4.5 Article

Systematic comparison of different techniques to measure hippocampal subfield volumes in ADNI2

Journal

NEUROIMAGE-CLINICAL
Volume 17, Issue -, Pages 1006-1018

Publisher

ELSEVIER SCI LTD
DOI: 10.1016/j.nicl.2017.12.036

Keywords

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Categories

Funding

  1. Alzheimer's Association [ADNI 2-12-233036]
  2. Alzheimer's Disease Neuroimaging Initiative (ADNI) (National Institutes of Health) [U01 AG024904]
  3. DOD ADNI (Department of Defense) [W81XWH-12-2-0012]
  4. National Institute on Aging
  5. National Institute of Biomedical Imaging and Bioengineering [U01 AG024904]
  6. AbbVie
  7. Alzheimer's Association
  8. Alzheimer's Drug Discovery Foundation
  9. Araclon Biotech
  10. BioClinica, Inc.
  11. Biogen
  12. Bristol-Myers Squibb Company
  13. CereSpir, Inc.
  14. Cogstate
  15. Eisai Inc.
  16. Elan Pharmaceuticals, Inc.
  17. Eli Lilly and Company
  18. EuroImmun
  19. F. Hoffmann-La Roche Ltd.
  20. Fujirebio
  21. GE Healthcare
  22. IXICO Ltd.
  23. Janssen Alzheimer Immunotherapy Research & Development, LLC.
  24. Johnson & Johnson Pharmaceutical Research & Development LLC.
  25. Lumosity
  26. Genentech, Inc.
  27. Lundbeck
  28. Merck Co., Inc.
  29. Meso Scale Diagnostics, LLC.
  30. NeuroRx Research
  31. Neurotrack Technologies
  32. Novartis Pharmaceuticals Corporation
  33. Pfizer Inc.
  34. Piramal Imaging
  35. Servier
  36. Takeda Pharmaceutical Company
  37. Transition Therapeutics
  38. Canadian Institutes of Health Research

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Objective: Subfield-specific measurements provide superior information in the early stages of neurodegenerative diseases compared to global hippocampal measurements. The overall goal was to systematically compare the performance of five representative manual and automated T1 and T2 based subfield labeling techniques in a subset of the ADNI2 population. Methods: The high resolution T2 weighted hippocampal images (T2-HighRes) and the corresponding T1 images from 106 ADNI2 subjects (41 controls, 57 MCI, 8 AD) were processed as follows. A. T1-based: 1. Freesurfer + Large-Diffeomorphic-Metric-Mapping in combination with shape analysis. 2. FreeSurfer 5.1 subfields using in-vivo atlas. B. T2-HighRes: 1. Model-based subfield segmentation using ex-vivo atlas (FreeSurfer 6.0). 2. T2-based automated multi-atlas segmentation combined with similarity-weighted voting (ASHS). 3. Manual subfield parcellation. Multiple regression analyses were used to calculate effect sizes (ES) for group, amyloid positivity in controls, and associations with cognitive/memory performance for each approach. Results: Subfield volumetry was better than whole hippocampal volumetry for the detection of the mild atrophy differences between controls and MCI (ES:0.27 vs 0.11). T2-HighRes approaches outperformed T1 approaches for the detection of early stage atrophy (ES:0.27 vs. 0.10), amyloid positivity (ES:0.11 vs 0.04), and cognitive associations (ES:0.22 vs 0.19). Conclusions: T2-HighRes subfield approaches outperformed whole hippocampus and T1 subfield approaches. None of the different T2-HghRes methods tested had a clear advantage over the other methods. Each has strengths and weaknesses that need to be taken into account when deciding which one to use to get the best results from subfield volumetry.

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