Automated T2-mapping of the Menisci From Magnetic Resonance Images in Patients with Acute Knee Injury

被引:11
|
作者
Paproki, Anthony [1 ,2 ,3 ]
Engstrom, Craig [4 ]
Strudwick, Mark [2 ]
Wilson, Katharine J. [5 ]
Surowiec, Rachel K. [5 ]
Ho, Charles [5 ]
Crozier, Stuart [2 ]
Fripp, Jurgen [3 ]
机构
[1] Royal Brisbane & Womens Hosp, CSIRO, Australian E Hlth Res Ctr, Level 5 UQ Hlth Sci Bldg, Herston, Qld 4029, Australia
[2] Univ Queensland, Sch Informat Technol & Elect Engn, St Lucia, Qld 4072, Australia
[3] CSIRO, Australian E Hlth Res Ctr, Herston, Qld, Australia
[4] Univ Queensland, Sch Human Movement Studies, St Lucia, Qld 4072, Australia
[5] Steadman Philippon Res Inst, 181 West Meadow Dr,Suite 1000, Vail, CO 81657 USA
基金
英国医学研究理事会; 澳大利亚研究理事会;
关键词
Magnetic resonance imaging; knee menisci; T2; Mapping; segmentation; relaxation; acute injury; image processing; HEALTHY-SUBJECTS; RELAXATION-TIME; MR-IMAGES; CARTILAGE; OSTEOARTHRITIS; SEGMENTATION; T2; REPAIR; TISSUE; MENISCECTOMY;
D O I
10.1016/j.acra.2017.03.025
中图分类号
R8 [特种医学]; R445 [影像诊断学];
学科分类号
1002 ; 100207 ; 1009 ;
摘要
Rationale and Objectives: This study aimed to evaluate the accuracy of an automated method for segmentation and T2 mapping of the medial meniscus (MM) and lateral meniscus (LM) in clinical magnetic resonance images from patients with acute knee injury. Materials and Methods: Eighty patients scheduled for surgery of an anterior cruciate ligament or meniscal injury underwent magnetic resonance imaging of the knee (multiplanar two-dimensional [2D] turbo spin echo [TSE] or three-dimensional [3D]-TSE examinations, T2 mapping). Each meniscus was automatically segmented from the 2D-TSE (composite volume) or 3D-TSE images, auto-partitioned into anterior, mid, and posterior regions, and co-registered onto the T2 maps. The Dice similarity index (spatial overlap) was calculated between automated and manual segmentations of 2D-TSE (15 patients), 3D-TSE (16 patients), and corresponding T2 maps (31 patients). Pearson and intraclass correlation coefficients (ICC) were calculated between automated and manual T2 values. T2 values were compared (Wilcoxon rank sum tests) between torn and non-torn menisci for the subset of patients with both manual and automated segmentations to compare statistical outcomes of both methods. Results: The Dice similarity index values for the 2D-TSE, 3D-TSE, and T2 map volumes, respectively, were 76.4%, 84.3%, and 75.2% for the MM and 76.4%, 85.1%, and 76.1% for the LM. There were strong correlations between automated and manual T2 values (r(MM) = 0.95, ICCMM = 0.94; r(LM) = 0.97, ICCLM = 0.97). For both the manual and the automated methods, T2 values were significantly higher in torn than in non-torn MM for the full meniscus and its subregions (P <.05). Non-torn LM had higher T2 values than non-torn MM (P <.05). Conclusions: The present automated method offers a promising alternative to manual T2 mapping analyses of the menisci and a considerable advance for integration into clinical workflows. Key Words: Magnetic resonance imaging; knee menisci; T2 Mapping; segmentation; T2 relaxation; acute injury; image processing.
引用
收藏
页码:1295 / 1304
页数:10
相关论文
共 50 条
  • [21] The value of magnetic resonance diffusion weighted imaging sequence and T2 mapping imaging technology in evaluating knee joint defects
    Huang, C. Z.
    Lin, C. K.
    Fu, Q. M.
    Huang, J. H.
    Jia, N. L.
    Chen, Y.
    INTERNATIONAL JOURNAL OF RADIATION RESEARCH, 2024, 22 (02): : 271 - 275
  • [22] Magnetic resonance imaging T1- and T2-mapping to assess renal structure and function: a systematic review and statement paper
    Wolf, Marcos
    de Boer, Anneloes
    Sharma, Kanishka
    Boor, Peter
    Leiner, Tim
    Sunder-Plassmann, Gere
    Moser, Ewald
    Caroli, Anna
    Jerome, Neil Peter
    NEPHROLOGY DIALYSIS TRANSPLANTATION, 2018, 33 : II41 - II50
  • [23] THE USE OF DELAYED GADOLINIUM ENHANCED MAGNETIC RESONANCE IMAGING OF CARTILAGE AND T2 MAPPING TO EVALUATE ARTICULAR CARTILAGE IN THE NORMAL CANINE ELBOW
    Wucherer, Katja L.
    Ober, Christopher P.
    Conzemius, Michael G.
    VETERINARY RADIOLOGY & ULTRASOUND, 2012, 53 (01) : 57 - 63
  • [24] Prognostic Value of Myocardial Extracellular Volume Fraction and T2-mapping in Heart Transplant Patients
    Chaikriangkrai, Kongkiat
    Abbasi, Muhannad Aboud
    Sarnari, Roberto
    Dolan, Ryan
    Lee, Daniel
    Anderson, Allen S.
    Ghafourian, Kambiz
    Khan, Sadiya S.
    Vorovich, Esther E.
    Rich, Jonathan D.
    Wilcox, Jane E.
    Blaisdell, Julie A.
    Yancy, Clyde W.
    Carr, James
    Markl, Michael
    JACC-CARDIOVASCULAR IMAGING, 2020, 13 (07) : 1521 - 1530
  • [25] Diagnostic Evaluation of Articular Cartilage of the Knee Joint: Value of Adding T2 Mapping Sequence to a Routine Magnetic Resonance Imaging Protocol
    Farook, Abdul Khader
    Kandru, Lakshmi Aparna
    Elangovan, Vivek
    Farook, Abubacker Sulaiman
    Magudeeswaran, Praveen Kumar
    INTERNATIONAL JOURNAL OF SCIENTIFIC STUDY, 2016, 4 (02) : 233 - 236
  • [26] DADP: Dynamic abnormality detection and progression for longitudinal knee magnetic resonance images from the Osteoarthritis Initiative
    Huang, Chao
    Xu, Zhenlin
    Shen, Zhengyang
    Luo, Tianyou
    Li, Tengfei
    Nissman, Daniel
    Nelson, Amanda
    Golightly, Yvonne
    Niethammer, Marc
    Zhu, Hongtu
    MEDICAL IMAGE ANALYSIS, 2022, 77
  • [27] Evaluating the mandibular condyles of patients with osteoarthritis for bone marrow abnormalities using magnetic resonance T2 mapping
    Shigeno, Kenichiro
    Sasaki, Yoshinori
    Otonari-Yamamoto, Mika
    Ohata, Hitoshi
    Shibahara, Takahiko
    ORAL RADIOLOGY, 2019, 35 (03) : 272 - 279
  • [28] Quantitative evaluation of ankle cartilage in asymptomatic adolescent football players after season by T2-mapping magnetic resonance imaging
    Sipin Luo
    Yi Cao
    Peng Hu
    Nan Wang
    Yeda Wan
    BioMedical Engineering OnLine, 20
  • [29] Quantitative evaluation of ankle cartilage in asymptomatic adolescent football players after season by T2-mapping magnetic resonance imaging
    Luo, Sipin
    Cao, Yi
    Hu, Peng
    Wang, Nan
    Wan, Yeda
    BIOMEDICAL ENGINEERING ONLINE, 2021, 20 (01)
  • [30] T1rho MRI at 3T of Menisci in Patients With Acute Anterior Cruciate Ligament (ACL) Injury
    Wang, Ligong
    Chang, Gregory
    Bencardino, Jenny
    Babb, James S.
    Rokito, Andrew
    Jazrawi, Laith
    Sherman, Orrin
    Regatte, Ravinder R.
    JOURNAL OF MAGNETIC RESONANCE IMAGING, 2015, 41 (02) : 544 - 549