首页|阿尔茨海默症智能诊断方法研究进展

阿尔茨海默症智能诊断方法研究进展

扫码查看
阿尔茨海默症是一种改变大脑病理特征的神经退行性疾病,该疾病会导致不可逆转的认知功能障碍.该疾病目前尚无根治方法,主要通过药物和非药物治疗来缓解症状和延缓病程,因而其早期诊断和病情发展预测成为当前的一个重要研究方向,深度学习已成为一种常用的阿尔茨海默症早期诊断技术.本文综述了深度学习算法在阿尔茨海默症早期诊断和病情发展预测方面的研究进展,主要从生物标记物、在线数据库、智能诊断方法和多模态图像诊断四个方面进行了阐明;论述了基于多模态影像的预测与诊断在阿尔茨海默症研究中的重要性.指出未来的研究方向将集中在对轻度认知障碍转化为阿尔茨海默症的预测.
Research Progress on Intelligent Diagnosis of Alzheimer's Disease
Alzheimer's disease is a neurodegenerative disorder that alters the pathological fea-tures of the brain,potentially leading to irreversible cognitive decline.Currently,there is no cure for Alzheimefs disease.However,treatment primarily focuses on medication and non-pharmacological interventions to alleviate symptoms and delay disease progression.As a result,early detection and prediction of disease progression have become critical research priorities.Deep learning techniques are commonly utilized for early diagnosis of Alzheimer's disease.This paper reviews the research of early diagnosis and disease progression prediction of Alzheimer's disease by deep learning algo-rithms,from four aspects of biomarkers,online database,intelligent diagnostic methods and multi-modal image diagnosis.And the importance of prediction and diagnosis based on multimodal ima-ging in Alzheimer's disease research is given.The future research directions will focus on predicting the transformation of mild cognitive dysfunction into Alzheimer's disease.

Alzheimer's diseasedeep learningprediction and diagnosis

谢桃枫、陈国庆

展开 >

内蒙古大学数学科学学院,呼和浩特 010021

内蒙古医科大学计算机信息学院,呼和浩特 010110

阿尔茨海默症 深度学习 预测与诊断

内蒙古自治区高等教育人才培养"111工程"项目内蒙古大学自主科研项目内蒙古医科大学"笃学"人才计划

2022-ZZ004ZY0301025

2024

内蒙古大学学报(自然科学版)
内蒙古大学

内蒙古大学学报(自然科学版)

CSTPCD
影响因子:0.346
ISSN:1000-1638
年,卷(期):2024.55(1)
  • 52