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1.
IEEE J Biomed Health Inform ; 21(6): 1617-1624, 2017 11.
Article in English | MEDLINE | ID: mdl-28320682

ABSTRACT

Multi-plane super-resolution (SR) has been widely employed for resolution improvement of MR images. However, this has mostly been limited to MRI acquisitions with rigid motion. In cases of non-rigid motion, volumes are usually pre-registered using deformable registration methods before SR reconstruction. The pre-registered images are then used as input for the SR reconstruction. Since deformable registration involves smoothening of the inputs, using pre-registered inputs could lead to loss in information in SR reconstructions. Additionally, any registration errors present in pre-registered inputs could propagate throughout SR reconstructions leading to error accumulation. To address these limitations, in this study, we propose a deformable registration-based super-resolution reconstruction (DIRSR) reconstruction, which handles deformable registration as part of super-resolution. This approach has been demonstrated using 12 synthetic 4-D MRI lung datasets created using single plane (coronal) datasets of six patients and multi-plane (coronal and axial) 4-D lung MRI dataset of one patient. From our evaluation, DIRSR reconstructions are sharper and well aligned compared to reconstructions using SR of pre-registered inputs and rigid-registration SR. MSE, SNR and SSIM evaluations also indicate better reconstruction quality from DIRSR compared to reconstructions from SR of pre-registered inputs (p-value less than 0.0001). In conclusion, we found superior isotropic reconstructions of 4-D MR datasets from DIRSR reconstructions, which could benefit volumetric MR analyses.


Subject(s)
Imaging, Three-Dimensional/methods , Magnetic Resonance Imaging/methods , Algorithms , Humans , Lung/diagnostic imaging , Thorax/diagnostic imaging
2.
Sci Rep ; 5: 16225, 2015 Nov 09.
Article in English | MEDLINE | ID: mdl-26549401

ABSTRACT

In this pilot study, an autologous synthetic scaffold-free construct with hyaline quality, termed living hyaline cartilaginous graft (LhCG), was applied for treating cartilage lesions. Implantation of autologous LhCG was done at load-bearing regions of the knees in skeletally mature mini-pigs for 6 months. Over the course of this study, significant radiographical improvement in LhCG treated sites was observed via magnetic resonance imaging. Furthermore, macroscopic repair was effected by LhCG at endpoint. Microscopic inspection revealed that LhCG engraftment restored cartilage thickness, promoted integration with surrounding native cartilage, produced abundant cartilage-specific matrix molecules, and re-established an intact superficial tangential zone. Importantly, the repair efficacy of LhCG was quantitatively shown to be comparable to native, unaffected cartilage in terms of biochemical composition and biomechanical properties. There were no complications related to the donor site of cartilage biopsy. Collectively, these results imply that LhCG engraftment may be a viable approach for articular cartilage repair.


Subject(s)
Cartilage, Articular/growth & development , Hyaline Cartilage/transplantation , Tissue Engineering , Transplantation, Autologous , Animals , Cartilage, Articular/diagnostic imaging , Cartilage, Articular/pathology , Chondrocytes/pathology , Humans , Hyalin/chemistry , Hyalin/diagnostic imaging , Hyaline Cartilage/diagnostic imaging , Knee Joint/diagnostic imaging , Knee Joint/physiopathology , Magnetic Resonance Imaging , Radiography , Swine , Swine, Miniature , Wound Healing
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