Title :
Diaphragm postural function analysis using magnetic resonance
Author :
Vostatek, P. ; Novák, D. ; Rychnovský, T. ; Wild, J.
Author_Institution :
Dept. of Cybern., Czech Tech. Univ. in Prague, Prague, Czech Republic
Abstract :
We present postural analysis of diaphragm function using magnetic resonance imaging (MRI). The main aim of the current study is to identify changes of diaphragm motion and shape. 16 healthy subjects are compared to 17 subjects suffering from chronic pain and having structural spine findings. Two sets of features are calculated from MRI recordings: i) dynamic parameters reflecting diaphragm action and ii) static parameters. Statistical analysis show that diaphragm respiratory and postural changes are significantly slower, bigger in size and better balanced in control group. Furthermore, a classification analysis between subject with and without chronic pain was carried out yielding sensitivity 0.97, specificity 1.0 and classification error 0.014 using normal densities based linear classifier. The proposed techniques might be used in feature for early prediction of structural diaphragm alternations and corresponding structural and function spinal complications.
Keywords :
biomechanics; biomedical MRI; image classification; medical image processing; neurophysiology; orthopaedics; pneumodynamics; statistical analysis; biomedical MRI; chronic pain; classification analysis; classification error; diaphragm motion; diaphragm postural function analysis; diaphragm respiratory changes; diaphragm shape; magnetic resonance imaging; postural changes; sensitivity; specificity; statistical analysis; structural spine; Magnetic recording; Magnetic resonance imaging; Sensitivity; Sternum;
Conference_Titel :
Information Technology and Applications in Biomedicine (ITAB), 2010 10th IEEE International Conference on
Conference_Location :
Corfu
Print_ISBN :
978-1-4244-6559-0
DOI :
10.1109/ITAB.2010.5687747