Revolutionizing early Alzheimer's disease and mild cognitive impairment diagnosis: a deep learning MRI meta-analysis.

Journal: Arquivos de neuro-psiquiatria
Published Date: Aug 15, 2024

Abstract

BACKGROUND:  The early diagnosis of Alzheimer's disease (AD) and mild cognitive impairment (MCI) remains a significant challenge in neurology, with conventional methods often limited by subjectivity and variability in interpretation. Integrating deep learning with artificial intelligence (AI) in magnetic resonance imaging (MRI) analysis emerges as a transformative approach, offering the potential for unbiased, highly accurate diagnostic insights.

Authors

  • Li-Xue Wang
    Beijing Tsinghua Changgung Hospital, Department of Radiology, Beijing, China.
  • Yi-Zhe Wang
    Beijing Tsinghua Changgung Hospital, Department of Radiology, Beijing, China.
  • Chen-Guang Han
    Tsinghua University, School of Clinical Medicine, Beijing, China.
  • Lei Zhao
    Brain Cognition and Brain-Computer Intelligence Integration Group, Kunming University of Science and Technology, Kunming, China.
  • Li He
    School of Minerals Processing and Bioengineering, Central South University, Changsha 410083, China.
  • Jie Li
    Guangdong-Hong Kong-Macao Greater Bay Area Artificial Intelligence Application Technology Research Institute, Shenzhen Polytechnic University, Shenzhen, China.

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