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Functional Gait Assessment Using Manual, Semi-Automated and Deep Learning Approaches Following Standardized Models of Peripheral Nerve Injury in Mice. Biomolecules 2022; 12:biom12101355. [PMID: 36291564 PMCID: PMC9599622 DOI: 10.3390/biom12101355] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/26/2022] [Revised: 09/17/2022] [Accepted: 09/20/2022] [Indexed: 12/02/2022] Open
Abstract
Objective: To develop a standardized model of stretch−crush sciatic nerve injury in mice, and to compare outcomes of crush and novel stretch−crush injuries using standard manual gait and sensory assays, and compare them to both semi-automated as well as deep-learning gait analysis methods. Methods: Initial studies in C57/Bl6 mice were used to develop crush and stretch−crush injury models followed by histologic analysis. In total, 12 eight-week-old 129S6/SvEvTac mice were used in a six-week behavioural study. Behavioral assessments using the von Frey monofilament test and gait analysis recorded on a DigiGait platform and analyzed through both Visual Gait Lab (VGL) deep learning and standardized sciatic functional index (SFI) measurements were evaluated weekly. At the termination of the study, neurophysiological nerve conduction velocities were recorded, calf muscle weight ratios measured and histological analyses performed. Results: Histological evidence confirmed more severe histomorphological injury in the stretch−crush injured group compared to the crush-only injured group at one week post-injury. Von Frey monofilament paw withdrawal was significant for both groups at week one compared to baseline (p < 0.05), but not between groups with return to baseline at week five. SFI showed hindered gait at week one and two for both groups, compared to baseline (p < 0.0001), with return to baseline at week five. Hind stance width (HSW) showed similar trends as von Frey monofilament test as well as SFI measurements, yet hind paw angle (HPA) peaked at week two. Nerve conduction velocity (NCV), measured six weeks post-injury, at the termination of the study, did not show any significant difference between the two groups; yet, calf muscle weight measurements were significantly different between the two, with the stretch−crush group demonstrating a lower (poorer) weight ratio relative to uninjured contralateral legs (p < 0.05). Conclusion: Stretch−crush injury achieved a more reproducible and constant injury compared to crush-only injuries, with at least a Sunderland grade 3 injury (perineurial interruption) in histological samples one week post-injury in the former. However, serial behavioral outcomes were comparable between the two crush groups, with similar kinetics of recovery by von Frey testing, SFI and certain VGL parameters, the latter reported for the first time in rodent peripheral nerve injury. Semi-automated and deep learning-based approaches for gait analysis are promising, but require further validation for evaluation in murine hind-limb nerve injuries.
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Castoldi V, Rossi E, Marenna S, Comi G, Leocani L. Improving reproducibility of motor evoked potentials in mice. J Neurosci Methods 2022; 367:109444. [PMID: 34921842 DOI: 10.1016/j.jneumeth.2021.109444] [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: 12/06/2021] [Accepted: 12/13/2021] [Indexed: 11/24/2022]
Abstract
BACKGROUND In preclinical research involving murine models of neurological diseases, Motor Evoked Potentials (MEPs) can detect pathological alterations in nerve conduction throughout the cortico-spinal tract. In mice, MEPs elicited by electrical stimulation of the motor cortex can be performed with epicranial or subdermal electrodes such as implanted screws or removable needles, which are associated with invasive surgery and variability in placement of the stimulating electrodes, respectively. METHODS We compared MEPs induced by epicranial or subcutaneous stimulation with a non-invasive surface cup electrode over five recording sessions, in healthy C57BL/6 mice. Additionally, using surface stimulation, we examined the recordings obtained with intramuscular needles or surface electrodes to understand if MEP reproducibility could be improved. RESULTS Resting motor threshold (RMT), MEP latency and amplitude were comparable among the different stimulation methods. Epicranial, subcutaneous and surface stimulation techniques presented good repeatability over time, with surface stimulation showing a significantly reduced inter-session variability. Compared with intramuscular needles, MEPs recorded with surface electrode showed reduced peak-to-peak amplitude at all timepoints. RMT and MEP latency were comparable with both recording methods. On the other hand, amplitudes recorded with the surface electrode presented a significantly lower inter-session variance, resulting in improved repeatability. CONCLUSION Overall, there is evidence for highly reproducible results using different stimulating methods, with indication for reduced inter-session variability for surface stimulation. Moreover, MEP recording with surface electrode provided a decrease in amplitude variability over time, indicating improved measurement stability when considering amplitude as functional outcome in longitudinal studies.
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Affiliation(s)
- Valerio Castoldi
- Experimental Neurophysiology Unit, INSPE - Institute of Experimental Neurology, San Raffaele Scientific Institute, via Olgettina 60, 20132 Milan, Italy
| | - Elena Rossi
- Experimental Neurophysiology Unit, INSPE - Institute of Experimental Neurology, San Raffaele Scientific Institute, via Olgettina 60, 20132 Milan, Italy
| | - Silvia Marenna
- Experimental Neurophysiology Unit, INSPE - Institute of Experimental Neurology, San Raffaele Scientific Institute, via Olgettina 60, 20132 Milan, Italy
| | - Giancarlo Comi
- Vita-Salute San Raffaele University, via Olgettina 58, 20132 Milan, Italy; Casa di Cura del Policlinico, via Giuseppe Dezza, 48, 20144 Milan, Italy
| | - Letizia Leocani
- Experimental Neurophysiology Unit, INSPE - Institute of Experimental Neurology, San Raffaele Scientific Institute, via Olgettina 60, 20132 Milan, Italy; Vita-Salute San Raffaele University, via Olgettina 58, 20132 Milan, Italy.
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Zrzavy T, Leutmezer F, Kristoferitsch W, Kornek B, Schneider C, Rommer P, Berger T, Zimprich A. Exome-Sequence Analyses of Four Multi-Incident Multiple Sclerosis Families. Genes (Basel) 2020; 11:E988. [PMID: 32854198 PMCID: PMC7563748 DOI: 10.3390/genes11090988] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/19/2020] [Revised: 08/14/2020] [Accepted: 08/19/2020] [Indexed: 11/16/2022] Open
Abstract
Multiple sclerosis (MS) is an inflammatory demyelinating disease of the Central Nervous System (CNS). Currently, it is estimated that 30-40% of the phenotypic variability of MS can be explained by genetic factors. However, low susceptibility variants identified through Genome Wide Association Study (GWAS) were calculated to explain about 50% of the heritability. Whether familial high-risk variants also contribute to heritability is a subject of controversy. In the last few years, several familial variants have been nominated, but none of them have been unequivocally confirmed. One reason for this may be that genetic heterogeneity and reduced penetrance are hindering detection. Sequencing a large number of MS families is needed to answer this question. In this study, we performed whole exome sequencing in four multi-case families, of which at least three affected individuals per family were analyzed. We identified a total of 138 rare variants segregating with disease in each of the families. Although no single variant showed convincing evidence for disease causation, some genes seemed particularly interesting based on their biological function. The main aim of this study was to provide a complete list of all rare segregating variants to provide the possibility for other researchers to cross-check familial candidate genes in an unbiased manner.
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Affiliation(s)
- Tobias Zrzavy
- Department of Neurology, Medical University of Vienna, 1090 Vienna, Austria; (T.Z.); (F.L.); (B.K.); (P.R.); (T.B.)
| | - Fritz Leutmezer
- Department of Neurology, Medical University of Vienna, 1090 Vienna, Austria; (T.Z.); (F.L.); (B.K.); (P.R.); (T.B.)
| | - Wolfgang Kristoferitsch
- Karl Landsteiner Institute for Neuroimmunological and Neurodegenerative Disorders, 1090 Vienna, Austria;
| | - Barbara Kornek
- Department of Neurology, Medical University of Vienna, 1090 Vienna, Austria; (T.Z.); (F.L.); (B.K.); (P.R.); (T.B.)
| | - Christine Schneider
- Department of Neurology, University Medical Center Augsburg, 86156 Augsburg, Germany;
| | - Paulus Rommer
- Department of Neurology, Medical University of Vienna, 1090 Vienna, Austria; (T.Z.); (F.L.); (B.K.); (P.R.); (T.B.)
| | - Thomas Berger
- Department of Neurology, Medical University of Vienna, 1090 Vienna, Austria; (T.Z.); (F.L.); (B.K.); (P.R.); (T.B.)
| | - Alexander Zimprich
- Department of Neurology, Medical University of Vienna, 1090 Vienna, Austria; (T.Z.); (F.L.); (B.K.); (P.R.); (T.B.)
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Wang Y, Karstoft KI, Nievergelt CM, Maihofer AX, Stein MB, Ursano RJ, Bybjerg-Grauholm J, Bækvad-Hansen M, Hougaard DM, Andreassen OA, Werge T, Thompson WK, Andersen SB. Post-traumatic stress following military deployment: Genetic associations and cross-disorder genetic correlations. J Affect Disord 2019; 252:350-357. [PMID: 30999091 DOI: 10.1016/j.jad.2019.04.070] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/24/2018] [Revised: 02/22/2019] [Accepted: 04/08/2019] [Indexed: 10/27/2022]
Abstract
BACKGROUND Post-traumatic stress disorder (PTSD) is a complex psychiatric disorder that occurs with relatively high frequency after deployment to warzones (∼10%). While twin studies have estimated the heritability to be up to 40%, thus indicating a considerable genetic component in the etiology, the biological mechanisms underlying risk and development of PTSD remain unknown. METHODS Here, we conduct a genome-wide association study (GWAS; N = 2,481) to identify genome regions that associate with PTSD in a highly homogenous, trauma-exposed sample of Danish soldiers deployed to war and conflict zones. We perform integrated analyses of our results with gene-expression and chromatin-contact datasets to prioritized genes. We also leverage on other large GWAS (N>300,000) to investigate genetic correlations between PTSD and other psychiatric disorders and traits. RESULTS We discover, but do not replicate, one region, 4q31, close to the IL15 gene, which is genome-wide significantly associated with PTSD. We demonstrate that gene-set enrichment, polygenic risk score and genetic correlation analyses show consistent and significant genetic correlations between PTSD and depression, insomnia and schizophrenia. LIMITATIONS The limited sample size, the lack of replication, and the PTSD case definition by questionnaire are limitations to the study. CONCLUSIONS Our results suggest that genetic perturbations of inflammatory response may contribute to the risk of PTSD. In addition, shared genetic components contribute to observed correlations between PTSD and depression, insomnia and schizophrenia.
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Affiliation(s)
- Yunpeng Wang
- The Lundbeck Foundation Initiative for Integrative Psychiatric Research, iPSYCH, Denmark; Institute of Biological Psychiatry, Mental Health Center St. Hans, Mental Health Services Copenhagen, Boserupvej 2, DK-4000 Roskilde, Denmark; Norwegian Centre for Mental Disorders Research (NORMENT), Institute of Clinical Medicine, University of Oslo, Kirkeveien 166, 0450 Oslo, Norway; Department of Psychology, University of Oslo, Harald Schelderups Hus Forskningsveien 3A 0373 Oslo
| | - Karen-Inge Karstoft
- Research and Knowledge Center, The Danish Veteran Center, Garnisonen 1, 4100 Ringsted, Denmark; Department of Psychology, University of Copenhagen, Øster Farimagsgade 2A, 1353 Copenhagen, Denmark.
| | - Caroline M Nievergelt
- VA Center of Excellence for Stress and Mental Health, VA San Diego Healthcare System, La Jolla Village Drive 3350, 92161 La Jolla, CA, USA; Department of Psychiatry, School of Medicine, University of California San Diego, Gilman Drive 9500, 92093 La Jolla, CA, USA
| | - Adam X Maihofer
- VA Center of Excellence for Stress and Mental Health, VA San Diego Healthcare System, La Jolla Village Drive 3350, 92161 La Jolla, CA, USA; Department of Psychiatry, School of Medicine, University of California San Diego, Gilman Drive 9500, 92093 La Jolla, CA, USA
| | - Murray B Stein
- Department of Psychiatry, School of Medicine, University of California San Diego, Gilman Drive 9500, 92093 La Jolla, CA, USA; Department of Family Medicine and Public Health, University of California San Diego, Gilman Drive 9500, 92093 La Jolla, CA, USA
| | - Robert J Ursano
- Department of Psychiatry, Uniformed Services University of the Health Sciences, Jones Bridge Road 4301, 20814 Bethesda, MD, USA
| | - Jonas Bybjerg-Grauholm
- The Lundbeck Foundation Initiative for Integrative Psychiatric Research, iPSYCH, Denmark; Danish Centre for Neonatal Screening, Department of Congenital Diseases, Statens Serum Institute, Artillerivej 5, DK-2300 Copenhagen, Denmark
| | - Marie Bækvad-Hansen
- The Lundbeck Foundation Initiative for Integrative Psychiatric Research, iPSYCH, Denmark; Danish Centre for Neonatal Screening, Department of Congenital Diseases, Statens Serum Institute, Artillerivej 5, DK-2300 Copenhagen, Denmark
| | - David M Hougaard
- The Lundbeck Foundation Initiative for Integrative Psychiatric Research, iPSYCH, Denmark; Danish Centre for Neonatal Screening, Department of Congenital Diseases, Statens Serum Institute, Artillerivej 5, DK-2300 Copenhagen, Denmark
| | - Ole A Andreassen
- Norwegian Centre for Mental Disorders Research (NORMENT), Institute of Clinical Medicine, University of Oslo, Kirkeveien 166, 0450 Oslo, Norway
| | - Thomas Werge
- The Lundbeck Foundation Initiative for Integrative Psychiatric Research, iPSYCH, Denmark; Institute of Biological Psychiatry, Mental Health Center St. Hans, Mental Health Services Copenhagen, Boserupvej 2, DK-4000 Roskilde, Denmark; Department of Clinical Medicine, University of Copenhagen, Blegdamsvej 9, DK-2100 Copenhagen, Denmark
| | - Wesley K Thompson
- The Lundbeck Foundation Initiative for Integrative Psychiatric Research, iPSYCH, Denmark; Institute of Biological Psychiatry, Mental Health Center St. Hans, Mental Health Services Copenhagen, Boserupvej 2, DK-4000 Roskilde, Denmark; Norwegian Centre for Mental Disorders Research (NORMENT), Institute of Clinical Medicine, University of Oslo, Kirkeveien 166, 0450 Oslo, Norway; Division of Biostatistics, Department of Family Medicine and Public Health, University of California, San Diego
| | - Søren B Andersen
- Research and Knowledge Center, The Danish Veteran Center, Garnisonen 1, 4100 Ringsted, Denmark
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Sankowski R, Mader S, Valdés-Ferrer SI. Systemic inflammation and the brain: novel roles of genetic, molecular, and environmental cues as drivers of neurodegeneration. Front Cell Neurosci 2015; 9:28. [PMID: 25698933 PMCID: PMC4313590 DOI: 10.3389/fncel.2015.00028] [Citation(s) in RCA: 235] [Impact Index Per Article: 23.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/29/2014] [Accepted: 01/15/2015] [Indexed: 12/20/2022] Open
Abstract
The nervous and immune systems have evolved in parallel from the early bilaterians, in which innate immunity and a central nervous system (CNS) coexisted for the first time, to jawed vertebrates and the appearance of adaptive immunity. The CNS feeds from, and integrates efferent signals in response to, somatic and autonomic sensory information. The CNS receives input also from the periphery about inflammation and infection. Cytokines, chemokines, and damage-associated soluble mediators of systemic inflammation can also gain access to the CNS via blood flow. In response to systemic inflammation, those soluble mediators can access directly through the circumventricular organs, as well as open the blood–brain barrier. The resulting translocation of inflammatory mediators can interfere with neuronal and glial well-being, leading to a break of balance in brain homeostasis. This in turn results in cognitive and behavioral manifestations commonly present during acute infections – including anorexia, malaise, depression, and decreased physical activity – collectively known as the sickness behavior (SB). While SB manifestations are transient and self-limited, under states of persistent systemic inflammatory response the cognitive and behavioral changes can become permanent. For example, cognitive decline is almost universal in sepsis survivors, and a common finding in patients with systemic lupus erythematosus. Here, we review recent genetic evidence suggesting an association between neurodegenerative disorders and persistent immune activation; clinical and experimental evidence indicating previously unidentified immune-mediated pathways of neurodegeneration; and novel immunomodulatory targets and their potential relevance for neurodegenerative disorders.
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Affiliation(s)
- Roman Sankowski
- Elmezzi Graduate School of Molecular Medicine , Manhasset, NY , USA ; Feinstein Institute for Medical Research , Manhasset, NY , USA
| | - Simone Mader
- Feinstein Institute for Medical Research , Manhasset, NY , USA
| | - Sergio Iván Valdés-Ferrer
- Elmezzi Graduate School of Molecular Medicine , Manhasset, NY , USA ; Feinstein Institute for Medical Research , Manhasset, NY , USA ; Department of Neurology, Instituto Nacional de Ciencias Médicas y Nutrición Salvador Zubirán , México City , Mexico
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