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White BR, Chan C, Vandekar S, Shinohara RT. Statistical approaches to temporal and spatial autocorrelation in resting-state functional connectivity in mice measured with optical intrinsic signal imaging. NEUROPHOTONICS 2022; 9:041405. [PMID: 35295407 PMCID: PMC8920489 DOI: 10.1117/1.nph.9.4.041405] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/01/2021] [Accepted: 01/11/2022] [Indexed: 05/11/2023]
Abstract
Significance: Resting-state functional connectivity imaging in mice with optical intrinsic signal (OIS) imaging could provide a powerful translational tool for developing imaging biomarkers in preclinical disease models. However, statistical interpretation of correlation coefficients is hampered by autocorrelations in the data. Aim: We sought to better understand temporal and spatial autocorrelations in optical resting-state data. We then adapted statistical methods from functional magnetic resonance imaging to improve statistical inference. Approach: Resting-state data were obtained from mice using a custom-built OSI system. The autocorrelation time was calculated at each pixel, and z scores for correlation coefficients were calculated using Fisher transforms and variance derived from either Bartlett's method or xDF. The significance of each correlation coefficient was determined through control of the false discovery rate (FDR). Results: Autocorrelation was generally even across the cortex and parcellation reduced variance. Correcting variance with Bartlett's method resulted in a uniform reduction in z scores, with xDF preserving high z scores for highly correlated data. Control of the FDR resulted in reasonable thresholding of the correlation coefficient matrices. The use of Bartlett's method compared with xDF results in more conservative thresholding and fewer false positives under null hypothesis conditions. Conclusions: We developed streamlined methods for control of autocorrelation in OIS functional connectivity data in mice, and Bartlett's method is a reasonable compromise and simplification that allows for accurate autocorrelation correction. These results improve the rigor and reproducibility of functional neuroimaging in mice.
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Affiliation(s)
- Brian R. White
- University of Pennsylvania, Children’s Hospital of Philadelphia, Perelman School of Medicine, Division of Cardiology, Department of Pediatrics, Philadelphia, Pennsylvania, United States
| | - Claudia Chan
- University of Pennsylvania, Children’s Hospital of Philadelphia, Perelman School of Medicine, Division of Cardiology, Department of Pediatrics, Philadelphia, Pennsylvania, United States
| | - Simon Vandekar
- Vanderbilt University, Department of Biostatistics, Nashville, Tennessee, United States
| | - Russell T. Shinohara
- University of Pennsylvania, Perelman School of Medicine, Department of Biostatistics, Epidemiology, and Informatics, Philadelphia, Pennsylvania, United States
- University of Pennsylvania, Center for Biomedical Image Computing and Analysis, Department of Radiology, Philadelphia, Pennsylvania, United States
- University of Pennsylvania, Penn Statistics in Imaging and Visualization Endeavor, Department of Biostatistics, Epidemiology, and Informatics, Philadelphia, Pennsylvania, United States
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Pierre WC, Zhang E, Londono I, De Leener B, Lesage F, Lodygensky GA. Non-invasive in vivo MRI detects long-term microstructural brain alterations related to learning and memory impairments in a model of inflammation-induced white matter injury. Behav Brain Res 2022; 428:113884. [DOI: 10.1016/j.bbr.2022.113884] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/04/2021] [Revised: 03/18/2022] [Accepted: 04/03/2022] [Indexed: 11/28/2022]
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Bach AM, Xie W, Piazzoli L, Jensen SKG, Afreen S, Haque R, Petri WA, Nelson CA. Systemic inflammation during the first year of life is associated with brain functional connectivity and future cognitive outcomes. Dev Cogn Neurosci 2022; 53:101041. [PMID: 34973509 PMCID: PMC8728426 DOI: 10.1016/j.dcn.2021.101041] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/27/2021] [Revised: 10/09/2021] [Accepted: 11/27/2021] [Indexed: 01/01/2023] Open
Abstract
The first years of life are a sensitive period of rapid neural and immune system development vulnerable to the impact of adverse experiences. Several studies support inflammation as a consequence of various adversities and an exposure negatively associated with developmental outcomes. The mechanism by which systemic inflammation may affect brain development and later cognitive outcomes remains unclear. In this longitudinal cohort study, we examine the associations between recurrent systemic inflammation, defined as C-reactive protein elevation on ≥ 2 of 4 measurements across the first year of life, electroencephalography (EEG) functional connectivity (FC) at 36 months, and composite cognitive outcomes at 3, 4, and 5 years among 122 children living in a limited-resource setting in Dhaka, Bangladesh. Recurrent systemic inflammation during the first year of life is significantly negatively associated with cognitive outcomes at 3, 4, and 5 years, after accounting for stunting and family care indicators (a measure of stimulation in the home environment). Recurrent systemic inflammation is significantly positively associated with parietal-occipital FC in the Beta band at 36 months, which in turn is significantly negatively associated with composite cognitive scores at 3 and 4 years. However, FC does not mediate the relationship between recurrent systemic inflammation and cognitive outcomes.
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Affiliation(s)
- Ashley M Bach
- Labs of Cognitive Neuroscience, Division of Developmental Medicine, Boston Children's Hospital, USA; Harvard T.H. Chan School of Public Health, USA
| | - Wanze Xie
- School of Psychological and Cognitive Sciences, Peking University, China; PKU-IDG/McGovern Institute for Brain Research, Peking University, China; Beijing Key Laboratory of Behavior and Mental Health, Peking University, China
| | - Laura Piazzoli
- Labs of Cognitive Neuroscience, Division of Developmental Medicine, Boston Children's Hospital, USA; Harvard Medical School, USA
| | | | - Sajia Afreen
- International Centre for Diarrhoeal Disease Research, Bangladesh
| | - Rashidul Haque
- International Centre for Diarrhoeal Disease Research, Bangladesh
| | - William A Petri
- Division of Infectious Diseases, University of Virginia School of Medicine, USA
| | - Charles A Nelson
- Labs of Cognitive Neuroscience, Division of Developmental Medicine, Boston Children's Hospital, USA; Harvard Medical School, USA; Harvard Graduate School of Education, USA.
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Pierre WC, Legault L, Londono I, McGraw S, Lodygensky GA. Alteration of the brain methylation landscape following postnatal inflammatory injury in rat pups. FASEB J 2020; 34:432-445. [PMID: 31914673 PMCID: PMC6972494 DOI: 10.1096/fj.201901461r] [Citation(s) in RCA: 17] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/13/2019] [Revised: 09/26/2019] [Accepted: 10/08/2019] [Indexed: 12/18/2022]
Abstract
Preterm infants are vulnerable to inflammation-induced white matter injury (WMI), which is associated with neurocognitive impairment and increased risk of neuropsychiatric diseases in adulthood. Epigenetic mechanisms, particularly DNA methylation, play a role in normal development and modulate the response to pathological challenges. Our aims were to determine how WMI triggered DNA methylation alterations in brains of neonatal rats and if such changes persisted over time. We used a robust model of WMI by injecting lipopolysaccharide (LPS) or sterile saline in the corpus callosum of 3-day-old (P3) rat pups. Brains were collected 24 hours (P4) and 21 days post-injection (P24). We extracted genomic DNA from the brain to establish genome-wide quantitative DNA methylation profiles using reduced representation bisulfite sequencing. Neonatal LPS exposure induced a persistent increased methylation of genes related to nervous system development and a reduced methylation of genes associated with inflammatory pathways. These findings suggest that early-life neuroinflammatory exposure impacts the cerebral methylation landscape with determining widespread epigenetic modifications especially in genes related to neurodevelopment.
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Affiliation(s)
- Wyston C. Pierre
- Department of PediatricsUniversité de MontréalResearch Center of the CHU Sainte‐JustineMontréalQCCanada
| | - Lisa‐Marie Legault
- Department of Biochemistry and Molecular MedicineUniversité de MontréalResearch Center of the CHU Sainte‐JustineMontréalQCCanada
| | - Irene Londono
- Department of PediatricsUniversité de MontréalResearch Center of the CHU Sainte‐JustineMontréalQCCanada
| | - Serge McGraw
- Department of Biochemistry and Molecular MedicineUniversité de MontréalResearch Center of the CHU Sainte‐JustineMontréalQCCanada
- Department of Obstetrics & GynecologyUniversité de MontréalResearch Center of the CHU Sainte‐JustineMontréalQCCanada
| | - Gregory A. Lodygensky
- Department of PediatricsUniversité de MontréalResearch Center of the CHU Sainte‐JustineMontréalQCCanada
- Department of Pharmacology and PhysiologyUniversité de MontréalMontréalQCCanada
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Chen J, Yan Y, Yuan F, Cao J, Li S, Eickhoff SB, Zhang J. Brain grey matter volume reduction and anxiety-like behavior in lipopolysaccharide-induced chronic pulmonary inflammation rats: A structural MRI study with histological validation. Brain Behav Immun 2019; 76:182-197. [PMID: 30472482 DOI: 10.1016/j.bbi.2018.11.020] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/28/2018] [Revised: 10/01/2018] [Accepted: 11/21/2018] [Indexed: 12/26/2022] Open
Abstract
While there have been multiple fMRI studies into the brain functional changes after acutely stimulated peripheral infection, knowledge for the effect of chronic peripheral infection on whole brain morphology is still quite limited. The present study was designed to investigate the brain structural and emotional changes after peripheral local infection initiated chronic systemic inflammation and the relationship between circulating inflammatory markers and brain grey matter. Specifically, in-vivo T2-weighted MRI was performed on rats with lipopolysaccharide (LPS)-induced chronic pulmonary inflammation (CPI) and those without. Grey matter volume was quantified using diffeomorphic anatomical registration through exponentiated lie (DARTEL) enhanced voxel-based morphometry followed by between-group comparison. Open field experiment was conducted to test the potential anxiety-like behaviors after CPI, along with the ELISA estimated inflammatory markers were correlated to grey matter volume. Guided by image findings, we undertook a focused histological investigation with immunefluorescence and Nissl staining. A widespread decrease of grey matter volume in CPI-model rats was revealed. 8 of the 12 measured inflammatory markers presented differential neuroanatomical correlation patterns with three of the pro-inflammatory cytokines (IL-1β, IL-6 and TNF-α) and CRP being the most notable. Lower grey matter volumes in some of the inflammatory markers related regions (amygdala, CA2 and cingulate cortex) were associated with more-severe anxiety-like behaviors. Furthermore, grey matter volumes in amygdala and CA3 were correlated negatively with the expressions of glial proteins (S100β and Nogo-A), while the grey matter volume in hypo-thalamus was changing positively with neural cell area. Overall, the neuroanatomical association patterns and the histopathology underpinning the MRI observations we demonstrated here would probably serve as one explanation for the cerebral and emotional deficits presented in the patients with CPI, which would furthermore yield new insights into the adverse effects the many other systemic inflammation and inflammatory autoimmune diseases would pose on brain morphology.
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Affiliation(s)
- Ji Chen
- Institute of Brain Diseases and Cognition, Medical College of Xiamen University, Xiamen, China; Institute of Neuroscience and Medicine, Brain and Behaviour (INM-7), Research Centre Jülich, Jülich, Germany; Institute of Systems Neuroscience, Medical Faculty, Heinrich Heine University Düsseldorf, Düsseldorf, Germany.
| | - Ya Yan
- Institute of Brain Diseases and Cognition, Medical College of Xiamen University, Xiamen, China
| | - Fengjuan Yuan
- Institute of Brain Diseases and Cognition, Medical College of Xiamen University, Xiamen, China
| | - Jianbo Cao
- State Key Laboratory of Molecular Vaccinology and Molecular Diagnostics Center for Molecular Imaging and Translational Medicine, School of Public Health, Xiamen University, Xiamen, China; Medical College of Xiamen University, Xiamen, China; Department of Radiology, University of Pennsylvania, Philadelphia, PA, USA
| | - Shanhua Li
- Institute of Brain Diseases and Cognition, Medical College of Xiamen University, Xiamen, China
| | - Simon B Eickhoff
- Institute of Neuroscience and Medicine, Brain and Behaviour (INM-7), Research Centre Jülich, Jülich, Germany; Institute of Systems Neuroscience, Medical Faculty, Heinrich Heine University Düsseldorf, Düsseldorf, Germany
| | - Jiaxing Zhang
- Institute of Brain Diseases and Cognition, Medical College of Xiamen University, Xiamen, China.
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Enguix V, Ding Y, Lodygensky GA. Recent advances in preclinical and clinical multimodal MR in the newborn brain. JOURNAL OF MAGNETIC RESONANCE (SAN DIEGO, CALIF. : 1997) 2018; 292:149-154. [PMID: 29731237 DOI: 10.1016/j.jmr.2018.04.017] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/29/2018] [Revised: 04/24/2018] [Accepted: 04/28/2018] [Indexed: 05/20/2023]
Abstract
Aside from injury identification, MRI of the newborn brain has given us insight into cortical and white matter development, identified windows of vulnerabilities, enabled the introduction of therapeutic hypothermia which has become the standard of care in neonatal asphyxia, and is fostering leapfrogging discoveries in the field of neuro-genetics. This article reviews the main advances in recent years in newborn brain imaging both in preclinical and clinical research.
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Affiliation(s)
- Vicente Enguix
- Department of Pediatrics, University of Montréal, Research Center, CHU Sainte-Justine, Montréal, Québec, Canada
| | - Yang Ding
- Department of Pediatrics, University of Montréal, Research Center, CHU Sainte-Justine, Montréal, Québec, Canada
| | - Gregory A Lodygensky
- Department of Pediatrics, University of Montréal, Research Center, CHU Sainte-Justine, Montréal, Québec, Canada; Department of Pharmacology and Physiology, Université de Montréal, Montréal, Québec, Canada.
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