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
  • [1] Quantitative evaluation of the infrapatellar fat pad in knee osteoarthritis: MRI-based radiomic signature
    Ye, Qin
    He, Dong
    Ding, Xiaonan
    Wang, Yajie
    Wei, Yuguo
    Liu, Jing
    BMC MUSCULOSKELETAL DISORDERS, 2023, 24 (01)
  • [2] Quantitative evaluation of the infrapatellar fat pad in knee osteoarthritis: MRI-based radiomic signature
    Qin Ye
    Dong He
    Xiaonan Ding
    Yajie Wang
    Yuguo Wei
    Jing Liu
    BMC Musculoskeletal Disorders, 24
  • [3] Infrapatellar Fat Pad and Knee Osteoarthritis
    Zeng, Ni
    Yan, Zhi-Peng
    Chen, Xin-Yuan
    Ni, Guo-Xin
    AGING AND DISEASE, 2020, 11 (05): : 1317 - 1328
  • [4] Infrapatellar fat pad area on knee MRI: does it correlate with the extent of knee osteoarthritis?
    Eman Ragab
    Dena Serag
    Egyptian Journal of Radiology and Nuclear Medicine, 52
  • [5] Infrapatellar fat pad area on knee MRI: does it correlate with the extent of knee osteoarthritis?
    Ragab, Eman
    Serag, Dena
    EGYPTIAN JOURNAL OF RADIOLOGY AND NUCLEAR MEDICINE, 2021, 52 (01):
  • [6] MORPHOLOGICAL ANALYSIS OF INFRAPATELLAR FAT PAD IN PATIENTS WITH KNEE OSTEOARTHRITIS
    Satake, Y.
    Izumi, M.
    Aso, K.
    Sugimura, N.
    Igarashi, Y.
    Ikeuchi, M.
    OSTEOARTHRITIS AND CARTILAGE, 2020, 28 : S298 - S299
  • [7] From Morphology to Biomarker: Quantitative Texture Analysis of the Infrapatellar Fat Pad Reliably Predicts Knee Osteoarthritis
    Fischer, Michael A.
    RADIOLOGY, 2022, 304 (03) : 622 - 623
  • [8] An emerging player in knee osteoarthritis: the infrapatellar fat pad
    Ioan-Facsinay, Andreea
    Kloppenburg, Margreet
    ARTHRITIS RESEARCH & THERAPY, 2013, 15 (06)
  • [9] An emerging player in knee osteoarthritis: the infrapatellar fat pad
    Andreea Ioan-Facsinay
    Margreet Kloppenburg
    Arthritis Research & Therapy, 15
  • [10] Infrapatellar fat pad in the knee: is local fat good or bad for knee osteoarthritis?
    Weiyu Han
    Shiji Cai
    Zhenhua Liu
    Xingzhong Jin
    Xia Wang
    Benny Antony
    Yuelong Cao
    Dawn Aitken
    Flavia Cicuttini
    Graeme Jones
    Changhai Ding
    Arthritis Research & Therapy, 16