Precision Medicine: Improving Healthcare with Data Science and Machine Learning

Imaging Data Analysis in Precision Medicine

Author(s): Sayali R. Tajane* and Shivraj Guduri

Pp: 81-102 (22)

DOI: 10.2174/9798898814779126010007

* (Excluding Mailing and Handling)

Abstract

Precision medicine relies heavily on imaging data analysis because it enables precise diagnosis and treatment planning by extracting valuable information from medical images. Advanced techniques in data science and machine learning now enable faster and more precise assessments of MRI, CT, PET, and X-ray imaging modalities. Machine learning algorithms boost anomaly detection and classification while improving segmentation capabilities, enabling early disease detection, such as cancer and neurological disorders. Therapeutic treatment plans become more precise and comprehensive when genomic information is integrated with various imaging modalities.


Keywords: Deep learning, Ethical considerations, Imaging data analysis, Machine learning algorithms, Multi-modal imaging, Personalized healthcare, Precision medicine.