Vertebral Bone Marrow Heterogeneity Using Texture Analysis of Chemical Shift Encoding-Based MRI: Variations in Age, Sex, and Anatomical Location

被引:18
作者
Dieckmeyer, Michael [1 ]
Junker, Daniela [2 ]
Ruschke, Stefan [2 ]
Mookiah, Muthu Rama Krishnan [3 ]
Subburaj, Karupppasamy [3 ]
Burian, Egon [1 ]
Sollmann, Nico [1 ,4 ]
Kirschke, Jan S. [1 ,4 ]
Karampinos, Dimitrios C. [2 ]
Baum, Thomas [1 ]
机构
[1] Tech Univ Munich, Sch Med, Dept Diagnost & Intervent Neuroradiol, Klinikum Rechts Isar, Munich, Germany
[2] Tech Univ Munich, Klinikum Rechts Isar, Sch Med, Dept Diagnost & Intervent Radiol, Munich, Germany
[3] Singapore Univ Technol & Design, Pillar Engn Prod Dev, Singapore, Singapore
[4] Tech Univ Munich, Klinikum Rechts Isar, TUM Neuroimaging Ctr, Munich, Germany
基金
欧洲研究理事会;
关键词
bone marrow; magnetic resonance imaging; texture analysis; spine; proton density fat fraction; FAT-CONTENT; MINERAL DENSITY; ADIPOSE-TISSUE; FEATURES; QUANTIFICATION; WOMEN; DISCRIMINATION; CLASSIFICATION; OSTEOPOROSIS; SPECTROSCOPY;
D O I
10.3389/fendo.2020.555931
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
Objective: Vertebral bone marrow composition has been extensively studied in the past and shown potential as imaging biomarker for osteoporosis, hematopoietic, and metabolic disorders. However, beyond quantitative assessment of bone marrow fat, little is known about its heterogeneity. Therefore, we investigated bone marrow heterogeneity of the lumbar spine using texture analysis of chemical-shift-encoding (CSE-MRI) based proton density fat fraction (PDFF) maps and its association with age, sex, and anatomical location. Methods: One hundred and fifty-six healthy subjects were scanned (age range: 20-29 years, 12/30 males/females; 30-39, 15/9; 40-49, 5/13; 50-59, 9/27; >= 60: 9/27). A sagittal 8-echo 3D spoiled-gradient-echo sequence at 3T was used for CSE-MRI-based water-fat separation at the lumbar spine. Manual segmentation of vertebral bodies L1-4 was performed. Mean PDFF and texture features (global: variance, skewness, kurtosis; second-order: energy, entropy, contrast, homogeneity, correlation, sum-average, variance, dissimilarity) were extracted at each vertebral level and compared between age groups, sex, and anatomical location. Results: Mean PDFF significantly increased from L1 to L4 (35.89 +/- 11.66 to 39.52 +/- 11.18%, p = 0.017) and with age (females: 27.19 +/- 6.01 to 49.34 +/- 7.75%, p < 0.001; males: 31.97 +/- 7.96 to 41.83 +/- 7.03 %, p = 0.025), but showed no difference between females and males after adjustment for age and BMI (37.13 +/- 11.63 vs. 37.17 +/- 8.67%; p = 0.199). Bone marrow heterogeneity assessed by texture analysis, in contrast to PDFF, was significantly higher in females compared to males after adjustment for age and BMI (namely contrast and dissimilarity; p < 0.031), demonstrated age-dependent differences, in particular in females (p < 0.05), but showed no statistically significant dependence on vertebral location. Conclusion: Vertebral bone marrow heterogeneity, assessed by texture analysis of PDFF maps, is primarily dependent on sex and age but not on anatomical location. Future studies are needed to investigate bone marrow heterogeneity with regard to aging and disease.
引用
收藏
页数:12
相关论文
共 51 条
[1]   Robust texture features for response monitoring of glioblastoma multiforme on T1-weighted and T2-FLAIR MR images: A preliminary investigation in terms of identification and segmentation [J].
Assefa, Dawit ;
Keller, Harald ;
Menard, Cynthia ;
Laperriere, Normand ;
Ferrari, Ricardo J. ;
Yeung, Ivan .
MEDICAL PHYSICS, 2010, 37 (04) :1722-1736
[2]   Anatomical Variation of Age-Related Changes in Vertebral Bone Marrow Composition Using Chemical Shift Encoding-Based Water-Fat Magnetic Resonance Imaging [J].
Baum, Thomas ;
Rohrmeier, Alexander ;
Syvaeri, Jan ;
Diefenbach, Maximilian N. ;
Franz, Daniela ;
Dieckmeyer, Michael ;
Scharr, Andreas ;
Hauner, Hans ;
Ruschke, Stefan ;
Kirschke, Jan S. ;
Karampinos, Dimitrios C. .
FRONTIERS IN ENDOCRINOLOGY, 2018, 9
[3]   MR-based assessment of body fat distribution and characteristics [J].
Baum, Thomas ;
Cordes, Christian ;
Dieckmeyer, Michael ;
Ruschke, Stefan ;
Franz, Daniela ;
Hauner, Hans ;
Kirschke, Jan S. ;
Karampinos, Dimitrios C. .
EUROPEAN JOURNAL OF RADIOLOGY, 2016, 85 (08) :1512-1518
[4]   Assessment of Whole Spine Vertebral Bone Marrow Fat Using Chemical Shift-Encoding Based Water-Fat MRI [J].
Baum, Thomas ;
Yap, Samuel P. ;
Dieckmeyer, Michael ;
Ruschke, Stefan ;
Eggers, Holger ;
Kooijman, Hendrik ;
Rummeny, Ernst J. ;
Bauer, Jan S. ;
Karampinos, Dimitrios C. .
JOURNAL OF MAGNETIC RESONANCE IMAGING, 2015, 42 (04) :1018-1023
[5]   Does vertebral bone marrow fat content correlate with abdominal adipose tissue, lumbar spine bone mineral density, and blood biomarkers in women with type 2 diabetes mellitus? [J].
Baum, Thomas ;
Yap, Samuel P. ;
Karampinos, Dimitrios C. ;
Nardo, Lorenzo ;
Kuo, Daniel ;
Burghardt, Andrew J. ;
Masharani, Umesh B. ;
Schwartz, Ann V. ;
Li, Xiaojuan ;
Link, Thomas M. .
JOURNAL OF MAGNETIC RESONANCE IMAGING, 2012, 35 (01) :117-124
[6]   Effects of Roux-en-Y gastric bypass and sleeve gastrectomy on bone mineral density and marrow adipose tissue [J].
Bredella, Miriam A. ;
Greenblatt, Logan B. ;
Eajazi, Alireza ;
Torriani, Martin ;
Yu, Elaine W. .
BONE, 2017, 95 :85-90
[7]   Ectopic and Serum Lipid Levels Are Positively Associated with Bone Marrow Fat in Obesity [J].
Bredella, Miriam A. ;
Gill, Corey M. ;
Gerweck, Anu V. ;
Landa, Melissa G. ;
Kumar, Vidhya ;
Daley, Scott M. ;
Torriani, Martin ;
Miller, Karen K. .
RADIOLOGY, 2013, 269 (02) :533-540
[8]   Vertebral Bone Marrow Fat Is Positively Associated With Visceral Fat and Inversely Associated With IGF-1 in Obese Women [J].
Bredella, Miriam A. ;
Torriani, Martin ;
Ghomi, Reza Hosseini ;
Thomas, Bijoy J. ;
Brick, Danielle J. ;
Gerweck, Anu V. ;
Rosen, Clifford J. ;
Klibanski, Anne ;
Miller, Karen K. .
OBESITY, 2011, 19 (01) :49-53
[9]   Texture analysis of vertebral bone marrow using chemical shift encoding-based water-fat MRI: a feasibility study [J].
Burian, E. ;
Subburaj, K. ;
Mookiah, M. R. K. ;
Rohrmeier, A. ;
Hedderich, D. M. ;
Dieckmeyer, M. ;
Diefenbach, M. N. ;
Ruschke, S. ;
Rummeny, E. J. ;
Zimmer, C. ;
Kirschke, J. S. ;
Karampinos, D. C. ;
Baum, T. .
OSTEOPOROSIS INTERNATIONAL, 2019, 30 (06) :1265-1274
[10]   Cooperative strategy for a dynamic ensemble of classification models in clinical applications: the case of MRI vertebral compression fractures [J].
Casti, Paola ;
Mencattini, Arianna ;
Nogueira-Barbosa, Marcello H. ;
Frighetto-Pereira, Lucas ;
Azevedo-Marques, Paulo Mazzoncini ;
Martinelli, Eugenio ;
Di Natale, Corrado .
INTERNATIONAL JOURNAL OF COMPUTER ASSISTED RADIOLOGY AND SURGERY, 2017, 12 (11) :1971-1983