کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
6033470 1188747 2012 8 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
Efficient detection of cerebral microbleeds on 7.0 T MR images using the radial symmetry transform
موضوعات مرتبط
علوم زیستی و بیوفناوری علم عصب شناسی علوم اعصاب شناختی
پیش نمایش صفحه اول مقاله
Efficient detection of cerebral microbleeds on 7.0 T MR images using the radial symmetry transform
چکیده انگلیسی

Cerebral microbleeds (CMBs) are commonly detected on MRI and have recently received an increased interest, because they are associated with vascular disease and dementia. Identification and rating of CMBs on MRI images may be facilitated by semi-automatic detection, particularly on high-resolution images acquired at high field strength. For these images, visual rating is time-consuming and has limited reproducibility. We present the radial symmetry transform (RST) as an efficient method for semi-automated CMB detection on 7.0 T MR images, with a high sensitivity and a low number of false positives that have to be censored manually.The RST was computed on both echoes of a dual-echo T2*-weighted gradient echo 7.0 T MR sequence in 18 participants from the Second Manifestations of ARTerial disease (SMART) study. Potential CMBs were identified by combining the output of the transform on both echoes. Each potential CMB identified through the RST was visually checked by two raters to identify probable CMBs. The scoring time needed to manually reject false positives was recorded.The sensitivity of 71.2% is higher than that of individual human raters on 7.0 T scans and the required human rater time is reduced from 30 to 2 minutes per scan on average. The RST outperforms published semi-automated methods in terms of either a higher sensitivity or less false positives, and requires much less human rater time.

► Cerebral microbleeds can be efficiently detected using the radial symmetry transform. ► 7 T dual echo MRI allows detection of very small cerebral microbleeds (0.3-2.0 mm). ► The sensitivity of the method (71.2%) outperforms individual raters (51.5% and 66.7%). ► Required human rater time is reduced from 30 to 2 minutes per participant.

ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: NeuroImage - Volume 59, Issue 3, 1 February 2012, Pages 2266-2273
نویسندگان
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