Title
Toward automatic phenotyping of retinal images from genetically determined mono-and dizygotic twins using amplitude modulation-frequency modulation methods
Date Issued
01 January 2010
Access level
metadata only access
Resource Type
conference paper
Author(s)
University of New Mexico
Publisher(s)
SPIE
Abstract
This paper presents an image processing technique for automatically categorize age-related macular degeneration (AMD) phenotypes from retinal images. Ultimately, an automated approach will be much more precise and consistent in phenotyping of retinal diseases, such as AMD. We have applied the automated phenotyping to retina images from a cohort of mono-and dizygotic twins. The application of this technology will allow one to perform more quantitative studies that will lead to a better understanding of the genetic and environmental factors associated with diseases such as AMD. A method for classifying retinal images based on features derived from the application of amplitude-modulation frequency-modulation (AM-FM) methods is presented. Retinal images from identical and fraternal twins who presented with AMD were processed to determine whether AM-FM could be used to differentiate between the two types of twins. Results of the automatic classifier agreed with the findings of other researchers in explaining the variation of the disease between the related twins. AM-FM features classified 72% of the twins correctly. Visual grading found that genetics could explain between 46% and 71% of the variance.
Volume
7624
Language
English
OCDE Knowledge area
Radiología, Medicina nuclear, Imágenes médicas
Genética, Herencia
Subjects
Scopus EID
2-s2.0-84956861565
ISSN of the container
16057422
ISBN of the container
9780819480255
Conference
Progress in Biomedical Optics and Imaging - Proceedings of SPIE
Sources of information:
Directorio de Producción Científica
Scopus