Data Mining in Medicine: Relationship of Scoliotic Spine Curvature to the Movement Sequence of Lateral Bending Positions

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• 关键词：Adolescent idiopathic scoliosis ; Lateral bending positions ; Multi ; body kinematic model ; Spine curvature ; Spine movement sequence
• 刊名：Lecture Notes in Computer Science
• 出版年：2016
• 出版时间：2016
• 年：2016
• 卷：9728
• 期：1
• 页码：29-40
• 全文大小：2,268 KB
• 参考文献：1.Cobb, J.: Outline for the study of scoliosis. Instr. Course Lect. 5, 261–275 (1948)
  2.Duke, K., et al.: Biomechanical simulations of scoliotic spine correction due to prone position and anaesthesia prior to surgical instrumentation. Clin. Biomech. 20(9), 923–931 (2005)CrossRef
  3.Lenke, L.G., et al.: Adolescent idiopathic scoliosis a new classification to determine extent of spinal arthrodesis. J. Bone Joint Surg. 83(8), 1169–1181 (2001)
  4.Stokes, I.: Three-dimensional terminology of spinal deformity (2001). http://​www.​srs.​org/​professionals/​glossary/​SRS_​3D_​terminology.​htm . Accessed 29 Dec 2014
  5.Wilk, B., et al.: The effect of scoliosis fusion on spinal motion: a comparison of fused and nonfused patients with idiopathic scoliosis. Spine 31(3), 309–314 (2006)CrossRef
  6.Poussa, M., Mellin, G.: Spinal mobility and posture in adolescent idiopathic scoliosis at three stages of curve magnitude. Spine 17(7), 757–760 (1992)CrossRef
  7.Hresko, M.T., et al.: A comparison of methods for measuring spinal motion in female patients with adolescent idiopathic scoliosis. J. Pediatr. Orthop. 26(6), 758–763 (2006)CrossRef
  8.Perret, C., et al.: Pelvic mobility when bending forward in standing position: validity and reliability of 2 motion analysis devices. Arch. Phy. Med. Rehabil. 82(2), 221–226 (2001)CrossRef
  9.Wong, K.W., et al.: The flexion–extension profile of lumbar spine in 100 healthy volunteers. Spine 29(15), 1636–1641 (2004)CrossRef
  10.Reamy, B.V., Slakey, J.B.: Adolescent idiopathic scoliosis: review and current concepts. Am. Fam. Physician 64(1), 111–116 (2001)
  11.Keenan, B.E., et al.: Segmental torso masses in adolescent idiopathic scoliosis. Clin. Biomech. 29(7), 773–779 (2014)CrossRef
  12.Tan, K.-J., et al.: Curve progression in idiopathic scoliosis: follow-up study to skeletal maturity. Spine 34(7), 697–700 (2009)CrossRef
  13.O’Brien, M.F., et al.: Spinal Deformity Study Group Radiographic Measurement Manual. Medtronic Sofamor Danek, Memphis (2004)
  14.Stokes, I.A.: Three-dimensional terminology of spinal deformity: a report presented to the scoliosis research society by the scoliosis research society working group on 3-D terminology of spinal deformity. Spine 19(2), 236–248 (1994)CrossRef
  15.Lenke, L.: SRS Terminology committee and working group on spinal classification revised glossary of terms (2000). http://​www.​srs.​org/​professionals/​glossary/​SRS_​revised_​glossary_​of_​terms.​htm . Accessed 21 July 2015
  16.Bridwell, K.H., DeWald, R.L.: The Textbook of Spinal Surgery. Wolters Kluwer Health, New York (2012)
  17.Richards, B.S., et al.: Assessment of trunk balance in thoracic scoliosis. Spine 30(14), 1621–1626 (2005)CrossRef
  18.Jalalian, A., Gibson, I., Tay, E.H.: Computational biomechanical modeling of scoliotic spine: challenges and opportunities. Spine Deformity 1(6), 401–411 (2013)CrossRef
  19.Jalalian, A., et al.: A review of computer simulation of spine biomechanics for the treatment of scoliosis. In: The 5th TSME International Conference on Mechanical Engineering. The Empress, Chiang Mai, Thailand (2014)
  20.Denavit, J.: A kinematic notation for lower-pair mechanisms based on matrices, trans, of the ASME. J. Appl. Mech. 22, 215–221 (1955)MathSciNet MATH
  21.Jalalian, A., Tay, E.H., Arastehfar, S., Liu, G.: A patient-specific multibody kinematic model for representation of the scoliotic spine movement in frontal plane of the human body. Multibody Syst. Dyn. Accepted
  22.Jeffries, B., et al.: Computerized measurement and analysis of scoliosis: a more accurate representation of the shape of the curve. Radiology 134(2), 381–385 (1980)CrossRef
  23.Koreska, J., Smith, J.: Portable desktop computer-aided digitiser system for the analysis of spinal deformities. Med. Biol. Eng. Comput. 20(6), 715–726 (1982)CrossRef
  24.Colton, T.: Statistics in Medicine, p. 164. Little Brown, Boston (1974)
  
• 作者单位：Athena Jalalian (14)
  Francis E. H. Tay (14)
  Gabriel Liu (15)
  
  14. Department of Mechanical Engineering, Faculty of Engineering, National University of Singapore, 9 Engineering Drive 1, Singapore, 117575, Singapore
  15. Department of Orthopedic Surgery, National University of Singapore, Singapore, Singapore
  
• 丛书名：Advances in Data Mining. Applications and Theoretical Aspects
• ISBN：978-3-319-41561-1
• 刊物类别：Computer Science
• 刊物主题：Artificial Intelligence and Robotics
  Computer Communication Networks
  Software Engineering
  Data Encryption
  Database Management
  Computation by Abstract Devices
  Algorithm Analysis and Problem Complexity
  
• 出版者：Springer Berlin / Heidelberg
• ISSN：1611-3349
• 卷排序：9728

文摘

We aim to determine relationships between scoliotic spine curvatures in movement sequence from left bending to erect to right bending positions in the frontal plane. A multi-body kinematic modelling approach is utilized to reconstruct the curvatures and study the relationships. The spine is considered as a chain of micro-scale motion-segments (MMSs). Linear regression method is adopted to identify relationships between angles of MMSs in erect and lateral bending positions. Excellent linear relationships (R2 = 0.93 ± 0.09) were identified between angles of MMSs placed between each two successive vertebrae. We showed that these relationships give good estimates of the curvatures (Root-mean-square-error = 0.0172 ± 0.0114 mm) and the key parameters for scoliosis surgery planning; estimation errors for Cobb angle, spinal mobility, and flexibility were 0.0016 ± 0.0122°, 0.0010 ± 0.086°, and 0.0002 ± 0.0002 respectively. This paper provides an important insight: scoliotic spine curvatures in lateral bending positions and the key parameters for surgery planning can be predicted using spine curvature in erect position.