3 The Locally Adapted Scaling Vector Method: A New Tool for Quantifying Anisotropic Structures in Bone Images Roberto Monetti et al. * Max-Planck-Institut für extraterrestrische Physik, Garching Germany 1. Introduction Osteoporosis is a metabolic bone disorder in which bones become brittle and prone to fracture. According to the World Health Organization, it is characterized by the loss of bone mineral density and the deterioration of the bone micro-architecture (Prevention and Management of Osteoporosis, 2003). One of the most important factors in determining the risk of fracture is the bone strength. In clinical practice, the risk of fracture and the effects of drug therapy are assessed using only densitometric techniques as a quantitative measure (Kanis, 2002; Kanis, 2007). Modern high-resolution imaging modalities like High-Resolution Computer Tomography (HRCT) and High-Resolution Magnetic Resonance Imaging (HRMRI) open up new possibilities to improve diagnostic techniques of osteoporosis since they are able to depict the architecture of trabecular bone. In particular, recent advances in MRI technology allow us to obtain images with in-plane spatial resolution as high as 50 μm in vitro and 150 μm in vivo, and a slice thickness of 128 μm in vitro and 280 μm in vivo (Link, et al., 1999; Carballido-Gamio et al., 2006; Wehrli, 2007; Krug et al., 2006). These figures should be compared with the actual thickness of the trabeculae, which ranges from 80 to 200 μm with an average size of approximately 120 μm. It has been shown that these imaging modalities enable the assessment of image data with respect to textural properties to detect structural differences (Boutry et al., 2003; Majumdar et al., 1996; Vieth et al., 2001). HRCT is the preferred methodology to image bones. In contrast to MRI scans, CT scans can easily be calibrated using phantoms, thus rendering images with a standardize grey level distribution. In addition, CT images of the bone are free from the susceptibility artifacts and, in case of in vivo applications, have a less stringent requirement for patients to remain absolutely motionless during the scan as compared to MRI. * Jan Bauer 2 , Thomas Baum 2 , Irina Sidorenko 1 , Dirk Müller 2 , Felix Eckstein 3 , Thomas Link 4 and Christoph Räth 1 1 Max-Plack-Institut für extraterrestrische Physik, Garching, Germany, 2 Institut für Röntgendiagnostik, Technische Universität München, München, Germany, 3 Institute of Anatomy and Musculoskeletal Research, Paracelsus Private Medical University, Salzburg, Austria, 4 Magnetic Resonance Science Center, Department of Radiology, UCSF, San Francisco, CA, USA