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@ARTICLE{Nath:143905,
author = {V. Nath and K. G. Schilling and P. Parvathaneni and Y. Huo
and J. A. Blaber and A. E. Hainline and M. Barakovic and D.
Romascano and J. Rafael-Patino and M. Frigo and G. Girard
and J.-P. Thiran and A. Daducci and M. Rowe and P. Rodrigues
and V. Prčkovska and D. B. Aydogan and W. Sun and Y. Shi
and W. A. Parker and A. A. Ould Ismail and R. Verma and R.
P. Cabeen and A. W. Toga and A. T. Newton and J.
Wasserthal$^*$ and P. Neher$^*$ and K. Maier-Hein$^*$ and G.
Savini and F. Palesi and E. Kaden and Y. Wu and J. He and Y.
Feng and M. Paquette and F. Rheault and J. Sidhu and C.
Lebel and A. Leemans and M. Descoteaux and T. B. Dyrby and
H. Kang and B. A. Landman},
title = {{T}ractography reproducibility challenge with empirical
data ({T}ra{CED}): {T}he 2017 {ISMRM} diffusion study group
challenge.},
journal = {Journal of magnetic resonance imaging},
volume = {51},
number = {1},
issn = {1522-2586},
address = {New York, NY},
publisher = {Wiley-Liss},
reportid = {DKFZ-2019-01463},
pages = {234-249},
year = {2020},
note = {2020 Jan;51(1):234-249},
abstract = {Fiber tracking with diffusion-weighted MRI has become an
essential tool for estimating in vivo brain white matter
architecture. Fiber tracking results are sensitive to the
choice of processing method and tracking criteria.To assess
the variability for an algorithm in group studies
reproducibility is of critical context. However,
reproducibility does not assess the validity of the brain
connections. Phantom studies provide concrete quantitative
comparisons of methods relative to absolute ground truths,
yet do no capture variabilities because of in vivo
physiological factors. The ISMRM 2017 TraCED challenge was
created to fulfill the gap.A systematic review of algorithms
and tract reproducibility studies.Single healthy
volunteers.3.0T, two different scanners by the same
manufacturer. The multishell acquisition included b-values
of 1000, 2000, and 3000 s/mm2 with 20, 45, and 64 diffusion
gradient directions per shell, respectively.Nine
international groups submitted 46 tractography algorithm
entries each consisting 16 tracts per scan. The algorithms
were assessed using intraclass correlation (ICC) and the
Dice similarity measure.Containment analysis was performed
to assess if the submitted algorithms had containment within
tracts of larger volume submissions. This also serves the
purpose to detect if spurious submissions had been made.The
top five submissions had high ICC and Dice >0.88.
Reproducibility was high within the top five submissions
when assessed across sessions or across scanners: 0.87-0.97.
Containment analysis shows that the top five submissions are
contained within larger volume submissions. From the total
of 16 tracts as an outcome relatively the number of tracts
with high, moderate, and low reproducibility were 8, 4, and
4.The different methods clearly result in fundamentally
different tract structures at the more conservative
specificity choices. Data and challenge infrastructure
remain available for continued analysis and provide a
platform for comparison.5 Technical Efficacy Stage: 1 J.
Magn. Reson. Imaging 2019.},
cin = {E230 / E132},
ddc = {610},
cid = {I:(DE-He78)E230-20160331 / I:(DE-He78)E132-20160331},
pnm = {315 - Imaging and radiooncology (POF3-315)},
pid = {G:(DE-HGF)POF3-315},
typ = {PUB:(DE-HGF)16},
pubmed = {pmid:31179595},
doi = {10.1002/jmri.26794},
url = {https://inrepo02.dkfz.de/record/143905},
}