Test-retest reliability of FreeSurfer automated hippocampal subfield segmentation within and across scanners

被引:89
作者
Brown, Emma M. [1 ,2 ]
Pierce, Meghan E. [2 ,3 ]
Clark, Dustin C. [1 ]
Fischl, Bruce R. [4 ,7 ,9 ]
Iglesias, Juan E. [4 ,5 ,9 ]
Milberg, William P. [2 ,3 ,8 ]
McGlinchey, Regina E. [2 ,3 ,8 ]
Salat, David H. [1 ,2 ,4 ,6 ,7 ]
机构
[1] VA Boston Healthcare Syst, Neuroimaging Res Vet NeRVe Ctr, Boston, MA 02130 USA
[2] VA Boston Healthcare Syst, Translat Res Ctr TBI & Stress Disorders TRACTS, Boston, MA USA
[3] Harvard Med Sch, Dept Psychiat, Boston, MA 02115 USA
[4] Massachusetts Gen Hosp, Athinoula A Martinos Ctr Biomed Imaging, Dept Radiol, Charlestown, MA USA
[5] Massachusetts Gen Hosp, CMIC, Dept Med Phys & Biomed Engn, Dept Radiol, Charlestown, MA USA
[6] Massachusetts Gen Hosp, Dept Radiol, AA Martinos Ctr Biomed Imaging, Brain Aging & Dementia BAnD Lab, Charlestown, MA USA
[7] Harvard Med Sch, Dept Radiol, Boston, MA 02115 USA
[8] VA Boston Healthcare Syst, GRECC, Boston, MA USA
[9] MIT, CSAIL, 77 Massachusetts Ave, Cambridge, MA 02139 USA
基金
欧洲研究理事会;
关键词
Test-retest reliability; FreeSurfer; Hippocampus; Hippocampal subfields; Magnetic resonance imaging; Longitudinal; ALZHEIMERS-DISEASE; GEOMETRICALLY ACCURATE; CLINICAL-TRIALS; MRI; SUBREGIONS; MEMORY; VIVO; ATLAS; NEUROGENESIS; PLASTICITY;
D O I
10.1016/j.neuroimage.2020.116563
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
The human hippocampus is vulnerable to a range of degenerative conditions and as such, accurate in vivo measurement of the hippocampus and hippocampal substructures via neuroimaging is of great interest for understanding mechanisms of disease as well as for use as a biomarker in clinical trials of novel therapeutics. Although total hippocampal volume can be measured relatively reliably, it is critical to understand how this reliability is affected by acquisition on different scanners, as multiple scanning platforms would likely be utilized in large-scale clinical trials. This is particularly true for hippocampal subregional measurements, which have only relatively recently been measurable through common image processing platforms such as FreeSurfer. Accurate segmentation of these subregions is challenging due to their small size, magnetic resonance imaging (MRI) signal loss in medial temporal regions of the brain, and lack of contrast for delineation from standard neuroimaging procedures. Here, we assess the test-retest reliability of the FreeSurfer automated hippocampal subfield segmentation procedure using two Siemens model scanners (a Siemens Trio and Prismafit Trio upgrade). T1-weighted images were acquired for 11 generally healthy younger participants (two scans on the Trio and one scan on the Prismafit). Each scan was processed through the standard cross-sectional stream and the recently released longitudinal pipeline in FreeSurfer v6.0 for hippocampal segmentation. Test-retest reliability of the volumetric measures was examined for individual subfields as well as percent volume difference and Dice overlap among scans and intra-class correlation coefficients (ICC). Reliability was high in the molecular layer, dentate gyrus, and whole hippocampus with the inclusion of three time points with mean volume differences among scans less than 3%, overlap greater than 80%, and ICC >0.95. The parasubiculum and hippocampal fissure showed the least improvement in reliability with mean volume difference greater than 5%, overlap less than 70%, and ICC scores ranging from 0.78 to 0.89. Other subregions, including the CA regions, were stable in their mean volume difference and overlap (<5% difference and >75% respectively) and showed improvement in reliability with the inclusion of three scans (ICC > 0.9). Reliability was generally higher within scanner (Trio-Trio), however, Trio-Prisma(fit) reliability was also high and did not exhibit an obvious bias. These results suggest that the FreeSurfer automated segmentation procedure is a reliable method to measure total as well as hippocampal subregional volumes and may be useful in clinical applications including as an endpoint for future clinical trials of conditions affecting the hippocampus.
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页数:12
相关论文
共 75 条
[61]   Childhood maltreatment is associated with reduced volume in the hippocampal subfields CA3, dentate gyrus, and subiculum [J].
Teicher, Martin H. ;
Anderson, Carl M. ;
Polcari, Ann .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2012, 109 (09) :E563-E572
[62]   Memory complaints in patients with normal cognition are associated with smaller hippocampal volumes [J].
van der Flier, WM ;
van Buchem, MA ;
Weverling-Rijnsburger, AWE ;
Mutsaers, ER ;
Bollen, ELEM ;
Admiraal-Behloul, F ;
Westendorp, RGJ ;
Middelkoop, HAM .
JOURNAL OF NEUROLOGY, 2004, 251 (06) :671-675
[63]   Encoding Probabilistic Brain Atlases Using Bayesian Inference [J].
Van Leemput, Koen .
IEEE TRANSACTIONS ON MEDICAL IMAGING, 2009, 28 (06) :822-837
[64]   Heritability and reliability of automatically segmented human hippocampal formation subregions [J].
Whelan, Christopher D. ;
Hibar, Derrek P. ;
van Velzen, Laura S. ;
Zannas, Anthony S. ;
Carrillo-Roa, Tania ;
McMahon, Katie ;
Prasad, Gautam ;
Kelly, Sinead ;
Faskowitz, Joshua ;
deZubiracay, Greig ;
Iglesias, Juan E. ;
van Erp, Theo G. M. ;
Frodl, Thomas ;
Martin, Nicholas G. ;
Wright, Margaret J. ;
Jahanshad, Neda ;
Schmaal, Lianne ;
Saemann, Philipp G. ;
Thompson, Paul M. .
NEUROIMAGE, 2016, 128 :125-137
[65]   Inhibition of neurogenesis interferes with hippocampus-dependent memory function [J].
Winocur, G ;
Wojtowicz, JM ;
Sekeres, M ;
Snyder, JS ;
Wang, S .
HIPPOCAMPUS, 2006, 16 (03) :296-304
[66]   A novel in vivo atlas of human hippocampal subfields using high-resolution 3 T magnetic resonance imaging [J].
Winterburn, Julie L. ;
Pruessner, Jens C. ;
Chavez, Sofia ;
Schira, Mark M. ;
Lobaugh, Nancy J. ;
Voineskos, Aristotle N. ;
Chakravarty, M. Mallar .
NEUROIMAGE, 2013, 74 :254-265
[67]   Automated Hippocampal Subfield Segmentation at 7T MRI [J].
Wisse, L. E. M. ;
Kuijf, H. J. ;
Honingh, A. M. ;
Wang, H. ;
Pluta, J. B. ;
Das, S. R. ;
Wolk, D. A. ;
Zwanenburg, J. J. M. ;
Yushkevich, P. A. ;
Geerlings, M. I. .
AMERICAN JOURNAL OF NEURORADIOLOGY, 2016, 37 (06) :1050-1057
[68]   Measurement of hippocampal atrophy using 4D graph-cut segmentation: Application to ADNI [J].
Wolz, Robin ;
Heckemann, Rolf A. ;
Aljabar, Paul ;
Hajnal, Joseph V. ;
Hammers, Alexander ;
Lotjonen, Jyrki ;
Rueckert, Daniel .
NEUROIMAGE, 2010, 52 (01) :109-118
[69]   Test-retest reliability and longitudinal analysis of automated hippocampal subregion volumes in healthy ageing and Alzheimer's disease populations [J].
Worker, Amanda ;
Dima, Danai ;
Combes, Anna ;
Crum, William R. ;
Streffer, Johannes ;
Einstein, Steven ;
Mehta, Mitul A. ;
Barker, Gareth J. ;
Williams, Steve C. R. ;
O'daly, Owen .
HUMAN BRAIN MAPPING, 2018, 39 (04) :1743-1754
[70]   Quantitative comparison of 21 protocols for labeling hippocampal subfields and parahippocampal subregions in in vivo MRI: Towards a harmonized segmentation protocol [J].
Yushkevich, Paul A. ;
Amaral, Robert S. C. ;
Augustinack, Jean C. ;
Bender, Andrew R. ;
Bernstein, Jeffrey D. ;
Boccardi, Marina ;
Bocchetta, Martina ;
Burggren, Alison C. ;
Carr, Valerie A. ;
Chakravarty, M. Mallar ;
Chetelat, Gael ;
Daugherty, Ana M. ;
Davachi, Lila ;
Ding, Song-Lin ;
Ekstrom, Arne ;
Geerlings, Mirjam I. ;
Hassan, Abdul ;
Huang, Yushan ;
Iglesias, J. Eugenio ;
La Joie, Renaud ;
Kerchner, Geoffrey A. ;
LaRocque, Karen F. ;
Libby, Laura A. ;
Malykhin, Nikolai ;
Mueller, Susanne G. ;
Olsen, Rosanna K. ;
Palombo, Daniela J. ;
Parekh, Mansi B. ;
Pluta, John B. ;
Preston, Alison R. ;
Pruessner, Jens C. ;
Ranganath, Charan ;
Raz, Naftali ;
Schlichting, Margaret L. ;
Schoemaker, Dorothee ;
Singh, Sachi ;
Stark, Craig E. L. ;
Suthana, Nanthia ;
Tompary, Alexa ;
Turowski, Marta M. ;
Van Leemput, Koen ;
Wagner, Anthony D. ;
Wang, Lei ;
Winterburn, Julie L. ;
Wisse, Laura E. M. ;
Yassa, Michael A. ;
Zeineh, Michael M. .
NEUROIMAGE, 2015, 111 :526-541