Rigor and Reproducibility in Analysis of Vascular Calcification

Clinical and pre-clinical studies of cardiovascular calcification often require interpretation of images from histopathology, CT scans, intravascular ultrasound, and positron emission tomography. To avoid potential pitfalls in biological inferences, investigators should know what happens to data in image processing algorithms, the limitations of cross-sectional images in studying mechanostability, and how smoothing algorithms can mask partial-volume artifacts in PET images