Thesis Project Form
Title (tentative): Neurite Orientation Dispersion and Density Imaging (NODDI) in pediatric dataThesis advisor(s): Fato Marco Massimo, Benedetta Toselli (Biolab) - Andrea Rossi (Gaslini) | E-mail: |
Address: Via All'Opera Pia, 13 - 16145 Genova | Phone: (+39) 010 33 52789 |
Description
Motivation and application domain
Diffusion-weighted magnetic resonance(DW-MR)imaging is an important tool to investigate the structure of brain tissue in vivo and noninvasively. This kind of imaging analyzes white matter fiber pathways in the brain by mapping the motion of water molecules along the fibers. Several techniques exist in order to derive different kinds of information from this analysis: it is possible to study white matter integrity, structure,connectivity between brain regions in healthy or pathological subjects.
General objectives and main activities
An important analysis for this kind of images is the determination of white matter microstructure, at the level of dendrites and axons. NODDI is a technique that allows to obtain maps of several neurite indices, such as orientation dispersion of dendrites and axon density, for microstructural analysis of the brain in helth and pathology. This kind of analysis is difficult to apply on data from children and neonates, because of the undermyelination of the developing brain and the suboptimal acquisition sequences used on this kind of subject.
Obiettivi
- study different tools and methods of applying NODDI analysis on DW-MR images
- select best tool for NODDI analysis and test feasibility on images of children and neonates
- develop processing pipeline comprising preprocessing steps, selection of best parameters and postprocessing steps for NODDI analysis in pediatric data
Obiettivi
- study different tools and methods of applying NODDI analysis on DW-MR images
- select best tool for NODDI analysis and test feasibility on images of children and neonates
- develop processing pipeline comprising preprocessing steps, selection of best parameters and postprocessing steps for NODDI analysis in pediatric data
Training Objectives (technical/analytical tools, experimental methodologies)
- learn to integrate image analysis software (FSL, Mrtrix, FreeSurfer) to create a processing pipeline
- develop processing pipeline in Python/bash scripting
- learn to analyze DW-MR images
- develop processing pipeline in Python/bash scripting
- learn to analyze DW-MR images
Place(s) where the thesis work will be carried out: Biolab - Gaslini
Additional information
Pre-requisite abilities/skills: Programming in Python/bash scripting; […]
Maximum number of students: 1