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Scaglione A, Resta F, Goretti F, Pavone FS. Group ICA of wide-field calcium imaging data reveals the retrosplenial cortex as a major contributor to cortical activity during anesthesia. Front Cell Neurosci 2024; 18:1258793. [PMID: 38799987 PMCID: PMC11116703 DOI: 10.3389/fncel.2024.1258793] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/14/2023] [Accepted: 03/14/2024] [Indexed: 05/29/2024] Open
Abstract
Large-scale cortical dynamics play a crucial role in many cognitive functions such as goal-directed behaviors, motor learning and sensory processing. It is well established that brain states including wakefulness, sleep, and anesthesia modulate neuronal firing and synchronization both within and across different brain regions. However, how the brain state affects cortical activity at the mesoscale level is less understood. This work aimed to identify the cortical regions engaged in different brain states. To this end, we employed group ICA (Independent Component Analysis) to wide-field imaging recordings of cortical activity in mice during different anesthesia levels and the awake state. Thanks to this approach we identified independent components (ICs) representing elements of the cortical networks that are common across subjects under decreasing levels of anesthesia toward the awake state. We found that ICs related to the retrosplenial cortices exhibited a pronounced dependence on brain state, being most prevalent in deeper anesthesia levels and diminishing during the transition to the awake state. Analyzing the occurrence of the ICs we found that activity in deeper anesthesia states was characterized by a strong correlation between the retrosplenial components and this correlation decreases when transitioning toward wakefulness. Overall these results indicate that during deeper anesthesia states coactivation of the posterior-medial cortices is predominant over other connectivity patterns, whereas a richer repertoire of dynamics is expressed in lighter anesthesia levels and the awake state.
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Affiliation(s)
- Alessandro Scaglione
- Department of Physics and Astronomy, University of Florence, Florence, Italy
- European Laboratory for Non-Linear Spectroscopy (LENS), Florence, Italy
| | - Francesco Resta
- European Laboratory for Non-Linear Spectroscopy (LENS), Florence, Italy
- National Institute of Optics, National Research Council (INO-CNR), Sesto Fiorentino, Italy
| | - Francesco Goretti
- European Laboratory for Non-Linear Spectroscopy (LENS), Florence, Italy
| | - Francesco S. Pavone
- Department of Physics and Astronomy, University of Florence, Florence, Italy
- European Laboratory for Non-Linear Spectroscopy (LENS), Florence, Italy
- National Institute of Optics, National Research Council (INO-CNR), Sesto Fiorentino, Italy
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Sodero A, Conti E, Piccardi B, Sarti C, Palumbo V, Kennedy J, Gori AM, Giusti B, Fainardi E, Nencini P, Allegra Mascaro AL, Pavone FS, Baldereschi M. Acute ischemic STROKE - from laboratory to the Patient's BED (STROKELABED): A translational approach to reperfusion injury. Study Protocol. Transl Neurosci 2024; 15:20220344. [PMID: 39005711 PMCID: PMC11245877 DOI: 10.1515/tnsci-2022-0344] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/13/2024] [Revised: 06/19/2024] [Accepted: 06/20/2024] [Indexed: 07/16/2024] Open
Abstract
Cerebral edema (CE) and hemorrhagic transformation (HT) are frequent and unpredictable events in patients with acute ischemic stroke (AIS), even when an effective vessel recanalization has been achieved. These complications, related to blood-brain barrier (BBB) disruption, remain difficult to prevent or treat and may offset the beneficial effect of recanalization, and lead to poor outcomes. The aim of this translational study is to evaluate the association of circulating and imaging biomarkers with subsequent CE and HT in stroke patients with the dual purpose of investigating possible predictors as well as molecular dynamics underpinning those events and functional outcomes. Concurrently, the preclinical study will develop a new mouse model of middle cerebral artery (MCA) occlusion and recanalization to explore BBB alterations and their potentially harmful effects on tissue. The clinical section of the study is based on a single-center observational design enrolling consecutive patients with AIS in the anterior circulation territory, treated with recanalization therapies from October 1, 2015 to May 31, 2020. The study will employ an innovative evaluation of routine CT scans: in fact, we will assess and quantify the presence of CE and HT after stroke in CT scans at 24 h, through the quantification of anatomical distortion (AD), a measure of CE and HT. We will investigate the relationship of AD and several blood biomarkers of inflammation and extracellular matrix, with functional outcomes at 3 months. In parallel, we will employ a newly developed mouse model of stroke and recanalization, to investigate the emergence of BBB changes 24 h after the stroke onset. The close interaction between clinical and preclinical research can enhance our understanding of findings from each branch of research, enabling a deeper interpretation of the underlying mechanisms of reperfusion injury following recanalization treatment for AIS.
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Affiliation(s)
- Alessandro Sodero
- Neurofarba Department, University of Florence, Viale G. Pieraccini 6, 50139, Florence, Italy
| | - Emilia Conti
- Neuroscience Institute, National Research Council, Via G. Moruzzi 1, 56124, Pisa, Italy
- European Laboratory for Non-Linear Spectroscopy, Via Nello Carrara 1, 50019, Sesto Fiorentino, Italy
| | - Benedetta Piccardi
- Stroke Unit, Careggi University Hospital, Largo Brambilla 3, 50134, Florence, Italy
| | - Cristina Sarti
- Neurofarba Department, University of Florence, Viale G. Pieraccini 6, 50139, Florence, Italy
- Stroke Unit, Careggi University Hospital, Largo Brambilla 3, 50134, Florence, Italy
| | - Vanessa Palumbo
- Stroke Unit, Careggi University Hospital, Largo Brambilla 3, 50134, Florence, Italy
| | - James Kennedy
- Acute Multidisciplinary Imaging & Interventional Centre, John Radcliffe Hospital, Radcliffe Department of Medicine, University of Oxford, Oxford, United Kingdom
| | - Anna Maria Gori
- Atherothrombotic Diseases Center, Department of Experimental and Clinical Medicine, University of Florence - Azienda Ospedaliero Universitaria Careggi, Largo Brambilla 3, 50134, Florence, Italy
| | - Betti Giusti
- Atherothrombotic Diseases Center, Department of Experimental and Clinical Medicine, University of Florence - Azienda Ospedaliero Universitaria Careggi, Largo Brambilla 3, 50134, Florence, Italy
| | - Enrico Fainardi
- Neuroradiology Unit, Department of Experimental and Clinical Biomedical Sciences “Mario Serio,”, University of Florence, 50121 Florence, Viale Morgagni 50, 50134, Florence, Italy
| | - Patrizia Nencini
- Stroke Unit, Careggi University Hospital, Largo Brambilla 3, 50134, Florence, Italy
| | - Anna Letizia Allegra Mascaro
- Neurofarba Department, University of Florence, Viale G. Pieraccini 6, 50139, Florence, Italy
- Neuroscience Institute, National Research Council, Via G. Moruzzi 1, 56124, Pisa, Italy
- European Laboratory for Non-Linear Spectroscopy, Via Nello Carrara 1, 50019, Sesto Fiorentino, Italy
- Department of Physics and Astronomy, University of Florence, 50019, Sesto Fiorentino, Italy
| | - Francesco Saverio Pavone
- European Laboratory for Non-Linear Spectroscopy, Via Nello Carrara 1, 50019, Sesto Fiorentino, Italy
- Department of Physics and Astronomy, University of Florence, 50019, Sesto Fiorentino, Italy
- National Institute of Optics, National Research Council, 50019, Sesto Fiorentino, Italy
| | - Marzia Baldereschi
- Neuroscience Institute, National Research Council, Via Madonna del Piano 10, 50019, Sesto Fiorentino, Italy
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Conti E, Carlini N, Piccardi B, Allegra Mascaro AL, Pavone FS. Photothrombotic Middle Cerebral Artery Occlusion in Mice: A Novel Model of Ischemic Stroke. eNeuro 2023; 10:ENEURO.0244-22.2022. [PMID: 36650068 PMCID: PMC9910575 DOI: 10.1523/eneuro.0244-22.2022] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/31/2022] [Revised: 10/25/2022] [Accepted: 11/06/2022] [Indexed: 01/19/2023] Open
Abstract
Stroke is one of the main causes of death and disability worldwide. Over the past decades, several animal models of focal cerebral ischemia have been developed allowing to investigate pathophysiological mechanisms underlying stroke progression. Despite intense preclinical research efforts, the need for noninvasive mouse models of vascular occlusion targeting the middle cerebral artery yet avoiding mechanical intervention is still pressing. Here, by applying the photothrombotic stroke model to the distal branch of the middle cerebral artery, we developed a novel strategy to induce a targeted occlusion of a large blood vessel in mice. This approach induces unilateral damage encompassing most of the dorsal cortex from the motor up to the visual regions 1 week after stroke. Pronounced limb dystonia one day after the damage is partially recovered after one week. Furthermore, we observe the insurgence of blood vessel leakage and edema formation in the peri-infarct area. Finally, this model elicits a notable inflammatory response revealed as a strong increase in astrocyte density and morphologic complexity in the perilesional region of the cortex compared with both other regions of the ipsilesional and contralesional hemispheres, and in sham-operated mice. To conclude, the stroke model we developed induces in mice the light-mediated occlusion of one of the main targets of human ischemic stroke, the middle cerebral artery, free from the limitations of commonly used preclinical models.
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Affiliation(s)
- Emilia Conti
- Neuroscience Institute, National Research Council, 56124 Pisa, Italy
- European Laboratory for Non-Linear Spectroscopy, 50019 Sesto Fiorentino, Italy
- Translational Research on Stroke (TREES) Working Group, Florence, Italy
| | - Noemi Carlini
- Neuroscience Institute, National Research Council, 56124 Pisa, Italy
- European Laboratory for Non-Linear Spectroscopy, 50019 Sesto Fiorentino, Italy
| | - Benedetta Piccardi
- Neurofarba Department, University of Florence, 50139 Florence, Italy
- Translational Research on Stroke (TREES) Working Group, Florence, Italy
| | - Anna Letizia Allegra Mascaro
- Neuroscience Institute, National Research Council, 56124 Pisa, Italy
- European Laboratory for Non-Linear Spectroscopy, 50019 Sesto Fiorentino, Italy
- Translational Research on Stroke (TREES) Working Group, Florence, Italy
| | - Francesco Saverio Pavone
- European Laboratory for Non-Linear Spectroscopy, 50019 Sesto Fiorentino, Italy
- Department of Physics and Astronomy, University of Florence, 50019 Sesto Fiorentino, Italy
- National Institute of Optics, National Research Council, 50019 Sesto Fiorentino, Italy
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Latency correction in sparse neuronal spike trains. J Neurosci Methods 2022; 381:109703. [PMID: 36075286 PMCID: PMC9554712 DOI: 10.1016/j.jneumeth.2022.109703] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/11/2022] [Revised: 08/25/2022] [Accepted: 09/01/2022] [Indexed: 12/14/2022]
Abstract
BACKGROUND In neurophysiological data, latency refers to a global shift of spikes from one spike train to the next, either caused by response onset fluctuations or by finite propagation speed. Such systematic shifts in spike timing lead to a spurious decrease in synchrony which needs to be corrected. NEW METHOD We propose a new algorithm of multivariate latency correction suitable for sparse data for which the relevant information is not primarily in the rate but in the timing of each individual spike. The algorithm is designed to correct systematic delays while maintaining all other kinds of noisy disturbances. It consists of two steps, spike matching and distance minimization between the matched spikes using simulated annealing. RESULTS We show its effectiveness on simulated and real data: cortical propagation patterns recorded via calcium imaging from mice before and after stroke. Using simulations of these data we also establish criteria that can be evaluated beforehand in order to anticipate whether our algorithm is likely to yield a considerable improvement for a given dataset. COMPARISON WITH EXISTING METHOD(S) Existing methods of latency correction rely on adjusting peaks in rate profiles, an approach that is not feasible for spike trains with low firing in which the timing of individual spikes contains essential information. CONCLUSIONS For any given dataset the criterion for applicability of the algorithm can be evaluated quickly and in case of a positive outcome the latency correction can be applied easily since the source codes of the algorithm are publicly available.
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Scaglione A, Conti E, Allegra Mascaro AL, Pavone FS. Tracking the Effect of Therapy With Single-Trial Based Classification After Stroke. Front Syst Neurosci 2022; 16:840922. [PMID: 35602972 PMCID: PMC9114305 DOI: 10.3389/fnsys.2022.840922] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/21/2021] [Accepted: 03/28/2022] [Indexed: 11/24/2022] Open
Abstract
Stroke is a debilitating disease that leads, in the 50% of cases, to permanent motor or cognitive impairments. The effectiveness of therapies that promote recovery after stroke depends on indicators of the disease state that can measure the degree of recovery or predict treatment response or both. Here, we propose to use single-trial classification of task dependent neural activity to assess the disease state and track recovery after stroke. We tested this idea on calcium imaging data of the dorsal cortex of healthy, spontaneously recovered and rehabilitated mice while performing a forelimb retraction task. Results show that, at a single-trial level for the three experimental groups, neural activation during the reward pull can be detected with high accuracy with respect to the background activity in all cortical areas of the field of view and this activation is quite stable across trials and subjects of the same group. Moreover, single-trial responses during the reward pull can be used to discriminate between healthy and stroke subjects with areas closer to the injury site displaying higher discrimination capability than areas closer to this site. Finally, a classifier built to discriminate between controls and stroke at the single-trial level can be used to generate an index of the disease state, the therapeutic score, which is validated on the group of rehabilitated mice. In conclusion, task-related neural activity can be used as an indicator of disease state and track recovery without selecting a peculiar feature of the neural responses. This novel method can be used in both the development and assessment of different therapeutic strategies.
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Affiliation(s)
- Alessandro Scaglione
- Department of Physics and Astronomy, University of Florence, Florence, Italy,European Laboratory for Non-Linear Spectroscopy, University of Florence, Florence, Italy,*Correspondence: Alessandro Scaglione,
| | - Emilia Conti
- European Laboratory for Non-Linear Spectroscopy, University of Florence, Florence, Italy,Neuroscience Institute, National Research Council, Pisa, Italy
| | - Anna Letizia Allegra Mascaro
- European Laboratory for Non-Linear Spectroscopy, University of Florence, Florence, Italy,Neuroscience Institute, National Research Council, Pisa, Italy
| | - Francesco Saverio Pavone
- Department of Physics and Astronomy, University of Florence, Florence, Italy,European Laboratory for Non-Linear Spectroscopy, University of Florence, Florence, Italy,National Institute of Optics, National Research Council, Florence, Italy
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Conti E, Scaglione A, de Vito G, Calugi F, Pasquini M, Pizzorusso T, Micera S, Allegra Mascaro AL, Pavone FS. Combining Optogenetic Stimulation and Motor Training Improves Functional Recovery and Perilesional Cortical Activity. Neurorehabil Neural Repair 2021; 36:107-118. [PMID: 34761714 DOI: 10.1177/15459683211056656] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Background. An ischemic stroke is followed by the remapping of motor representation and extensive changes in cortical excitability involving both hemispheres. Although stimulation of the ipsilesional motor cortex, especially when paired with motor training, facilitates plasticity and functional restoration, the remapping of motor representation of the single and combined treatments is largely unexplored. Objective. We investigated if spatio-temporal features of motor-related cortical activity and the new motor representations are related to the rehabilitative treatment or if they can be specifically associated to functional recovery. Methods. We designed a novel rehabilitative treatment that combines neuro-plasticizing intervention with motor training. In detail, optogenetic stimulation of peri-infarct excitatory neurons expressing Channelrhodopsin 2 was associated with daily motor training on a robotic device. The effectiveness of the combined therapy was compared with spontaneous recovery and with the single treatments (ie optogenetic stimulation or motor training). Results. We found that the extension and localization of the new motor representations are specific to the treatment, where most treatments promote segregation of the motor representation to the peri-infarct region. Interestingly, only the combined therapy promotes both the recovery of forelimb functionality and the rescue of spatio-temporal features of motor-related activity. Functional recovery results from a new excitatory/inhibitory balance between hemispheres as revealed by the augmented motor response flanked by the increased expression of parvalbumin positive neurons in the peri-infarct area. Conclusions. Our findings highlight that functional recovery and restoration of motor-related neuronal activity are not necessarily coupled during post-stroke recovery. Indeed the reestablishment of cortical activation features of calcium transient is distinctive of the most effective therapeutic approach, the combined therapy.
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Affiliation(s)
- Emilia Conti
- Neuroscience Institute, 9327National Research Council, Pisa, Italy.,226476European Laboratory for Non-linear Spectroscopy University of Florence, Florence, Italy.,Department of Physics and Astronomy, 9300University of Florence, Florence, Italy
| | - Alessandro Scaglione
- 226476European Laboratory for Non-linear Spectroscopy University of Florence, Florence, Italy.,Department of Physics and Astronomy, 9300University of Florence, Florence, Italy
| | - Giuseppe de Vito
- 226476European Laboratory for Non-linear Spectroscopy University of Florence, Florence, Italy.,Department of Neuroscience, Psychology, Drug Research and Child Health, 9300University of Florence, Florence, Italy
| | - Francesco Calugi
- Neuroscience Institute, 9327National Research Council, Pisa, Italy.,Department of Neuroscience, Psychology, Drug Research and Child Health, 9300University of Florence, Florence, Italy
| | - Maria Pasquini
- The BioRobotics Institute and Department of Excellence in Robotics and AI, 19005Scuola Superiore Sant'Anna, Pisa, Italy.,Center for Neuroprosthetics and Institute of Bioengineering, 454629Bertarelli Foundation Chair in Translational NeuroEngineering, Ecole Polytechnique Federale de Lausanne (EPFL), Lausanne, Switzerland
| | - Tommaso Pizzorusso
- Neuroscience Institute, 9327National Research Council, Pisa, Italy.,Department of Neuroscience, Psychology, Drug Research and Child Health, 9300University of Florence, Florence, Italy
| | - Silvestro Micera
- The BioRobotics Institute and Department of Excellence in Robotics and AI, 19005Scuola Superiore Sant'Anna, Pisa, Italy.,Center for Neuroprosthetics and Institute of Bioengineering, 454629Bertarelli Foundation Chair in Translational NeuroEngineering, Ecole Polytechnique Federale de Lausanne (EPFL), Lausanne, Switzerland
| | - Anna Letizia Allegra Mascaro
- Neuroscience Institute, 9327National Research Council, Pisa, Italy.,226476European Laboratory for Non-linear Spectroscopy University of Florence, Florence, Italy
| | - Francesco Saverio Pavone
- 226476European Laboratory for Non-linear Spectroscopy University of Florence, Florence, Italy.,Department of Physics and Astronomy, 9300University of Florence, Florence, Italy.,National Institute of Optics, 9327National Research Council, Florence, Italy
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Voelker J, Voelker C, Engert J, Goemann N, Hagen R, Rak K. Spontaneous Calcium Oscillations through Differentiation: A Calcium Imaging Analysis of Rat Cochlear Nucleus Neural Stem Cells. Cells 2021; 10:2802. [PMID: 34685782 PMCID: PMC8534573 DOI: 10.3390/cells10102802] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/01/2021] [Revised: 09/14/2021] [Accepted: 10/14/2021] [Indexed: 11/28/2022] Open
Abstract
Causal therapies for the auditory-pathway and inner-ear diseases are still not yet available for clinical application. Regenerative medicine approaches are discussed and examined as possible therapy options. Neural stem cells could play a role in the regeneration of the auditory pathway. In recent years, neural stem and progenitor cells have been identified in the cochlear nucleus, the second nucleus of the auditory pathway. The current investigation aimed to analyze cell maturation concerning cellular calcium activity. Cochlear nuclei from PND9 CD rats were microscopically dissected and propagated as neurospheres in free-floating cultures in stem-cell medium (Neurobasal, B27, GlutaMAX, EGF, bFGF). After 30 days, the dissociation and plating of these cells took place under withdrawal of the growth factors and the addition of retinoic acid, which induces neural cell differentiation. Calcium imaging analysis with BAPTA-1/Oregon Green was carried out at different times during the differentiation phase. In addition, the influence of different voltage-dependent calcium channels was analyzed through the targeted application of inhibitors of the L-, N-, R- and T-type calcium channels. For this purpose, comparative examinations were performed on CN NSCs, and primary CN neurons. As the cells differentiated, a significant increase in spontaneous neuronal calcium activity was demonstrated. In the differentiation stage, specific frequencies of the spontaneous calcium oscillations were measured in different regions of the individual cells. Initially, the highest frequency of spontaneous calcium oscillations was ascertainable in the maturing somata. Over time, these were overtaken by calcium oscillations in the axons and dendrites. Additionally, in the area of the growth cones, an increasing activity was determined. By inhibiting voltage-dependent calcium channels, their expression and function in the differentiation process were confirmed. A comparable pattern of maturation of these channels was found in CN NSCs and primary CN neurons. The present results show that neural stem cells of the rat cochlear nucleus differentiated not only morphologically but also functionally. Spontaneous calcium activities are of great relevance in terms of neurogenesis and integration into existing neuronal structures. These functional aspects of neurogenesis within the auditory pathway could serve as future targets for the exogenous control of neuronal regeneration.
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Affiliation(s)
- Johannes Voelker
- Plastic, Aesthetic and Reconstructive Head and Neck Surgery and the Comprehensive Hearing Center, Department of Oto-Rhino-Laryngology, University of Wuerzburg Josef-Schneider-Strasse 11, D-97080 Wuerzburg, Germany; (C.V.); (J.E.); (N.G.); (R.H.); (K.R.)
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