Between neurons and networks: investigating mesoscale brain connectivity in neurological and psychiatric disorders

被引:6
作者
Silveira, Ana Clara Caznok [1 ,2 ]
Antunes, Andre Saraiva Leao Marcelo [1 ]
Athie, Maria Carolina Pedro [1 ]
da Silva, Barbara Filomena [1 ]
dos Santos, Joao Victor Ribeiro [1 ]
Canateli, Camila [1 ]
Fontoura, Marina Alves [1 ]
Pinto, Allan [3 ]
Pimentel-Silva, Luciana Ramalho [4 ]
Avansini, Simoni Helena [1 ]
de Carvalho, Murilo [1 ,3 ]
机构
[1] Brazilian Ctr Res Energy & Mat, Natl Lab Biosci, Campinas, Brazil
[2] Univ Estadual Campinas, Sch Elect & Comp Engn, Campinas, Brazil
[3] Brazilian Ctr Res Energy & Mat, Brazilian Synchrotron Light Lab, Campinas, Brazil
[4] Univ Estadual Campinas, Sch Med Sci, Neurol Dept, Neuroimaging Lab, Campinas, Brazil
基金
巴西圣保罗研究基金会;
关键词
connectivity; mesoscale; NeuroImage; schizophrenia; epilepsy; computer vision; segmentation; deep learning; DENDRITIC SPINE PATHOLOGY; POSITRON-EMISSION-TOMOGRAPHY; DENTATE GRANULE CELLS; FUNCTIONAL CONNECTIVITY; NEURAL CIRCUITS; IN-VIVO; ARTIFICIAL-INTELLIGENCE; MORPHOLOGICAL ANALYSIS; MATTER ABNORMALITIES; NODULAR HETEROTOPIA;
D O I
10.3389/fnins.2024.1340345
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
The study of brain connectivity has been a cornerstone in understanding the complexities of neurological and psychiatric disorders. It has provided invaluable insights into the functional architecture of the brain and how it is perturbed in disorders. However, a persistent challenge has been achieving the proper spatial resolution, and developing computational algorithms to address biological questions at the multi-cellular level, a scale often referred to as the mesoscale. Historically, neuroimaging studies of brain connectivity have predominantly focused on the macroscale, providing insights into inter-regional brain connections but often falling short of resolving the intricacies of neural circuitry at the cellular or mesoscale level. This limitation has hindered our ability to fully comprehend the underlying mechanisms of neurological and psychiatric disorders and to develop targeted interventions. In light of this issue, our review manuscript seeks to bridge this critical gap by delving into the domain of mesoscale neuroimaging. We aim to provide a comprehensive overview of conditions affected by aberrant neural connections, image acquisition techniques, feature extraction, and data analysis methods that are specifically tailored to the mesoscale. We further delineate the potential of brain connectivity research to elucidate complex biological questions, with a particular focus on schizophrenia and epilepsy. This review encompasses topics such as dendritic spine quantification, single neuron morphology, and brain region connectivity. We aim to showcase the applicability and significance of mesoscale neuroimaging techniques in the field of neuroscience, highlighting their potential for gaining insights into the complexities of neurological and psychiatric disorders.
引用
收藏
页数:27
相关论文
共 283 条
  • [1] Basic Mechanisms of Epileptogenesis in Pediatric Cortical Dysplasia
    Abdijadid, Sara
    Mathern, Gary W.
    Levine, Michael S.
    Cepeda, Carlos
    [J]. CNS NEUROSCIENCE & THERAPEUTICS, 2015, 21 (02) : 92 - 103
  • [2] acm, About us, DOI [10.5555/3454287.3454297, DOI 10.5555/3454287.3454297]
  • [3] The role of periventricular nodular heterotopia in epileptogenesis
    Aghakhani, Y
    Kinay, D
    Gotman, J
    Soualmi, L
    Andermann, F
    Olivier, A
    Dubeau, F
    [J]. BRAIN, 2005, 128 : 641 - 651
  • [4] Diffusion tensor imaging of the brain
    Alexander, Andrew L.
    Lee, Jee Eun
    Lazar, Mariana
    Field, Aaron S.
    [J]. NEUROTHERAPEUTICS, 2007, 4 (03) : 316 - 329
  • [5] Synchrotron X-ray Fluorescence and FTIR Signatures for Amyloid Fibrillary and Nonfibrillary Plaques
    Alvarez-Marimon, Elena
    Castillo-Michel, Hiram
    Reyes-Herrera, Juan
    Seira, Jofre
    Aso, Ester
    Carmona, Margarita
    Ferrer, Isidre
    Cladera, Josep
    Benseny-Cases, Nuria
    [J]. ACS CHEMICAL NEUROSCIENCE, 2021, 12 (11): : 1961 - 1971
  • [6] Cortical and subcortical gray matter abnormalities in schizophrenia determined through structural magnetic resonance imaging with optimized volumetric voxel-based morphometry
    Ananth, H
    Popescu, I
    Critchley, HD
    Good, CD
    Frackowiak, RSJ
    Dolan, RJ
    [J]. AMERICAN JOURNAL OF PSYCHIATRY, 2002, 159 (09) : 1497 - 1505
  • [7] [Anonymous], 2011, Encyclopedia of machine learning, DOI DOI 10.1007/978-0-387-30164-8_425
  • [8] Association of Thalamic Dysconnectivity and Conversion to Psychosis in Youth and Young Adults at Elevated Clinical Risk
    Anticevic, Alan
    Haut, Kristen
    Murray, John D.
    Repovs, Grega
    Yang, Genevieve J.
    Diehl, Caroline
    McEwen, Sarah C.
    Bearden, Carrie E.
    Addington, Jean
    Goodyear, Bradley
    Cadenhead, Kristin S.
    Mirzakhanian, Heline
    Cornblatt, Barbara A.
    Olvet, Doreen
    Mathalon, Daniel H.
    McGlashan, Thomas H.
    Perkins, Diana O.
    Belger, Aysenil
    Seidman, Larry J.
    Tsuang, Ming T.
    van Erp, Theo G. M.
    Walker, Elaine F.
    Hamann, Stephan
    Woods, Scott W.
    Qiu, Maolin
    Cannon, Tyrone D.
    [J]. JAMA PSYCHIATRY, 2015, 72 (09) : 882 - 891
  • [9] Characterizing Thalamo-Cortical Disturbances in Schizophrenia and Bipolar Illness
    Anticevic, Alan
    Cole, Michael W.
    Repovs, Grega
    Murray, John D.
    Brumbaugh, Margaret S.
    Winkler, Anderson M.
    Savic, Aleksandar
    Krystal, John H.
    Pearlson, Godfrey D.
    Glahn, David C.
    [J]. CEREBRAL CORTEX, 2014, 24 (12) : 3116 - 3130
  • [10] Ultrastructure of dendritic spines: correlation between synaptic and spine morphologies
    Arellano, Jon I.
    Benavides-Piccione, Ruth
    DeFelipe, Javier
    Yuste, Rafael
    [J]. FRONTIERS IN NEUROSCIENCE, 2007, 1 (01): : 131 - 143