MRI-based Texture Analysis of Infrapatellar Fat Pad to Predict Knee Osteoarthritis Incidence

被引:51
|
作者
Li, Jia [1 ,2 ]
Fu, Shuai [3 ]
Gong, Ze [4 ,5 ]
Zhu, Zhaohua [1 ]
Zeng, Dong [3 ]
Cao, Peihua [1 ]
Lin, Ting [6 ]
Chen, Tianyu [1 ,7 ]
Wang, Xiaoshuai [1 ]
Lartey, Richard [8 ]
Kwoh, C. Kent [9 ,10 ]
Guermazi, Ali [11 ]
Roemer, Frank W. [11 ,12 ]
Hunter, David J. [1 ,13 ,14 ]
Ma, Jianhua [3 ]
Ding, Changhai [1 ,15 ]
机构
[1] Southern Med Univ, Zhujiang Hosp, Clin Res Ctr, Guangzhou, Guangdong, Peoples R China
[2] Southern Med Univ, Nanfang Hosp, Dept Orthoped, Guangzhou, Guangdong, Peoples R China
[3] Southern Med Univ, Sch Biomed Engn, Guangzhou, Peoples R China
[4] Southern Med Univ, Zhujiang Hosp, Dept Rehabil Med, Guangzhou, Peoples R China
[5] Southern Med Univ, Sch Rehabil Med, Guangzhou, Peoples R China
[6] Southern Med Univ, Zhujiang Hosp, Dept Radiol, Guangzhou, Peoples R China
[7] Southern Med Univ, Dept Orthoped, Affiliated Hosp 3, Guangzhou, Peoples R China
[8] Cleveland Clin, Lerner Res Inst, Dept Biomed Engn, Cleveland, OH 44106 USA
[9] Univ Arizona, Coll Med, Tucson, AZ USA
[10] Univ Pittsburgh, Grad Sch Publ Hlth, Pittsburgh, PA USA
[11] Boston Univ, Sch Med, VA Boston Healthcare Syst, Dept Radiol, Boston, MA USA
[12] Univ Erlangen Nurnberg, Dept Radiol, Erlangen, Germany
[13] Royal North Shore Hosp, Dept Rheumatol, Sydney, NSW, Australia
[14] Univ Sydney, Sydney Musculoskeletal Hlth, Kolling Inst, Sydney, NSW, Australia
[15] Univ Tasmania, Menzies Inst Med Res, Hobart, Tas, Australia
基金
美国国家卫生研究院; 中国国家自然科学基金;
关键词
SIGNAL INTENSITY; OA;
D O I
10.1148/radiol.212009
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
Background Infrapatellar fat pad (IPFP) quality has been implicated as a marker for predicting knee osteoarthritis (KOA); however, no valid quantification for subtle IPFP abnormalities has been established. Purpose To investigate whether MRI-based three-dimensional texture analysis of IPFP abnormalities could help predict incident radiographic KOA. Materials and Methods In this prospective nested case-control study, 690 participants whose knees were at risk for KOA were included from the Pivotal Osteoarthritis Initiative MRI Analyses incident osteoarthritis cohort. All knees had a Kellgren-Lawrence grade of 1 or less at baseline. During the 4-year follow-up, case participants were matched 1:1 to control participants, with incident radiographic KOA as the outcome. MRI scans were segmented at the incident time point of KOA (hereafter, P0), 1 year before P0 (hereafter, P-1), and baseline. MRI-based three-dimensional texture analysis was performed to extract IPFP texture features. Least absolute shrinkage and selection operator and multivariable logistic regressions were applied in the development cohort and evaluated in the test cohort. The area under the receiver operating characteristic curve (AUC) was used to evaluate the discriminative value of the clinical score, IPFP texture score, and MRI Osteoarthritis Knee Score. Results Participants were allocated to development (n = 500, 340 women; mean age, 60 years) and test (n = 190, 120 women; mean age, 61 years) cohorts. In both cohorts, IPFP texture scores (AUC >= 0.75 for all) showed greater discrimination than clinical scores (AUC <= 0.69 for all) at baseline, P-1, and P0, with significant differences in pairwise comparisons (P <= .002 for all). Greater predictive and concurrent validities of IPFP texture scores (AUC >= 0.75 for all) compared with MRI Osteoarthritis Knee Scores (AUC <= 0.66 for all) were also demonstrated (P < .001 for all). Conclusion MRI-based three-dimensional texture of the infrapatellar fat pad was associated with future development of knee osteoarthritis. (C) RSNA, 2022
引用
收藏
页码:611 / 621
页数:11
相关论文
共 50 条
  • [31] Role of infrapatellar fat pad in pathological process of knee osteoarthritis: Future applications in treatment
    Li-Feng Jiang
    Jing-Hua Fang
    Li-Dong Wu
    World Journal of Clinical Cases, 2019, (16) : 2134 - 2142
  • [32] Proteomic and lipidomic landscape of the infrapatellar fat pad and its clinical significance in knee osteoarthritis
    Tu, Bizhi
    Zhu, Zheng
    Lu, Peizhi
    Fang, Run
    Peng, Cheng
    Tong, Jun
    Ning, Rende
    BIOCHIMICA ET BIOPHYSICA ACTA-MOLECULAR AND CELL BIOLOGY OF LIPIDS, 2024, 1869 (06):
  • [33] Role of infrapatellar fat pad in pathological process of knee osteoarthritis: Future applications in treatment
    Jiang, Li-Feng
    Fang, Jing-Hua
    Wu, Li-Dong
    WORLD JOURNAL OF CLINICAL CASES, 2019, 7 (16) : 2134 - 2142
  • [34] Association between infrapatellar fat pad ultrasound elasticity and anterior knee pain in patients with knee osteoarthritis
    Yoshinori Satake
    Masashi Izumi
    Koji Aso
    Masahiko Ikeuchi
    Scientific Reports, 13
  • [35] Association between infrapatellar fat pad ultrasound elasticity and anterior knee pain in patients with knee osteoarthritis
    Satake, Yoshinori
    Izumi, Masashi
    Aso, Koji
    Ikeuchi, Masahiko
    SCIENTIFIC REPORTS, 2023, 13 (01)
  • [36] LONGITUDINAL CHANGE IN INFRAPATELLAR FAT PAD VOLUME AND MRI SIGNAL PRIOR TO TOTAL KNEE REPLACEMENT - DATA FROM THE OSTEOARTHRITIS INITIATIVE
    Ruhdorfer, A. S.
    Wirth, W.
    Deorrenberg, J.
    Kwoh, C. K.
    Hunter, D. J.
    Eckstein, F.
    OSTEOARTHRITIS AND CARTILAGE, 2017, 25 : S74 - S75
  • [37] Inflammatory Cells in Patients with Endstage Knee Osteoarthritis: A Comparison between the Synovium and the Infrapatellar Fat Pad
    Klein-Wieringa, Inge R.
    de lange-Brokaar, Badelog J. E.
    Yusuf, Erlangga
    Andersen, Stefan N.
    Kwekkeboom, Joanneke C.
    Kroon, Herman M.
    van Osch, Gerjo J. V. M.
    Zuurmond, Anne-Marie
    Stojanovic-Susulic, Vedrana
    Nelissen, Rob G. H. H.
    Toes, Rene E. M.
    Kloppenburg, Margreet
    Ioan-Facsinay, Andreea
    JOURNAL OF RHEUMATOLOGY, 2016, 43 (04) : 771 - 778
  • [38] Preoperative MRI to plan infrapatellar fat pad resection during total knee arthroplasty
    Binks, Matthew J.
    Vlok, R.
    Holyoak, R.
    Melhuish, T.
    White, L.
    ANNALS OF THE RHEUMATIC DISEASES, 2017, 76 (09)
  • [39] Fibroma of tendon sheath of the infrapatellar fat pad in the knee
    Okada, Junkou
    Shinozaki, Tetsuya
    Hirato, Junko
    Yanagawa, Takashi
    Takagishi, Kenji
    CLINICAL IMAGING, 2009, 33 (05) : 406 - 408
  • [40] Quantitative infrapatellar fat pad signal intensity alteration as an imaging biomarker of knee osteoarthritis progression
    Cen, Han
    Yan, Qingran
    Meng, Tao
    Chen, Zhongshan
    Zhu, Jimin
    Wang, Yuanyuan
    Ruan, Guangfeng
    Wang, Tian
    Han, Weiyu
    Hunter, David
    Ding, Changhai
    RMD OPEN, 2023, 9 (01):