BreastIS: A software tool for flexible breast MRI analysis
Bu tez size mi ait?
Bu kayıt toplu arşivden geldi. Sizinse profilinize bağlayın.
Özet (EN)
Magnetic resonance imaging of breast provides valuable information about breast tissue composition. A common breast MRI protocol may include dynamic contrast enhanced (DCE) MRI, diffusion weighted MRI (DWI) and proton MR spectroscopic imaging (1H-MRSI). There have been several software tools that can analyze each of these data types separately. In this study, a flexible and open-source postprocessing software called 'BreastIS 'was developed to analyze DCE-MRI, DWI, and 1H-MRSI and store them in a database for further exploration. BreastIS image processing software was implemented using MATLAB and the graphical user interface was developed using MATLAB GUI and Java. The software could be run onWindows, Mac and Linux computers. A retrospective study was conducted to test the suitability of the analysis algorithms of BreastIS tool for the use with clinical dataset. DCE-MRI data of 16 and DWI data of 6 breast cancer subjects were analyzed with BreastIS. For DCE-MRI analysis, the semi-quantitative parameters such as early and maximum percentage enhancement, signal uptake pattern and maximum pixel intensity were calculated for healthy and tumor regions of each subject. For DWI analysis, mean and maximum apparent diffusion coefficient (ADC) values were calculated for tumor and healthy regions of each subject. A Mann-Whitney rank sum test with Bonferroni multiple comparison correction was applied to find statistically significant differences between healthy and tumor regions. Maximum and early percentage enhancements and maximum pixel intensity were higher (P<0.001), and mean ADC values were lower in tumor regions (P=0.002). The DCE-MRI signal uptake pattern displayed wash-out in tumor regions. The sample analysis results indicated the suitability and usability of BreastIS tool for analysis of clinical breast MRI datasets.
Yazar
Başak Bayrambaş
Bu Yayına Nasıl Atıf Yapılır
Başak Bayrambaş (Master Thesis). BreastIS: A software tool for flexible breast MRI analysis, 2019, Boğaziçi University.
Anahtar Kelimeler
Lisans
Tüm Hakları Saklıdır
Bu eser belirtilen lisans koşulları altında paylaşılmaktadır.
Boğaziçi University tezlerinden daha fazlası
- İş zekası uygulamalarında üretken yapay zekanın benimsenmesini etkileyen faktörlerin araştırılması(2025)
- Nükleer güç, emek ve çevre: Akkuyu NGS(2023)
- Darağacının ardında: Türkiye'de idam cezası, hukuk ve yasama performansı (1926-1990)(2025)
- Doğaya atfedilen değerler, doğayla bağ, çevre dostu davranış ve esenlik: İstanbul'daki kent parkları ziyaretçileri üzerine bir vaka çalışması(2025)
- Türkiye'de bölgesel kalkınma ajanslarının çevre yönetişimindeki rolü üzerine bir değerlendirme: Trakya Bölgesi üzerine bir vaka çalışması(2025)
- Türkiye'de süt üretiminin politik ekolojisi: Değişen pratikler, kırsal geçim kaynakları ve süt hayvanları(2025)