Statistical Shape Modeling of US Images to Predict Hip Dysplasia Development in Infants

被引:4
|
作者
Bonsel, Joshua M. [1 ,2 ]
Gielis, Willem Paul [1 ]
Pollet, Virginie [3 ]
Weinans, Harrie H. [1 ]
Sakkers, Ralph J. B. [1 ]
机构
[1] Univ Med Ctr Utrecht, Dept Orthoped Surg, Lundlaan 6, NL-3384 EA Utrecht, Netherlands
[2] Erasmus MC, Dept Orthoped Surg, Rotterdam, Netherlands
[3] Royal Manchester Childrens Hosp, Dept Pediat Orthoped Surg, Manchester, Lancs, England
关键词
OSTEOARTHRITIS; DISLOCATION; MANAGEMENT; DIAGNOSIS; RISK;
D O I
10.1148/radiol.211057
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: The current widely applied Graf classification used on US images for developmental dysplasia of the hip in infants does not enable prediction of the development and outcome of well-centered stable dysplastic hips (Graf type II). Purpose: To use statistical shape modeling on US images to identify acetabular shape characteristics of Graf type II hips, which enable prediction of the development of Graf type II hips, and to identify which hips benefit from Pavlik harness treatment. Materials and Methods: In this secondary analysis of a prospective multicenter randomized trial on treatment of 104 infants aged 3-4 months with Graf type IIb or IIc hip dysplasia conducted between 2009 and 2015, a statistical shape model was developed on baseline US images. With multivariable logistic regression adjusted for infant sex and treatment (Pavlik harness treatment vs active observation), shape modes were correlated with the outcomes of persistent hip dysplasia on US images (alpha angle < 60 degrees) after 12-week follow-up and residual hip dysplasia on pelvic radiographs (Tonnis classification: acetabular index greater than 2 standard deviations) around 1 year of age. An interaction term (treatment with mode) was used to investigate if this result depended on treatment. Results: Baseline US images were available in 97 infants (mean age, 3.37 years +/- 0.43 [standard deviation]; 89 [92%] girls; 90 cases of Graf type IIb hip dysplasia; 52 cases treated with Pavlik harness). Shape modes 2 and 3 of the statistical shape modeling were associated with persistent hip dysplasia on US images (odds ratio [OR] = 0.43; P =.007 and OR = 2.39; P =.02, respectively). Mode 2 was also associated with residual hip dysplasia on pelvic radiographs (OR = 0.09; P =.002). The interaction term remained significant after multivariable analysis, indicating that Pavlik harness treatment was beneficial in patients with negative mode 2 values (OR = 12.46; P =.01). Conclusion: Statistical shape modeling of US images of infants with Graf type II dysplastic hips predicted which hips developed to normal or remained dysplastic and identified hips that benefited from Pavlik harness treatment. (C) RSNA, 2022
引用
收藏
页数:8
相关论文
共 50 条
  • [21] Eosinophil-derived neurotoxin in urine may predict the development of bronchopulmonary dysplasia in preterm infants
    Choi, Sun Hee
    Rha, Yeong Ho
    Bae, Chong Woo
    Chang, Ji Young
    EUROPEAN RESPIRATORY JOURNAL, 2013, 42
  • [22] Evaluation of the labrum on postoperative magnetic resonance images: a predictor of acetabular development in developmental dysplasia of the hip
    Tetsunaga, Tomonori
    Tetsunaga, Tomoko
    Akazawa, Hirofumi
    Yamada, Kazuki
    Furumatsu, Takayuki
    Ozaki, Toshifumi
    HIP INTERNATIONAL, 2022, 32 (06) : 800 - 806
  • [23] 4D statistical shape modeling of the left ventricle in cardiac MR images
    Shahrooz Faghih Roohi
    Reza Aghaeizadeh Zoroofi
    International Journal of Computer Assisted Radiology and Surgery, 2013, 8 : 335 - 351
  • [24] 4D statistical shape modeling of the left ventricle in cardiac MR images
    Roohi, Shahrooz Faghih
    Zoroofi, Reza Aghaeizadeh
    INTERNATIONAL JOURNAL OF COMPUTER ASSISTED RADIOLOGY AND SURGERY, 2013, 8 (03) : 335 - 351
  • [25] Development of a family-centred core outcome set for infants with developmental dysplasia of the hip treated with a brace
    Craven, J.
    O'Malley, O.
    Perry, D. C.
    BONE & JOINT OPEN, 2025, 6 (01): : 21 - 25
  • [26] Angiopoietin-1 and Endostatin Levels in Cord Plasma Predict the Development of Bronchopulmonary Dysplasia in Preterm Infants
    Mohamed, Walid Abdel Wahab
    Niyazy, Walid H.
    Mahfouz, Ahmed A.
    JOURNAL OF TROPICAL PEDIATRICS, 2011, 57 (05) : 385 - 388
  • [27] Localization-aware Deep Learning Framework for Statistical Shape Modeling Directly from Images
    Ukey, Janmesh
    Elhabian, Shireen
    MEDICAL IMAGING WITH DEEP LEARNING, VOL 227, 2023, 227 : 1910 - 1922
  • [28] The morphological variation of acetabular defects in revision total hip arthroplasty-A statistical shape modeling approach
    Meynen, Alexander
    Vles, Georges
    Zadpoor, Amir A.
    Mulier, Michiel
    Scheys, Lennart
    JOURNAL OF ORTHOPAEDIC RESEARCH, 2021, 39 (11) : 2419 - 2427
  • [29] Developmental dysplasia of the hip: can contrast-enhanced MRI predict the development of avascular necrosis following surgery?
    Jie C. Nguyen
    Susan J. Back
    Christian A. Barrera
    Maya Patel
    Michael K. Nguyen
    Shijie Hong
    Wudbhav N. Sankar
    Skeletal Radiology, 2021, 50 : 389 - 397
  • [30] Developmental dysplasia of the hip: can contrast-enhanced MRI predict the development of avascular necrosis following surgery?
    Nguyen, Jie C.
    Back, Susan J.
    Barrera, Christian A.
    Patel, Maya
    Nguyen, Michael K.
    Hong, Shijie
    Sankar, Wudbhav N.
    SKELETAL RADIOLOGY, 2021, 50 (02) : 389 - 397