Clinical applications of magnetic resonance imaging based functional and structural connectivity

被引:37
作者
Wu, Chengyuan [1 ,2 ]
Ferreira, Francisca [3 ,4 ]
Fox, Michael [5 ,6 ,7 ,8 ]
Harel, Noam [9 ]
Hattangadi-Gluth, Jona [10 ]
Horn, Andreas [11 ]
Jbabdi, Saad [12 ]
Kahan, Joshua [13 ]
Oswal, Ashwini [14 ]
Sheth, Sameer A. [15 ]
Tie, Yanmei [5 ,6 ,7 ,8 ,16 ]
Vakharia, Vejay [3 ]
Zrinzo, Ludvic [3 ,4 ]
Akram, Harith [3 ,4 ]
机构
[1] Thomas Jefferson Univ, Vickie & Jack Farber Inst Neurosci, Dept Neurol Surg, 909 Walnut St,Third Floor, Philadelphia, PA 19107 USA
[2] Thomas Jefferson Univ, Jefferson Integrated Magnet Resonance Imaging Ctr, Dept Radiol, 909 Walnut St,First Floor, Philadelphia, PA 19107 USA
[3] Natl Hosp Neurol & Neurosurg, Victor Horsley Dept Neurosurg, 33 Queen Sq, London WC1N 3BG, England
[4] UCL Queen Sq Inst Neurol, Unit Funct Neurosurg, 33 Queen Sq, London WC1N 3BG, England
[5] Harvard Med Sch, Ctr Brain Circuit Therapeut, Brigham & Womens Hosp, Dept Neurol, 60 Fenwood Rd, Boston, MA 02115 USA
[6] Harvard Med Sch, Ctr Brain Circuit Therapeut, Brigham & Womens Hosp, Dept Psychiat, 60 Fenwood Rd, Boston, MA 02115 USA
[7] Harvard Med Sch, Ctr Brain Circuit Therapeut, Brigham & Womens Hosp, Dept Radiol, 60 Fenwood Rd, Boston, MA 02115 USA
[8] Harvard Med Sch, Ctr Brain Circuit Therapeut, Brigham & Womens Hosp, Dept Neurosurg, 60 Fenwood Rd, Boston, MA 02115 USA
[9] Univ Minnesota, Ctr Magnet Resonance Res, 2021 Sixth St SE, Minneapolis, MN 55455 USA
[10] Univ Calif San Diego, Ctr Precis Radiat Med, Dept Radiat Med & Appl Sci, 3855 Hlth Sci Dr, La Jolla, CA 92037 USA
[11] Charit Univ Med Berlin, Neurol Dept, Movement Disorders & Neuromodulat Sect, Charitepl 1, D-10117 Berlin, Germany
[12] Univ Oxford, John Radcliffe Hosp, Wellcome Ctr Integrat Neuroimaging, Ctr Funct MRI Brain,Nuffield Dept Clin Neurosci, Oxford OX3 9DU, England
[13] Weill Cornell Med, Dept Neurol, 525 East 68th St, New York, NY 10065 USA
[14] Univ Oxford, MRC, Brain Network Dynam Unit, Mansfield Rd, Oxford OX1 3TH, England
[15] Baylor Coll Med, Dept Neurosurg, 7200 Cambridge,Ninth Floor, Houston, TX 77030 USA
[16] Harvard Med Sch, Brigham & Womens Hosp, Dept Neurosurg, 60 Fenwood Rd, Boston, MA 02115 USA
基金
美国国家卫生研究院;
关键词
Connectome; Connectomics; Structural connectivity; Tractography; Functional connectivity; Clinical applications; DEEP BRAIN-STIMULATION; TEST-RETEST RELIABILITY; POSTERIOR SUBTHALAMIC AREA; WHITE-MATTER DAMAGE; DIFFUSION TENSOR TRACTOGRAPHY; VISUAL-FIELD DEFICITS; PARKINSONS-DISEASE; GLOBAL SIGNAL; THALAMIC SEGMENTATION; DISTORTION CORRECTION;
D O I
10.1016/j.neuroimage.2021.118649
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
Advances in computational neuroimaging techniques have expanded the armamentarium of imaging tools available for clinical applications in clinical neuroscience. Non-invasive, in vivo brain MRI structural and functional network mapping has been used to identify therapeutic targets, define eloquent brain regions to preserve, and gain insight into pathological processes and treatments as well as prognostic biomarkers. These tools have the real potential to inform patient-specific treatment strategies. Nevertheless, a realistic appraisal of clinical utility is needed that balances the growing excitement and interest in the field with important limitations associated with these techniques. Quality of the raw data, minutiae of the processing methodology, and the statistical models applied can all impact on the results and their interpretation. A lack of standardization in data acquisition and processing has also resulted in issues with reproducibility. This limitation has had a direct impact on the reliability of these tools and ultimately, confidence in their clinical use. Advances in MRI technology and computational power as well as automation and standardization of processing methods, including machine learning approaches, may help address some of these issues and make these tools more reliable in clinical use. In this review, we will highlight the current clinical uses of MRI connectomics in the diagnosis and treatment of neurological disorders; balancing emerging applications and technologies with limitations of connectivity analytic approaches to present an encompassing and appropriate perspective.
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页数:23
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共 383 条
[1]   An Assessment of Current Brain Targets for Deep Brain Stimulation Surgery With Susceptibility-Weighted Imaging at 7 Tesla [J].
Abosch, Aviva ;
Yacoub, Essa ;
Ugurbil, Kamil ;
Harel, Noam .
NEUROSURGERY, 2010, 67 (06) :1745-1756
[2]   Beyond eloquence and onto centrality: a new paradigm in planning supratentorial neurosurgery [J].
Ahsan, Syed Ali ;
Chendeb, Kassem ;
Briggs, Robert G. ;
Fletcher, Luke R. ;
Jones, Ryan G. ;
Chakraborty, Arpan R. ;
Nix, Cameron E. ;
Jacobs, Christina C. ;
Lack, Alison M. ;
Griffin, Daniel T. ;
Teo, Charles ;
Sughrue, Michael Edward .
JOURNAL OF NEURO-ONCOLOGY, 2020, 146 (02) :229-238
[3]   Connectivity derived thalamic segmentation: Separating myth from reality [J].
Akram, Harith ;
Hariz, Marwan ;
Zrinzo, Ludvic .
NEUROIMAGE-CLINICAL, 2019, 22
[4]   Connectivity derived thalamic segmentation in deep brain stimulation for tremor [J].
Akram, Harith ;
Dayal, Viswas ;
Mahlknecht, Philipp ;
Georgiev, Dejan ;
Hyam, Jonathan ;
Foltynie, Thomas ;
Limousin, Patricia ;
De Vita, Enrico ;
Jahanshahi, Marjan ;
Ashburner, John ;
Behrens, Tim ;
Hariz, Marwan ;
Zrinzo, Ludvic .
NEUROIMAGE-CLINICAL, 2018, 18 :130-142
[5]   Optimal deep brain stimulation site and target connectivity for chronic cluster headache [J].
Akram, Harith ;
Miller, Sarah ;
Lagrata, Susie ;
Hariz, Marwan ;
Ashburner, John ;
Behrens, Tim ;
Matharu, Manjit ;
Zrinzo, Ludvic .
NEUROLOGY, 2017, 89 (20) :2083-2091
[6]   Connectivity profile of thalamic deep brain stimulation to effectively treat essential tremor [J].
Al-Fatly, Bassam ;
Ewert, Siobhan ;
Kuebler, Dorothee ;
Kroneberg, Daniel ;
Horn, Andreas ;
Kuehn, Andrea A. .
BRAIN, 2019, 142 :3086-3098
[7]   Pediatric postoperative cerebellar cognitive affective syndrome follows outflow pathway lesions [J].
Albazron, Fatimah M. ;
Bruss, Joel ;
Jones, Robin M. ;
Yock, Torunn, I ;
Pulsifer, Margaret B. ;
Cohen, Alexander L. ;
Nopoulos, Peg C. ;
Abrams, Annah N. ;
Sato, Mariko ;
Boes, Aaron D. .
NEUROLOGY, 2019, 93 (16) :E1561-E1571
[8]   Directional deep brain stimulation leads reveal spatially distinct oscillatory activity in the globus pallidus internus of Parkinson's disease patients [J].
Aman, Joshua E. ;
Johnson, Luke A. ;
Sanabria, David Escobar ;
Wang, Jing ;
Patriat, Remi ;
Hill, Meghan ;
Marshall, Ethan ;
MacKinnon, Colum D. ;
Cooper, Scott E. ;
Schrock, Lauren E. ;
Park, Michael C. ;
Harel, Noam ;
Vitek, Jerrold L. .
NEUROBIOLOGY OF DISEASE, 2020, 139
[9]   Test-retest reliability of graph metrics of resting state MRI functional brain networks: A review [J].
Andellini, Martina ;
Cannata, Vittorio ;
Gazzellini, Simone ;
Bernardi, Bruno ;
Napolitano, Antonio .
JOURNAL OF NEUROSCIENCE METHODS, 2015, 253 :183-192
[10]   Susceptibility-induced distortion that varies due to motion: Correction in diffusion MR without acquiring additional data [J].
Andersson, Jesper L. R. ;
Graham, Mark S. ;
Drobnjak, Ivana ;
Zhang, Hui ;
Campbell, Jon .
NEUROIMAGE, 2018, 171 :277-295