心血管成像中的人工智能:当前的应用和新的视野
Andrea Baggiano1, Saima Mushtaq1, Laura Fusini1
1Centro Cardiologico Monzino IRCCS, Milan, Italy.
Journal of cardiovascular echography
|September 15, 2025
概括
人工智能 (AI) 正在彻底改变心血管成像 (CVI),包括心声图谱,心脏CT和MRI. 人工智能提高了诊断的准确性和效率,改善了患者护理,并使个性化医疗成为可能.
科学领域:
- 心血管成像 - 心血管成像
- 人工智能的人工智能
- 医疗技术 医疗技术 医学技术
背景情况:
- 人工智能 (AI) 越来越多地被整合到医学成像中.
- 心血管成像 (CVI) 包括心声回声学 (Echo),心脏计算机断层扫描 (CCT) 和心脏磁共振 (CMR).
- 人工智能有可能提高CVI的准确性,效率和诊断能力.
研究的目的:
- 审查AI在各种CVI模式上的变革性影响.
- 突出AI在增强图像采集,分析和解释方面的作用.
- 讨论AI在CVI中的挑战和未来方向.
主要方法:
- 在Echo,CCT和CMR中审查AI应用程序.
- 分析AI对图像细分,量化和疾病检测的影响.
- 讨论人工智能在工作流程优化和远程医疗中的作用.
主要成果:
- 人工智能改善了Echo中的图像采集,细分和量化,有助于诊断和预后.
- 在CCT中,AI优化了协议,减少了辐射,并增强了斑块分析和缺血评估.
- 人工智能加速CMR获取,减少文物,自动化细分,并有助于纤维化检测和预后预测.
- 人工智能工具简化了报告,增强了远程医疗,并帮助不那么有经验的用户.
结论:
- 人工智能正在显著提高心血管成像模式的准确性和效率.
- 解决数据多样性,可解释性和监管等挑战对于在CVI中广泛采用AI至关重要.
- 人工智能将成为个性化医疗和改善CVI患者护理的重要工具.
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