ورود
مقالات فارسیISIکنفرانسهاژورنالها

Radiomics analysis on blood-pool phase of bone scintigraphy for the diagnosis of Juvenile Idiopathic Arthritis

محل انتشار: مجله پزشکی هسته ای ایران، دوره: 32، شماره: 1
سال انتشار: 1403
نوع سند: مقاله ژورنالی
زبان: انگلیسی
مشاهده: 68

فایل این مقاله در 8 صفحه با فرمت PDF قابل دریافت می باشد

استخراج به نرم افزارهای پژوهشی:

لینک ثابت به این مقاله:
https://civilica.com/doc/1897346

شناسه ملی سند علمی:

JR_IRJNM-32-1_011

تاریخ نمایه سازی: 8 بهمن 1402

چکیده مقاله:

Introduction: Diagnosing Juvenile Idiopathic Arthritis (JIA) presents challenges due to symptom variations, clinical-radiologic delays, and the absence of definitive diagnostic tools. This study aimed to evaluate the diagnostic capability of radiomic features derived from blood pool phase images obtained through bone scintigraphy in JIA.Methods: A cohort of ۱۹۰ patients was included, utilizing the area between knee growth plates as the region of interest (ROI) for extracting image features. After preprocessing, quantitative features were extracted from original and filtered images. A recursive feature elimination (RFE) algorithm identified significant features, subsequently employed in training a random forest classifier.Results: In the validation phase, our radiomic model, comprising ۱۴ features (۴ original and ۱۰ filtered image features), achieved an area under the receiver operating characteristic curve (AUC) of ۰.۸۹ (۹۵% CI: ۰.۸۸–۰.۹۲). This robust performance confirmed the efficacy of radiomics in identifying active knee arthritis using technetium–۹۹m-methyl diphosphonate blood pool images in JIA patients.Conclusion: This study highlights the diagnostic accuracy of radiomics in discerning arthritic joints, suggesting its potential as an alternative to conventional quantification techniques. The robustness of radiomics in diagnosing arthritic joints signifies a promising avenue for future research in JIA diagnosis and treatment.

کلیدواژه ها:

Juvenile Idiopathic Arthritis ، Nuclear medicine ، Machine learning ، Bone scintigraphy

نویسندگان

Marzieh Ebrahimi

Department of Medical Physics, School of Medicine, Iran University of Medical Sciences, Tehran, Iran

Zeinab Paymani

Department of Nuclear Medicine, Children’s Medical Center, Tehran University of Medical Sciences, Tehran, Iran

Mostafa Nazari

Department of Nuclear Medicine, Children’s Medical Center, Tehran University of Medical Sciences, Tehran, Iran

Hossien Kian Ara

Department of Mathematics and Computer Science, Shahed University, Tehran, Iran

Nafiseh Alemohammad

Department of Mathematics and Computer Science, Shahed University, Tehran, Iran

Fatemeh Tahghigi Sharabian

Department of Pediatric Rheumatology, Children’s Medical Center, Tehran University of Medical Sciences, Tehran, Iran

Molood Gooniband Shooshtari

Department of Medical Physics, School of Medicine, Iran University of Medical Sciences, Tehran, Iran

مراجع و منابع این مقاله:

لیست زیر مراجع و منابع استفاده شده در این مقاله را نمایش می دهد. این مراجع به صورت کاملا ماشینی و بر اساس هوش مصنوعی استخراج شده اند و لذا ممکن است دارای اشکالاتی باشند که به مرور زمان دقت استخراج این محتوا افزایش می یابد. مراجعی که مقالات مربوط به آنها در سیویلیکا نمایه شده و پیدا شده اند، به خود مقاله لینک شده اند :
  • Petty RE, Southwood TR, Manners P, Baum J, Glass DN, ...
  • Giancane G, Consolaro A, Lanni S, Davì S, Schiappapietra B, ...
  • Prince FHM, Otten MH, Suijlekom-Smit LWAv. Diagnosis and management of ...
  • Packham JC, Hall MA. Long-term follow-up of ۲۴۶ adults with ...
  • Gardner-Medwin JM, Irwin G, Johnson K. MRI in juvenile idiopathic ...
  • McKay GM, Cox LA, Long BW. Imaging juvenile idiopathic arthritis: ...
  • Gylys-Morin VM, Graham TB, Blebea JS, Dardzinski BJ, Laor T, ...
  • Sudoł-Szopińska I, Kontny E, Maśliński W, Prochorec-Sobieszek M, Kwiatkowska B, ...
  • Ostrowska M, Maśliński W, Prochorec-Sobieszek M, Nieciecki M, Sudoł-Szopińska I. ...
  • Ording Muller L-S, Humphries P, Rosendahl K. The joints in ...
  • Lee JW, Jung KJ, Lee SM, Chang SH. Clinical use ...
  • Yoo IR. Bone SPECT/CT of the foot and ankle: potential ...
  • Sandrock D, Backhaus M, Burmester G, Munz DL. Imaging techniques ...
  • Kim JY, Choi YY, Kim CW, Sung Y-K, Yoo D-H. ...
  • Gillies RJ, Kinahan PE, Hricak H. Radiomics: images are more ...
  • Lambin P, Leijenaar RTH, Deist TM, Peerlings J, de Jong ...
  • van Timmeren JE, Cester D, Tanadini-Lang S, Alkadhi H, Baessler ...
  • Papathanassiou D, Bruna-Muraille C, Jouannaud C, Gagneux-Lemoussu L, Eschard JP, ...
  • Masaoka S. Evaluation of arterial obstructive leg and foot disease ...
  • Cohen JF, Korevaar DA, Altman DG, Bruns DE, Gatsonis CA, ...
  • Lassmann M, Biassoni L, Monsieurs M, Franzius C. The new ...
  • Fedorov A, Beichel R, Kalpathy-Cramer J, Finet J, Fillion-Robin J-C, ...
  • Thévenaz P, Blue T, Unser M. Image interpolation and resampling. ...
  • Zwanenburg A, Vallières M, Abdalah MA, Aerts HJWL, Andrearczyk V, ...
  • Biau G, Scornet E. A random forest guided tour. Test. ...
  • Alam J, Jantan I, Bukhari SNA. Rheumatoid arthritis: recent advances ...
  • Goronzy JJ, Weyand CM. Developments in the scientific understanding of ...
  • Hemke R, Nusman CM, van der Heijde DM, Doria AS, ...
  • Demircioğlu A. The effect of preprocessing filters on predictive performance ...
  • Patra J, Moulick HN, Manna AK. Medical Image Processing in ...
  • Berná L, Torres G, Diez C, Estorch M, Martínez-Duncker D, ...
  • Fisher B, Frank J, Taylor P. Do Tc-۹۹m-diphosphonate bone scans ...
  • Lee JW, Chang SH, Jang SJ, Park HJ, Lee SM, ...
  • Kim JY, Cho S-K, Han M, Choi YY, Bae S-C, ...
    • نمایش کامل مراجع