Computer-based Cobb angle measurement using deflection points in adolescence idiopathic scoliosis from radiographic images

被引:11
作者
Al-Bashir, Areen K. [1 ]
Al-Abed, Mohammad A. [2 ]
Amari, Hala K. [1 ]
Al-Rousan, Fadi M. [3 ]
Bashmaf, Omar M. K. [3 ]
Abdulhay, Enas W. [1 ]
Al Abdi, Rabah M. [1 ]
Arunkumar, N. [4 ]
Bapu, B. R. Tapas [5 ]
Al-Basheer, Ahmad K. [6 ]
机构
[1] Jordan Univ Sci & Technol, Dept Biomed Engn, POB 3030, Irbid 22110, Jordan
[2] Hashemite Univ, Dept Biomed Engn, Zarqa 13133, Jordan
[3] Jordanian Royal Med Serv, Dept Orthoped, Amman 11855, Jordan
[4] Sastra Univ, Dept Elect & Instrumentat, Thajavur, India
[5] SA Engn Coll, Fac Elect & Commun Engn, Chennai, Tamil Nadu, India
[6] Med Coll Georgia, Dept Radiat Oncol, Augusta, GA 30912 USA
关键词
Adolescence idiopathic scoliosis; Digital radiography; Deflection points; Cobb angle; Automation; RELIABILITY;
D O I
10.1007/s00521-018-3614-y
中图分类号
TP18 [人工智能理论];
学科分类号
140502 [人工智能];
摘要
Idiopathic scoliosis treatment depends on the accurate assessment of the Cobb angle, which is usually performed manually. Manual measurements, however, can lead to observer variations, which depend on the correct selection of the curvature superior and inferior vertebrae in order to draw the needed lines for Cobb angle measurements. In this paper, we are proposing an algorithm to measure the Cobb angle semi-automatically. The algorithm is based on two processing phases in which each column in the raw X-ray image is reduced to two points representing the end points of the spine and containing its general structure and outline. These points are then used to fit a fifth-order polynomial. We hypothesize that the deflection points of the fitted curve represent the superior and inferior vertebrae of the scoliosis curvature. The deflection points were used to calculate the Cobb angle. The algorithm was tested on X-ray images from 28 subjects (14 females and 14 males, average age of 15.6 +/- 1.3years) diagnosed with adolescence idiopathic scoliosis. Three manual measurements were obtained, with manually measured Cobb angles ranging from of 10 degrees to 98 degrees. The mean of the standard deviation of the manual readings and the algorithm results was 5.28 degrees and 2.64 degrees, respectively, with mean abs error of 6.6 degrees and R value of 0.81. Excluding the cervical and rib cage touching scoliosis cases, the mean of the standard deviation of the manual readings and the algorithm results was 4.73 degrees and 2.35 degrees, respectively, with mean abs error of 3.78 degrees and R value of 0.94. From the results, we can conclude that our proposed algorithm can minimize and simplify user intervention, thus allowing easier and more accurate Cobb angles measurements and resulting in a shorter diagnosis time and requiring no special skills from the user.
引用
收藏
页码:1547 / 1561
页数:15
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