1038/ncomms8874
Hou, S., Lang, X. & Welsher, K. Robust real-time 3D single-particle tracking using a dynamically moving laser spot. Opt. Lett. 42, 2390–2393 (2017).
pubmed: 28614318 doi: 10.1364/OL.42.002390
Hou, S., Exell, J. & Welsher, K. Real-time 3D single molecule tracking. Nat. Commun. 11, 3607 (2020).
pubmed: 32680983 pmcid: 7368020 doi: 10.1038/s41467-020-17444-6
McHale, K., Berglund, A. J. & Mabuchi, H. Quantum dot photon statistics measured by three-dimensional particle tracking. Nano Lett. 7, 3535–3539 (2007).
pubmed: 17949048 doi: 10.1021/nl0723376
Balzarotti, F. et al. Nanometer resolution imaging and tracking of fluorescent molecules with minimal photon fluxes. Science 355, 606–612 (2017).
pubmed: 28008086 doi: 10.1126/science.aak9913
Eilers, Y., Ta, H., Gwosch, K. C., Balzarotti, F. & Hell, S. W. MINFLUX monitors rapid molecular jumps with superior spatiotemporal resolution. Proc. Natl. Acad. Sci. USA 115, 6117–6122 (2018).
pubmed: 29844182 pmcid: 6004438 doi: 10.1073/pnas.1801672115
Masullo, L. A. et al. Pulsed interleaved MINFLUX. Nano Lett. 21, 840–846 (2021).
pubmed: 33336573 doi: 10.1021/acs.nanolett.0c04600
Schmidt, R. et al. MINFLUX nanometer-scale 3D imaging and microsecond-range tracking on a common fluorescence microscope. Nat. Commun. 12, 1478 (2021).
pubmed: 33674570 pmcid: 7935904 doi: 10.1038/s41467-021-21652-z
Masullo, L. A., Lopez, L. F. & Stefani, F. D. A common framework for single-molecule localization using sequential structured illumination. Biophys. Rep. 2, 100036 (2022).
Berezin, M. Y. & Achilefu, S. Fluorescence lifetime measurements and biological imaging. Chem. Rev. 110, 2641–2684 (2010).
pubmed: 20356094 pmcid: 2924670 doi: 10.1021/cr900343z
Datta, R., Heaster, T. M., Sharick, J. T., Gillette, A. A. & Skala, M. C. Fluorescence lifetime imaging microscopy: fundamentals and advances in instrumentation, analysis, and applications. J. Biomed. Opt. 25, 071203 (2020).
pubmed: 32406215 pmcid: 7219965 doi: 10.1117/1.JBO.25.7.071203
van Heerden, B., Vickers, N. A., Krüger, T. P. J. & Andersson, S. B. Real-time feedback-driven single-particle tracking: A aurvey and perspective. Small 18, 2107024 (2022).
doi: 10.1002/smll.202107024
Liao, F., Zhou, F. & Chai, Y. Neuromorphic vision sensors: Principle, progress and perspectives. J. Semicond. 42, 013105 (2021).
doi: 10.1088/1674-4926/42/1/013105
Cabriel, C., Monfort, T., Specht, C. G. & Izeddin, I. Event-based vision sensor enables fast and dense single-molecule localization microscopy. Nat. Photon. 17, 1105–1113 (2023).
Buttafava, M. et al. SPAD-based asynchronous-readout array detectors for image-scanning microscopy. Optica 7, 755–765 (2020).
doi: 10.1364/OPTICA.391726
Slenders, E. et al. Cooled SPAD array detector for low light-dose fluorescence laser scanning microscopy. Biophys. Rep. 1, 100025 (2021).
Castello, M. et al. A robust and versatile platform for image scanning microscopy enabling super-resolution FLIM. Nat. Methods 16, 175–178 (2019).
pubmed: 30643212 doi: 10.1038/s41592-018-0291-9
Tenne, R. et al. Super-resolution enhancement by quantum image scanning microscopy. Nat. Photon. 13, 116–122 (2019).
doi: 10.1038/s41566-018-0324-z
Koho, S. V. et al. Two-photon image-scanning microscopy with SPAD array and blind image reconstruction. Biomed. Opt. Express 11, 2905–2924 (2020).
pubmed: 32637232 pmcid: 7316014 doi: 10.1364/BOE.374398
Sroda, A. et al. SOFISM: Super-resolution optical fluctuation image scanning microscopy. Optica 7, 1308–1316 (2020).
doi: 10.1364/OPTICA.399600
Tortarolo, G. et al. Focus image scanning microscopy for sharp and gentle super-resolved microscopy. Nat. Commun. 13, 7723 (2022).
pubmed: 36513680 pmcid: 9747786 doi: 10.1038/s41467-022-35333-y
Zunino, A., Castello, M. & Vicidomini, G. Reconstructing the image scanning microscopy dataset: an inverse problem. Inverse Probl. 39, 064004 (2023).
Slenders, E. et al. Confocal-based fluorescence fluctuation spectroscopy with a SPAD array detector. Light Sci. Appl. 10, 31 (2021).
pubmed: 33542179 pmcid: 7862647 doi: 10.1038/s41377-021-00475-z
Perego, E. et al. Single-photon microscopy to study biomolecular condensates. Nat. Commun. 14, 8224 (2023).
pubmed: 38086853 pmcid: 10716487 doi: 10.1038/s41467-023-43969-7
Rossetta, A. et al. The BrightEyes-TTM as an open-source time-tagging module for democratising single-photon microscopy. Nat. Commun. 13, 7406 (2022).
pubmed: 36456575 pmcid: 9715684 doi: 10.1038/s41467-022-35064-0
Kao, H. P. & Verkman, A. S. Tracking of single fluorescent particles in three dimensions: use of cylindrical optics to encode particle position. Biophys. J. 67, 1291–1300 (1994).
pubmed: 7811944 pmcid: 1225486 doi: 10.1016/S0006-3495(94)80601-0
Ragan, T., Huang, H., So, P. & Gratton, E. 3D Particle tracking on a two-photon microscope. J. Fluoresc. 16, 325–336 (2006).
pubmed: 16544202 doi: 10.1007/s10895-005-0040-1
Huang, B., Wang, W., Bates, M. & Zhuang, X. Three-dimensional super-resolution imaging by stochastic optical reconstruction microscopy. Science 319, 810–813 (2008).
pubmed: 18174397 pmcid: 2633023 doi: 10.1126/science.1153529
Di Rienzo, C., Gratton, E., Beltram, F. & Cardarelli, F. Spatiotemporal fluctuation analysis: A powerful tool for the future nanoscopy of molecular processes. Biophys.J.111, 679–685 (2016).
pubmed: 27558712 pmcid: 5002078 doi: 10.1016/j.bpj.2016.07.015
Tortarolo, G. et al. Compact and effective photon-resolved image scanning microscope. Adv. Photon. 6, 016003 (2024).
doi: 10.1117/1.AP.6.1.016003
Kay, S. M. Fundamentals of Statistical Signal Processing: Estimation theory (Prentice-Hall PTR, 2013).
Abraham, A. V., Ram, S., Chao, J., Ward, E. S. & Ober, R. J. Quantitative study of single molecule location estimation techniques. Opt. Express 17, 23352–23373 (2009).
pubmed: 20052043 doi: 10.1364/OE.17.023352
Chao, J., Ward, E. S. & Ober, R. J. Fisher information theory for parameter estimation in single molecule microscopy: tutorial. JOSA A 33, B36–B57 (2016).
pubmed: 27409706 doi: 10.1364/JOSAA.33.000B36
Verkman, A. S. Solute and macromolecule diffusion in cellular aqueous compartments. Trends Biochem. Sci. 27, 27–33 (2002).
pubmed: 11796221 doi: 10.1016/S0968-0004(01)02003-5
Kumar, M., Mommer, M. S. & Sourjik, V. Mobility of cytoplasmic, membrane, and DNA-binding proteins in escherichia coli. Biophys. J. 98, 552–559 (2010).
pubmed: 20159151 pmcid: 2820653 doi: 10.1016/j.bpj.2009.11.002
Abu-Arish, A., Porcher, A., Czerwonka, A., Dostatni, N. & Fradin, C. High mobility of bicoid captured by fluorescence correlation spectroscopy: implication for the rapid establishment of its gradient. Biophys. J. 99, L33–L35 (2010).
pubmed: 20712981 pmcid: 2920644 doi: 10.1016/j.bpj.2010.05.031
Swaminathan, R., Hoang, C. P. & Verkman, A. S. Photobleaching recovery and anisotropy decay of green fluorescent protein GFP-S65T in solution and cells: cytoplasmic viscosity probed by green fluorescent protein translational and rotational diffusion. Biophys. J. 72, 1900–1907 (1997).
pubmed: 9083693 pmcid: 1184383 doi: 10.1016/S0006-3495(97)78835-0
Colyer, R. A., Lee, C. & Gratton, E. A novel fluorescence lifetime imaging system that optimizes photon efficiency. Microsc. Res. Tech. 71, 201–213 (2008).
pubmed: 18008362 doi: 10.1002/jemt.20540
Lagarto, J., Hares, J. D., Dunsby, C. & French, P. M. W. Development of Low-Cost Instrumentation for Single Point Autofluorescence Lifetime Measurements. J. Fluoresc. 27, 1643–1654 (2017).
pubmed: 28540652 pmcid: 5583312 doi: 10.1007/s10895-017-2101-7
Cooper, G. M.The Cell 2nd edn (Sinauer Associates, 2000).
Platt, F. M., d’Azzo, A., Davidson, B. L., Neufeld, E. F. & Tifft, C. J. Lysosomal storage diseases. Nat. Rev. Dis. Primers 4, 1–25 (2018).
Sun, A. Lysosomal storage disease overview. J. Transl. Med. 6, 476–476 (2018).
Root, J., Merino, P., Nuckols, A., Johnson, M. & Kukar, T. Lysosome dysfunction as a cause of neurodegenerative diseases: Lessons from frontotemporal dementia and amyotrophic lateral sclerosis. Neurobiol. Dis. 154, 105360 (2021).
pubmed: 33812000 pmcid: 8113138 doi: 10.1016/j.nbd.2021.105360
Udayar, V., Chen, Y., Sidransky, E. & Jagasia, R. Lysosomal dysfunction in neurodegeneration: emerging concepts and methods. Trends Neurosci. 45, 184–199 (2022).
pubmed: 35034773 pmcid: 8854344 doi: 10.1016/j.tins.2021.12.004
Fennelly, C. & Amaravadi, R. K. in Lysosomal Biology in Cancer (eds Öllinger, K. & Appelqvist, H.) Lysosomes: Methods and Protocols Methods in Molecular Biology, 293–308 (Springer, New York, NY, 2017). https://doi.org/10.1007/978-1-4939-6934-0_19 .
Tang, T. et al. The role of lysosomes in cancer development and progression. Cell Biosci. 10, 131 (2020).
pubmed: 33292489 pmcid: 7677787 doi: 10.1186/s13578-020-00489-x
Machado, E. R., Annunziata, I., van de Vlekkert, D., Grosveld, G. C. & d’Azzo, A. Lysosomes and Cancer Progression: A Malignant Liaison. Front. cell Dev. Biol. 9, https://doi.org/10.3389/fcell.2021.642494 (2021).
Bonam, S. R., Wang, F. & Muller, S. Lysosomes as a therapeutic target. Nat. Rev. Drug Discov. 18, 923–948 (2019).
pubmed: 31477883 pmcid: 7097195 doi: 10.1038/s41573-019-0036-1
Geisslinger, F., Müller, M., Vollmar, A. M. & Bartel, K. Targeting Lysosomes in Cancer as Promising Strategy to Overcome Chemoresistance—A Mini Review. Front. oncol.10, https://www.frontiersin.org/articles/10.3389/fonc.2020.01156 (2020).
Iulianna, T., Kuldeep, N. & Eric, F. The Achilles’ heel of cancer: targeting tumors via lysosome-induced immunogenic cell death. Cell Death Dis. 13, 1–10 (2022).
doi: 10.1038/s41419-022-04912-8
Jongsma, M. L. M. et al. An ER-associated pathway defines endosomal architecture for controlled cargo transport. Cell 166, 152–166 (2016).
pubmed: 27368102 pmcid: 4930482 doi: 10.1016/j.cell.2016.05.078
Cabukusta, B. & Neefjes, J. Mechanisms of lysosomal positioning and movement. Traffic 19, 761–769 (2018).
pubmed: 29900632 pmcid: 6175085 doi: 10.1111/tra.12587
Wubbolts, R. et al. Opposing motor activities of dynein and kinesin determine retention and transport of MHC class II-containing compartments. J. Cell Sci. 112, 785–795 (1999).
pubmed: 10036229 doi: 10.1242/jcs.112.6.785
Jordens, I. et al. The Rab7 effector protein RILP controls lysosomal transport by inducing the recruitment of dynein-dynactin motors. Curr. Biol. 11, 1680–1685 (2001).
pubmed: 11696325 doi: 10.1016/S0960-9822(01)00531-0
Matteoni, R. & Kreis, T. E. Translocation and clustering of endosomes and lysosomes depends on microtubules. J. Cell Biol. 105, 1253–1265 (1987).
pubmed: 3308906 doi: 10.1083/jcb.105.3.1253
Goo, M. S. et al. Activity-dependent trafficking of lysosomes in dendrites and dendritic spines. J. Cell Biol.216, 2499–2513 (2017).
pubmed: 28630145 pmcid: 5551717 doi: 10.1083/jcb.201704068
Hess, S. T., Sheets, E. D., Wagenknecht-Wiesner, A. & Heikal, A. A. Quantitative analysis of the fluorescence properties of intrinsically fluorescent proteins in living cells. Biophys. J. 85, 2566–2580 (2003).
pubmed: 14507719 pmcid: 1303480 doi: 10.1016/S0006-3495(03)74679-7
Lee, S. & Higuchi, H. 3D rotational motion of an endocytic vesicle on a complex microtubule network in a living cell. Biomed. Opt. Express 10, 6611–6624 (2019).
pubmed: 31853420 pmcid: 6913383 doi: 10.1364/BOE.10.006611
Tregidgo, C. L., Levitt, J. A. & Suhling, K. Effect of refractive index on the fluorescence lifetime of green fluorescent protein. J. Biomed. Opt. 13, 031218 (2008).
pubmed: 18601542 doi: 10.1117/1.2937212
Nakabayashi, T., Wang, H.-P., Kinjo, M. & Ohta, N. Application of fluorescence lifetime imaging of enhanced green fluorescent protein to intracellular pH measurements. Photochem. Photobiol. Sci. 7, 668–670 (2008).
pubmed: 18528549 doi: 10.1039/b800391b
Kepten, E., Weron, A., Sikora, G., Burnecki, K. & Garini, Y. Guidelines for the fitting of anomalous diffusion mean square displacement graphs from single particle tracking experiments. PLOS ONE 10, e0117722 (2015).
pubmed: 25680069 pmcid: 4334513 doi: 10.1371/journal.pone.0117722

Auteurs

Andrea Bucci (A)

Molecular Microscopy and Spectroscopy, Istituto Italiano di Tecnologia, Genoa, Italy.
Dipartimento di Informatica, Bioingegneria, Robotica e Ingegneria dei Sistemi, University of Genoa, Genoa, Italy.

Giorgio Tortarolo (G)

Molecular Microscopy and Spectroscopy, Istituto Italiano di Tecnologia, Genoa, Italy.
Laboratory of Experimental Biophysics, EPFL, Lausanne, Switzerland.

Marcus Oliver Held (MO)

Molecular Microscopy and Spectroscopy, Istituto Italiano di Tecnologia, Genoa, Italy.

Luca Bega (L)

Molecular Microscopy and Spectroscopy, Istituto Italiano di Tecnologia, Genoa, Italy.

Eleonora Perego (E)

Molecular Microscopy and Spectroscopy, Istituto Italiano di Tecnologia, Genoa, Italy.
Centre for Integrative Genomics, Université de Lausanne, Lausanne, Switzerland.

Francesco Castagnetti (F)

Non coding RNAs in Physiology and Pathology, Istituto Italiano di Tecnologia, Genoa, Italy.

Irene Bozzoni (I)

Non coding RNAs in Physiology and Pathology, Istituto Italiano di Tecnologia, Genoa, Italy.
Department of Biology and Biotechnology Charles Darwin, Sapienza University, Rome, Italy.

Eli Slenders (E)

Molecular Microscopy and Spectroscopy, Istituto Italiano di Tecnologia, Genoa, Italy.

Giuseppe Vicidomini (G)

Molecular Microscopy and Spectroscopy, Istituto Italiano di Tecnologia, Genoa, Italy. giuseppe.vicidomini@iit.it.

Classifications MeSH