Osteoporosis Prediction for Trabecular Bone using Machine Learning: A Review

被引:67
作者
Anam, Marrium [1 ]
Ponnusamy, Vasaki A. p [2 ]
Hussain, Muzammil [3 ]
Nadeem, Muhammad Waqas [2 ,4 ]
Javed, Mazhar [3 ]
Goh, Hock Guan [2 ]
Qadeer, Sadia [3 ]
机构
[1] Govt Coll Univ, Dept Comp Sci, Faisalabad, Pakistan
[2] Univ Tunku Abdul Rahman UTAR, Fac Informat & Commun Technol FICT, Kampar, Malaysia
[3] Univ Management & Technol, Sch Syst & Technol, Dept Comp Sci, Lahore, Pakistan
[4] Lahore Garrison Univ, Dept Comp Sci, Lahore, Pakistan
来源
CMC-COMPUTERS MATERIALS & CONTINUA | 2021年 / 67卷 / 01期
关键词
Magnetic resonance imaging; high resolution; trabecular bone (TB); bone structure; machine learning; FINITE-ELEMENT-ANALYSIS; IN-VIVO; DISTAL RADIUS; RESOLUTION; MRI; REPRODUCIBILITY; CLASSIFICATION; ARCHITECTURE; EXTRACTION; STRENGTH;
D O I
10.32604/cmc.2021.013159
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Trabecular bone holds the utmost importance due to its significance regarding early bone loss. Diseases like osteoporosis greatly affect the structure of the Trabecular bone which results in different outcomes like high risk of fracture. The objective of this paper is to inspect the characteristics of the Trabecular Bone by using the Magnetic Resonance Imaging (MRI) technique. These characteristics prove to be quite helpful in studying different studies related to Trabecular bone such as osteoporosis. The things that were considered before the selection of the articles for the systematic review were language, research field, and electronic sources. Only those articles written in the English language were selected as it is the most prominent language used in scientific, engineering, computer science, and biomedical researches. This literature review was conducted on the articles published between 2006 and 2020. A total of 62 research papers out of 1050 papers were extracted which were according to our topic of review after screening abstract and article content for the title and abstract screening. The findings from those researches were compiled at the end of the result section. This systematic literature review presents a comprehensive report on scientific researches and studies that have been done in the medical area concerning trabecular bone.
引用
收藏
页码:89 / 105
页数:17
相关论文
共 66 条
[1]   Osteoporosis and Hip Fracture Risk From Routine Computed Tomography Scans: The Fracture, Osteoporosis, and CT Utilization Study (FOCUS) [J].
Adams, Annette L. ;
Fischer, Heidi ;
Kopperdahl, David L. ;
Lee, David C. ;
Black, Dennis M. ;
Bouxsein, Mary L. ;
Fatemi, Shireen ;
Khosla, Sundeep ;
Orwoll, Eric S. ;
Siris, Ethel S. ;
Keaveny, Tony M. .
JOURNAL OF BONE AND MINERAL RESEARCH, 2018, 33 (07) :1291-1301
[2]   3D Image Analysis and Artificial Intelligence for Bone Disease Classification [J].
Akgundogdu, Abdurrahim ;
Jennane, Rachid ;
Aufort, Gabriel ;
Benhamou, Claude Laurent ;
Ucan, Osman Nuri .
JOURNAL OF MEDICAL SYSTEMS, 2010, 34 (05) :815-828
[3]   Dielectric characterization of diseased human trabecular bones at microwave frequency [J].
Amin, Bilal ;
Shahzad, Atif ;
Farina, Laura ;
Parle, Eoin ;
McNamara, Laoise ;
O'Halloran, Martin ;
Elahi, Muhammad Adnan .
MEDICAL ENGINEERING & PHYSICS, 2020, 78 :21-28
[4]  
[Anonymous], 2014, Signal & Image Processing: An International Journal, DOI DOI 10.5121/SIPIJ.2014.5409
[5]   Cortical and trabecular bone structure analysis at the distal radius-prediction of biomechanical strength by DXA and MRI [J].
Baum, Thomas ;
Kutscher, Melanie ;
Mueller, Dirk ;
Raeth, Christoph ;
Eckstein, Felix ;
Lochmueller, Eva-Maria ;
Rummeny, Ernst J. ;
Link, Thomas M. ;
Bauer, Jan S. .
JOURNAL OF BONE AND MINERAL METABOLISM, 2013, 31 (02) :212-221
[6]   Reproducibility of Trabecular Bone Structure Measurements of the Distal Radius at 1.5 and 3.0 T Magnetic Resonance Imaging [J].
Baum, Thomas ;
Duetsch, Yvonne ;
Mueller, Dirk ;
Monetti, Roberto ;
Sidorenko, Irina ;
Raeth, Christoph ;
Rummeny, Ernst J. ;
Link, Thomas M. ;
Bauer, Jan S. .
JOURNAL OF COMPUTER ASSISTED TOMOGRAPHY, 2012, 36 (05) :623-626
[7]   Relating mechanical properties of vertebral trabecular bones to osteoporosis [J].
Cesar, R. ;
Bravo-Castillero, J. ;
Ramos, R. R. ;
Pereira, C. A. M. ;
Zanin, H. ;
Rollo, J. M. D. A. .
COMPUTER METHODS IN BIOMECHANICS AND BIOMEDICAL ENGINEERING, 2020, 23 (02) :54-68
[8]   Measurement reproducibility of magnetic resonance imaging-based finite element analysis of proximal femur microarchitecture for in vivo assessment of bone strength [J].
Chang, Gregory ;
Hotca-Cho, Alexandra ;
Rusinek, Henry ;
Honig, Stephen ;
Mikheev, Artem ;
Egol, Kenneth ;
Regatte, Ravinder R. ;
Rajapakse, Chamith S. .
MAGNETIC RESONANCE MATERIALS IN PHYSICS BIOLOGY AND MEDICINE, 2015, 28 (04) :407-412
[9]   A novel approach to segmentation and measurement of medical image using level set methods [J].
Chen, Yao-Tien .
MAGNETIC RESONANCE IMAGING, 2017, 39 :175-193
[10]  
Ciusdel CF, 2017, 2017 40TH INTERNATIONAL CONFERENCE ON TELECOMMUNICATIONS AND SIGNAL PROCESSING (TSP), P659, DOI 10.1109/TSP.2017.8076069