Healthy Human Brain Development Analysis
This repository contains a comprehensive Jupyter Notebook that explores healthy human brain development using 3D MRI scans from the IXI dataset. The analysis focuses on understanding brain structure evolution by processing and analyzing high-resolution MRI data through a systematic pipeline. Overview
The project leverages advanced neuroimaging techniques to:
Extract the brain from raw MRI scans.
Register the scans to a standard space using a well-established atlas.
Create masks for specific brain regions based on the Harvard-Oxford cortical and subcortical atlas.
Estimate regional brain volumes.
Perform a detailed analysis of the healthy brain development across subjects.
Pipeline Details
Brain Extraction:
Isolate the brain from non-brain tissues in the MRI scans to focus the analysis on the regions of interest.
Registration with Atlas (Standard Space):
Align each brain scan to a common coordinate system using the Harvard-Oxford atlas, ensuring consistency across subjects.
Creating Region-Specific Masks:
Generate masks for specific brain regions using the atlas to facilitate targeted volumetric analyses.
Volume Estimation:
Compute the volume of selected brain regions to assess structural differences and developmental trends.
Analysis:
Analyze the extracted and computed data to draw insights into healthy human brain development, including potential growth patterns and structural variations.
Credits
MRI Scans:
The 3D MRI scans utilized in this analysis are provided by the IXI dataset. We extend our gratitude to IXI for making these resources available.
Atlas:
The registration and mask creation were performed using the Harvard-Oxford cortical and subcortical atlas. Thanks to the developers for their invaluable contribution to neuroimaging research.