TY - JOUR
T1 - Using precise word timing information improves decoding accuracy in a multiband-accelerated multimodal reading experiment
AU - Vu, An T.
AU - Phillips, Jeffrey S.
AU - Kay, Kendrick
AU - Phillips, Matthew E.
AU - Johnson, Matthew R.
AU - Shinkareva, Svetlana V.
AU - Tubridy, Shannon
AU - Millin, Rachel
AU - Grossman, Murray
AU - Gureckis, Todd
AU - Bhattacharyya, Rajan
AU - Yacoub, Essa
N1 - Funding Information:
This work was supported by Air Force Research Laboratory [grant number FA8650-13-C-7356]; Biotechnology Research Center (BTRC) [grant number P41 EB015894] from NIBIB.
Publisher Copyright:
© 2016 Informa UK Limited, trading as Taylor & Francis Group.
PY - 2016/5/18
Y1 - 2016/5/18
N2 - The blood-oxygen-level-dependent (BOLD) signal measured in functional magnetic resonance imaging (fMRI) experiments is generally regarded as sluggish and poorly suited for probing neural function at the rapid timescales involved in sentence comprehension. However, recent studies have shown the value of acquiring data with very short repetition times (TRs), not merely in terms of improvements in contrast to noise ratio (CNR) through averaging, but also in terms of additional fine-grained temporal information. Using multiband-accelerated fMRI, we achieved whole-brain scans at 3-mm resolution with a TR of just 500 ms at both 3T and 7T field strengths. By taking advantage of word timing information, we found that word decoding accuracy across two separate sets of scan sessions improved significantly, with better overall performance at 7T than at 3T. The effect of TR was also investigated; we found that substantial word timing information can be extracted using fast TRs, with diminishing benefits beyond TRs of 1000 ms.
AB - The blood-oxygen-level-dependent (BOLD) signal measured in functional magnetic resonance imaging (fMRI) experiments is generally regarded as sluggish and poorly suited for probing neural function at the rapid timescales involved in sentence comprehension. However, recent studies have shown the value of acquiring data with very short repetition times (TRs), not merely in terms of improvements in contrast to noise ratio (CNR) through averaging, but also in terms of additional fine-grained temporal information. Using multiband-accelerated fMRI, we achieved whole-brain scans at 3-mm resolution with a TR of just 500 ms at both 3T and 7T field strengths. By taking advantage of word timing information, we found that word decoding accuracy across two separate sets of scan sessions improved significantly, with better overall performance at 7T than at 3T. The effect of TR was also investigated; we found that substantial word timing information can be extracted using fast TRs, with diminishing benefits beyond TRs of 1000 ms.
KW - 7T
KW - decoding
KW - functional magnetic resonance imaging
KW - multiband
KW - timing
KW - words
UR - http://www.scopus.com/inward/record.url?scp=84981727331&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=84981727331&partnerID=8YFLogxK
U2 - 10.1080/02643294.2016.1195343
DO - 10.1080/02643294.2016.1195343
M3 - Article
C2 - 27686111
AN - SCOPUS:84981727331
SN - 0264-3294
VL - 33
SP - 265
EP - 275
JO - Cognitive Neuropsychology
JF - Cognitive Neuropsychology
IS - 3-4
ER -