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Dive into the research topics where Ludovico Silvestri is active.

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Featured researches published by Ludovico Silvestri.


Optics Express | 2012

Confocal light sheet microscopy: micron-scale neuroanatomy of the entire mouse brain

Ludovico Silvestri; Alessandro Bria; Leonardo Sacconi; Giulio Iannello; Francesco S. Pavone

Elucidating the neural pathways that underlie brain function is one of the greatest challenges in neuroscience. Light sheet based microscopy is a cutting edge method to map cerebral circuitry through optical sectioning of cleared mouse brains. However, the image contrast provided by this method is not sufficient to resolve and reconstruct the entire neuronal network. Here we combined the advantages of light sheet illumination and confocal slit detection to increase the image contrast in real time, with a frame rate of 10 Hz. In fact, in confocal light sheet microscopy (CLSM), the out-of-focus and scattered light is filtered out before detection, without multiple acquisitions or any post-processing of the acquired data. The background rejection capabilities of CLSM were validated in cleared mouse brains by comparison with a structured illumination approach. We show that CLSM allows reconstructing macroscopic brain volumes with sub-cellular resolution. We obtained a comprehensive map of Purkinje cells in the cerebellum of L7-GFP transgenic mice. Further, we were able to trace neuronal projections across brain of thy1-GFP-M transgenic mice. The whole-brain high-resolution fluorescence imaging assured by CLSM may represent a powerful tool to navigate the brain through neuronal pathways. Although this work is focused on brain imaging, the macro-scale high-resolution tomographies affordable with CLSM are ideally suited to explore, at micron-scale resolution, the anatomy of different specimens like murine organs, embryos or flies.


Scientific Reports | 2015

A versatile clearing agent for multi-modal brain imaging

Irene Costantini; Jean Pierre Ghobril; Antonino Paolo Di Giovanna; Anna Letizia Allegra Mascaro; Ludovico Silvestri; Marie Caroline Müllenbroich; Leonardo Onofri; Valerio Conti; Francesco Vanzi; Leonardo Sacconi; Renzo Guerrini; Henry Markram; Giulio Iannello; Francesco S. Pavone

Extensive mapping of neuronal connections in the central nervous system requires high-throughput µm-scale imaging of large volumes. In recent years, different approaches have been developed to overcome the limitations due to tissue light scattering. These methods are generally developed to improve the performance of a specific imaging modality, thus limiting comprehensive neuroanatomical exploration by multi-modal optical techniques. Here, we introduce a versatile brain clearing agent (2,2′-thiodiethanol; TDE) suitable for various applications and imaging techniques. TDE is cost-efficient, water-soluble and low-viscous and, more importantly, it preserves fluorescence, is compatible with immunostaining and does not cause deformations at sub-cellular level. We demonstrate the effectiveness of this method in different applications: in fixed samples by imaging a whole mouse hippocampus with serial two-photon tomography; in combination with CLARITY by reconstructing an entire mouse brain with light sheet microscopy and in translational research by imaging immunostained human dysplastic brain tissue.


Journal of Biomedical Optics | 2016

Clearing of fixed tissue: a review from a microscopist’s perspective

Ludovico Silvestri; Irene Costantini; Leonardo Sacconi; Francesco S. Pavone

Abstract. Chemical clearing of fixed tissues is becoming a key instrument for the three-dimensional reconstruction of macroscopic tissue portions, including entire organs. Indeed, the growing interest in this field has both triggered and been stimulated by recent advances in high-throughput microscopy and data analysis methods, which allowed imaging and management of large samples. The strong entanglement between clearing methods and imaging technology is often overlooked, as typical classification of the former is based only on the chemicals used. Here, we review the recent literature in the field, proposing a taxonomy of clearing techniques based on their mating with the major high-throughput microscopies. We hope that this application-oriented classification can help researchers to find the protocol best suited to their experiment among the many present in the literature.


Bioinformatics | 2014

Large-scale automated identification of mouse brain cells in confocal light sheet microscopy images.

Paolo Frasconi; Ludovico Silvestri; Paolo Soda; Roberto Cortini; Francesco S. Pavone; Giulio Iannello

Motivation: Recently, confocal light sheet microscopy has enabled high-throughput acquisition of whole mouse brain 3D images at the micron scale resolution. This poses the unprecedented challenge of creating accurate digital maps of the whole set of cells in a brain. Results: We introduce a fast and scalable algorithm for fully automated cell identification. We obtained the whole digital map of Purkinje cells in mouse cerebellum consisting of a set of 3D cell center coordinates. The method is accurate and we estimated an F1 measure of 0.96 using 56 representative volumes, totaling 1.09 GVoxel and containing 4138 manually annotated soma centers. Availability and implementation: Source code and its documentation are available at http://bcfind.dinfo.unifi.it/. The whole pipeline of methods is implemented in Python and makes use of Pylearn2 and modified parts of Scikit-learn. Brain images are available on request. Contact: [email protected] Supplementary information: Supplementary data are available at Bioinformatics online.


Methods | 2014

Correlative two-photon and light sheet microscopy.

Ludovico Silvestri; Anna Letizia Allegra Mascaro; Irene Costantini; Leonardo Sacconi; Francesco S. Pavone

Information processing inside the central nervous system takes place on multiple scales in both space and time. A single imaging technique can reveal only a small part of this complex machinery. To obtain a more comprehensive view of brain functionality, complementary approaches should be combined into a correlative framework. Here, we describe a method to integrate data from in vivo two-photon fluorescence imaging and ex vivo light sheet microscopy, taking advantage of blood vessels as reference chart. We show how the apical dendritic arbor of a single cortical pyramidal neuron imaged in living thy1-GFP-M mice can be found in the large-scale brain reconstruction obtained with light sheet microscopy. Starting from the apical portion, the whole pyramidal neuron can then be segmented. The correlative approach presented here allows contextualizing within a three-dimensional anatomic framework the neurons whose dynamics have been observed with high detail in vivo.


Journal of Innovative Optical Health Sciences | 2013

ADVANCED OPTICAL TECHNIQUES TO EXPLORE BRAIN STRUCTURE AND FUNCTION

Ludovico Silvestri; A. L. Allegra Mascaro; Jacopo Lotti; Leonardo Sacconi; Francesco S. Pavone

Understanding brain structure and function, and the complex relationships between them, is one of the grand challenges of contemporary sciences. Thanks to their flexibility, optical techniques could be the key to explore this complex network. In this manuscript, we briefly review recent advancements in optical methods applied to three main issues: anatomy, plasticity and functionality. We describe novel implementations of light-sheet microscopy to resolve neuronal anatomy in whole fixed brains with cellular resolution. Moving to living samples, we show how real-time dynamics of brain rewiring can be visualized through two-photon microscopy with the spatial resolution of single synaptic contacts. The plasticity of the injured brain can also be dissected through cutting-edge optical methods that specifically ablate single neuronal processes. Finally, we report how nonlinear microscopy in combination with novel voltage sensitive dyes allow optical registrations of action potential across a population of neurons opening promising prospective in understanding brain functionality. The knowledge acquired from these complementary optical methods may provide a deeper comprehension of the brain and of its unique features.


Proceedings of the National Academy of Sciences of the United States of America | 2017

Quantitative assessment of passive electrical properties of the cardiac T-tubular system by FRAP microscopy

M. Scardigli; Claudia Crocini; Cecilia Ferrantini; T. Gabbrielli; Ludovico Silvestri; Raffaele Coppini; Chiara Tesi; Eva A. Rog-Zielinska; Peter Kohl; Elisabetta Cerbai; Corrado Poggesi; Francesco S. Pavone; Leonardo Sacconi

Significance The homogenous propagation of the action potential in cardiac cells is guaranteed by a complex network of membrane invaginations called the T-tubular system. In cardiac diseases, T-tubules may show electrical defects that can compromise cell function. Here, we investigate the diffusional properties of fluorescent probes inside T-tubules to predict electrical conductivity of the tubular network. We apply this method to detecting alterations of T-tubule conductivity in a pathological setting characterized by compromised T-tubule integrity. We found that in heart failure, T-tubule conductivity is significantly reduced compared with healthy cardiac cells. A reduction in conductivity can impair the propagation of action potential across the network and may explain the presence of conduction defects found at the single tubular level. Well-coordinated activation of all cardiomyocytes must occur on every heartbeat. At the cell level, a complex network of sarcolemmal invaginations, called the transverse-axial tubular system (TATS), propagates membrane potential changes to the cell core, ensuring synchronous and uniform excitation–contraction coupling. Although myocardial conduction of excitation has been widely described, the electrical properties of the TATS remain mostly unknown. Here, we exploit the formal analogy between diffusion and electrical conductivity to link the latter with the diffusional properties of TATS. Fluorescence recovery after photobleaching (FRAP) microscopy is used to probe the diffusion properties of TATS in isolated rat cardiomyocytes: A fluorescent dextran inside TATS lumen is photobleached, and signal recovery by diffusion of unbleached dextran from the extracellular space is monitored. We designed a mathematical model to correlate the time constant of fluorescence recovery with the apparent diffusion coefficient of the fluorescent molecules. Then, apparent diffusion is linked to electrical conductivity and used to evaluate the efficiency of the passive spread of membrane depolarization along TATS. The method is first validated in cells where most TATS elements are acutely detached by osmotic shock and then applied to probe TATS electrical conductivity in failing heart cells. We find that acute and pathological tubular remodeling significantly affect TATS electrical conductivity. This may explain the occurrence of defects in action potential propagation at the level of single T-tubules, recently observed in diseased cardiomyocytes.


Journal of Visualized Experiments | 2013

Micron-scale Resolution Optical Tomography of Entire Mouse Brains with Confocal Light Sheet Microscopy

Ludovico Silvestri; Alessandro Bria; Irene Costantini; Leonardo Sacconi; Hanchuan Peng; Giulio Iannello; Francesco S. Pavone

Understanding the architecture of mammalian brain at single-cell resolution is one of the key issues of neuroscience. However, mapping neuronal soma and projections throughout the whole brain is still challenging for imaging and data management technologies. Indeed, macroscopic volumes need to be reconstructed with high resolution and contrast in a reasonable time, producing datasets in the TeraByte range. We recently demonstrated an optical method (confocal light sheet microscopy, CLSM) capable of obtaining micron-scale reconstruction of entire mouse brains labeled with enhanced green fluorescent protein (EGFP). Combining light sheet illumination and confocal detection, CLSM allows deep imaging inside macroscopic cleared specimens with high contrast and speed. Here we describe the complete experimental pipeline to obtain comprehensive and human-readable images of entire mouse brains labeled with fluorescent proteins. The clearing and the mounting procedures are described, together with the steps to perform an optical tomography on its whole volume by acquiring many parallel adjacent stacks. We showed the usage of open-source custom-made software tools enabling stitching of the multiple stacks and multi-resolution data navigation. Finally, we illustrated some example of brain maps: the cerebellum from an L7-GFP transgenic mouse, in which all Purkinje cells are selectively labeled, and the whole brain from a thy1-GFP-M mouse, characterized by a random sparse neuronal labeling.


Journal of Biomedical Optics | 2015

Towards a comprehensive understanding of brain machinery by correlative microscopy

Anna Letizia Allegra Mascaro; Ludovico Silvestri; Leonardo Sacconi; Francesco S. Pavone

Abstract. Unraveling the complexity of brain structure and function is the biggest challenge of contemporary science. Due to their flexibility, optical techniques are the key to exploring this intricate network. However, a single imaging technique can reveal only a small part of this machinery due to its inherent multilevel organization. To obtain a more comprehensive view of brain functionality, complementary approaches have been combined. For instance, brain activity was monitored simultaneously on different spatiotemporal scales with functional magnetic resonance imaging and calcium imaging. On the other hand, dynamic information on the structural plasticity of neuronal networks has been contextualized in a wider framework combining two-photon and light-sheet microscopy. Finally, synaptic features have been revealed on previously in vivo imaged samples by correlative light-electron microscopy. Although these approaches have revealed important features of brain machinery, they provided small bridges between specific spatiotemporal scales, lacking an omni-comprehensive view. In this perspective, we briefly review the state of the art of correlative techniques and propose a wider methodological framework fusing multiple levels of brain investigation.


Microscopy Research and Technique | 2014

Correcting spherical aberrations in confocal light sheet microscopy: A theoretical study

Ludovico Silvestri; Leonardo Sacconi; Francesco S. Pavone

In the last years, fluorescence light sheet microscopy has attracted an increasing interest among the microscopy community. One of the most promising applications of this technique is the reconstruction of macroscopic biological specimens with microscopic resolution, without physical sectioning. To this aim, light sheet microscopy is combined with clearing protocols based on refractive index matching, which render the tissue transparent. However, these protocols lead to a huge drop in the fluorescence signal, limiting their practical applicability. The reduction of signal to background ratio is commonly ascribed to chemical degradation of the fluorophores by the organic solvents used for clearing. This view however completely neglects another important factor of contrast loss, i.e., optical aberrations. In fact, commercially available objectives suitable for light sheet microscopy are not designed for the refractive index of the clearing solutions, and this mismatch introduces severe spherical aberration. Here we simulated the aberrated point spread function (PSF) of a light sheet microscope with confocal slit detection. We investigated the variation of the PSF as a function of objective numerical aperture (NA) and of imaging depth inside the clearing solution. We also explored the possibility of correcting such spherical aberration by introducing extra optical devices in the detection path. By correcting up to the second order spherical aberration, a quasi‐diffraction‐limited regime can be recovered, and image quality is restored. Microsc. Res. Tech. 77:483–491, 2014.

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Leonardo Sacconi

European Laboratory for Non-Linear Spectroscopy

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Irene Costantini

European Laboratory for Non-Linear Spectroscopy

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Antonino Paolo Di Giovanna

European Laboratory for Non-Linear Spectroscopy

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Marie Caroline Müllenbroich

European Laboratory for Non-Linear Spectroscopy

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Giulio Iannello

Università Campus Bio-Medico

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