Automated subcortical segmentation using FIRST: Test-retest reliability, interscanner reliability, and comparison to manual segmentation

被引:91
作者
Nugent, Allison C. [1 ]
Luckenbaugh, David A. [1 ]
Wood, Suzanne E. [2 ]
Bogers, Wendy [3 ]
Zarate, Carlos A., Jr. [1 ]
Drevets, Wayne C. [3 ]
机构
[1] NIMH, Expt Therapeut & Pathophysiol Branch, NIH, Bethesda, MD 20892 USA
[2] Temple Univ, Sch Med, Philadelphia, PA 19122 USA
[3] Univ Oklahoma, Coll Med, Dept Psychiat, Laureate Inst Brain Res, Tulsa, OK USA
关键词
brain; volume; amygdale; hippocampus; caudate; putamen; pallidum; accumbens; thalamus; BIPOLAR DISORDER; MOOD DISORDERS; BRAIN VOLUMES; MRI;
D O I
10.1002/hbm.22068
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
Multiple techniques exist for the automated segmentation of magnetic resonance images (MRIs). The validity of these techniques can be assessed by evaluating test-retest reliability, interscanner reliability, and consistency with manual segmentation. We evaluate these measures for the FSL/FIRST subcortical segmentation tool. We retrospectively analyzed 190 MRI scans from 87 subjects with mood or anxiety disorders and healthy volunteers scanned multiple times on different platforms (N = 56) and/or the same platform (N = 45, groups overlap), and 146 scans from subjects who underwent both high-resolution and whole brain imaging in a single session, for comparison with manual segmentation of the hippocampus. The thalamus, caudate, putamen, hippocampus, and pallidum were reliably segmented in different sessions on the same scanner (Intraclass correlation coefficient (ICC) > 0.83 scanners and diagnostic groups pooled). In these regions, the range of between platform reliabilities were lower (0.527 < ICC < 0.953), although values below 0.7 were due to systematic differences between platforms or low reliability in the hippocampus between eight- and single-channel coil platforms. Accumbens and amygdala segmentations were generally unreliable within and between scanning platforms. ICC values for hippocampal volumes between automated and manual segmentations were acceptable (ICC > 0.7, groups pooled), and both methods detected significant differences between genders. In addition, FIRST segmentations were consistent with manual segmentations (in a subset of images; N = 20) in the left caudate and bilateral putamen. This retrospective analysis assesses realistic performance of the algorithm in conditions like those found in multisite trials or meta-analyses. In addition, the inclusion of psychiatric patients establishes reliability in subjects exhibiting volumetric abnormalities, validating patient studies. Hum Brain Mapp 34:2313-2329, 2013. (c) 2012 Wiley Periodicals, Inc.
引用
收藏
页码:2313 / 2329
页数:17
相关论文
共 18 条
  • [1] Anastasi A., 1998, PSYCHOL TESTING, V7th
  • [2] [Anonymous], ENIGMA CONSORTIUM 1
  • [3] Volume deficits of subcortical nuclei in mood disorders -: A postmortem study
    Bielau, H
    Trübner, K
    Krell, D
    Agelink, MW
    Bernstein, HG
    Stauch, R
    Mawrin, C
    Danos, P
    Gerhard, L
    Bogerts, B
    Baumann, B
    [J]. EUROPEAN ARCHIVES OF PSYCHIATRY AND CLINICAL NEUROSCIENCE, 2005, 255 (06) : 401 - 412
  • [4] Segmentation of MRI brain scans using non-uniform partial volume densities
    Brouwer, Rachel M.
    Pol, Hilleke E. Hulshoff
    Schnack, Hugo G.
    [J]. NEUROIMAGE, 2010, 49 (01) : 467 - 477
  • [5] Cortical surface-based analysis - I. Segmentation and surface reconstruction
    Dale, AM
    Fischl, B
    Sereno, MI
    [J]. NEUROIMAGE, 1999, 9 (02) : 179 - 194
  • [6] Duvernoy HM., 1998, The Human Hippocampus Functional Anatomy
  • [7] The structural neuroimaging of bipolar disorder
    Emsell, Louise
    Mcdonald, Colm
    [J]. INTERNATIONAL REVIEW OF PSYCHIATRY, 2009, 21 (04) : 297 - 313
  • [8] MRI-derived measurements of human subcortical, ventricular and intracranial brain volumes: Reliability effects of scan sessions, acquisition sequences, data analyses, scanner upgrade, scanner vendors and field strengths
    Jovicich, Jorge
    Czanner, Silvester
    Han, Xiao
    Salat, David
    van der Kouwe, Andre
    Quinn, Brian
    Pacheco, Jenni
    Albert, Marilyn
    Killiany, Ronald
    Blacker, Deborah
    Maguire, Paul
    Rosas, Diana
    Makris, Nikos
    Gollub, Randy
    Dale, Anders
    Dickerson, Bradford C.
    Fischl, Bruce
    [J]. NEUROIMAGE, 2009, 46 (01) : 177 - 192
  • [9] Volumetric neuroimaging investigations in mood disorders: bipolar disorder versus major depressive disorder
    Konarski, Jakub Z.
    Mcintyre, Roger S.
    Kennedy, Sidney H.
    Rafi-Tari, Shahryar
    Soczynska, Joanna K.
    Ketter, Terence A.
    [J]. BIPOLAR DISORDERS, 2008, 10 (01) : 1 - 37
  • [10] Makris N, 2004, GEN BRAIN SEGMENTATI