Literature DB >> 23090209

Automated, foot-bone registration using subdivision-embedded atlases for spatial mapping of bone mineral density.

Lu Liu1, Paul K Commean, Charles Hildebolt, Dave Sinacore, Fred Prior, James P Carson, Ioannis Kakadiaris, Tao Ju.   

Abstract

We present an atlas-based registration method for bones segmented from quantitative computed tomography (QCT) scans, with the goal of mapping their interior bone mineral densities (BMDs) volumetrically. We introduce a new type of deformable atlas, called subdivision-embedded atlas, which consists of a control grid represented as a tetrahedral subdivision mesh and a template bone surface embedded within the grid. Compared to a typical lattice-based deformation grid, the subdivision control grid possesses a relatively small degree of freedom tailored to the shape of the bone, which allows efficient fitting onto subjects. Compared with previous subdivision atlases, the novelty of our atlas lies in the addition of the embedded template surface, which further increases the accuracy of the fitting. Using this new atlas representation, we developed an efficient and fully automated pipeline for registering atlases of 12 tarsal and metatarsal bones to a segmented QCT scan of a human foot. Our evaluation shows that the mapping of BMD enabled by the registration is consistent for bones in repeated scans, and the regional BMD automatically computed from the mapping is not significantly different from expert annotations. The results suggest that our improved subdivision-based registration method is a reliable, efficient way to replace manual labor for measuring regional BMD in foot bones in QCT scans.

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Year:  2013        PMID: 23090209      PMCID: PMC3649048          DOI: 10.1007/s10278-012-9524-0

Source DB:  PubMed          Journal:  J Digit Imaging        ISSN: 0897-1889            Impact factor:   4.056


  18 in total

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Journal:  Osteoporos Int       Date:  2011-12-07       Impact factor: 4.507

3.  Learning-based segmentation framework for tissue images containing gene expression data.

Authors:  Musodiq Bello; Tao Ju; James Carson; Joe Warren; Wah Chiu; Ioannis A Kakadiaris
Journal:  IEEE Trans Med Imaging       Date:  2007-05       Impact factor: 10.048

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Authors:  C Davatzikos; J L Prince; R N Bryan
Journal:  IEEE Trans Med Imaging       Date:  1996       Impact factor: 10.048

6.  Interactive separation of segmented bones in CT volumes using graph cut.

Authors:  Lu Liu; David Raber; David Nopachai; Paul Commean; David Sinacore; Fred Prior; Robert Pless; Tao Ju
Journal:  Med Image Comput Comput Assist Interv       Date:  2008

7.  Clinical use of quantitative computed tomography and peripheral quantitative computed tomography in the management of osteoporosis in adults: the 2007 ISCD Official Positions.

Authors:  Klaus Engelke; Judith E Adams; Gabriele Armbrecht; Peter Augat; Cesar E Bogado; Mary L Bouxsein; Dieter Felsenberg; Masako Ito; Sven Prevrhal; Didier B Hans; E Michael Lewiecki
Journal:  J Clin Densitom       Date:  2008 Jan-Mar       Impact factor: 2.617

8.  Image matching as a diffusion process: an analogy with Maxwell's demons.

Authors:  J P Thirion
Journal:  Med Image Anal       Date:  1998-09       Impact factor: 8.545

9.  Multi-modal volume registration by maximization of mutual information.

Authors:  W M Wells; P Viola; H Atsumi; S Nakajima; R Kikinis
Journal:  Med Image Anal       Date:  1996-03       Impact factor: 8.545

10.  Subdivision meshes for organizing spatial biomedical data.

Authors:  Tao Ju; James Carson; Lu Liu; Joe Warren; Musodiq Bello; Ioannis Kakadiaris
Journal:  Methods       Date:  2009-08-05       Impact factor: 3.608

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  3 in total

1.  A chicken embryo cardiac outflow tract atlas for registering changes due to abnormal blood flow.

Authors:  James P Carson; Monique Y Rennie; Michael Danilchik; Kent Thornburg; Sandra Rugonyi
Journal:  Conf Proc IEEE Eng Med Biol Soc       Date:  2016-08

2.  Pedal bone density, strength, orientation, and plantar loads preceding incipient metatarsal fracture after charcot neuroarthropathy: 2 case reports.

Authors:  David J Gutekunst; David R Sinacore
Journal:  J Orthop Sports Phys Ther       Date:  2013-09-09       Impact factor: 4.751

3.  Reliability of clinically relevant 3D foot bone angles from quantitative computed tomography.

Authors:  David J Gutekunst; Lu Liu; Tao Ju; Fred W Prior; David R Sinacore
Journal:  J Foot Ankle Res       Date:  2013-09-17       Impact factor: 2.303

  3 in total

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