What happened
Keya Medical built DEEPVESSEL FFR, software that computes fractional flow reserve (FFR) from coronary CT angiography with deep learning. It helps trained staff assess ischemia in stable coronary artery disease before invasive angiography. The Center for Medical Device Evaluation (CMDE) of China's National Medical Products Administration reviewed the application for Class III registration by 北京昆仑医云科技有限公司 (Beijing Kunlun Medical Cloud Technology). The maker ran two trials of its own, a prospective, blinded, self-controlled trial at three institutions and a retrospective trial at six. Both used FFR measured during invasive angiography as the reference. The report says that the product had high diagnostic value in the prospective trial, with low rates of serious and device-related adverse events. It gives no figures for either trial. On 6 January 2020, CMDE judged that, compared with CT angiography, the software “可以提高功能性心肌缺血的诊断性能,减少不必要的冠脉血管造影检查(ICA)和冠脉介入手术(PCI)” (can improve the diagnosis of functional ischemia and reduce unnecessary invasive angiography and coronary intervention). CMDE concluded that “该产品临床使用受益大于风险” (the clinical benefits of the product outweigh its risks) and recommended approval. It asked for post-market study of results between 0.75 and 0.85 and of diffuse disease.
Sources
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Regulatory document, by authors with no tie to the system.
可以提高功能性心肌缺血的诊断性能,减少不必要的冠脉血管造影检查(ICA)和冠脉介入手术(PCI)
基于当前认知水平,认为该产品临床使用受益大于风险,注册申报资料符合现行技术审评要求,建议予以注册。
该产品用于冠心病诊断时诊断价值较高,严重不良事件及与器械相关不良事件发生率低,具有可接受的安全性,可满足临床需求,适用于临床。
Details
AI system
- Reported configuration
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Release 1.0 (full version 1.0.1)
- Workflow
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The software segmented and reconstructed the coronary vessels on CT angiography with deep learning and extracted their centerlines. It then computed FFR with deep learning. FFR measured during invasive coronary angiography served as the reference standard.
Follow-up
- Conditions for replication
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Patients have stable coronary artery disease, with stenosis between 30% and 90% on CT angiography. Patients with acute coronary syndrome or other acute chest pain are excluded. Doctors weigh the result with the patient's history, symptoms and other findings.
Entry details
- Sector
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Healthcare.
- Purpose
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Keya Medical built DEEPVESSEL FFR to compute fractional flow reserve from coronary CT angiography and help trained staff assess functional myocardial ischemia in patients with stable coronary artery disease before invasive angiography.
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Cite this record
Peter H. Vartanian. (2026). DEEPVESSEL FFR judged better than CT angiography in China's review (AIBD-1082). Artificial Intelligence Benefits Database, edition of 1 November 2026. https://petervartanian.xyz/aibd/records/AIBD-1082.html (archived at https://doi.org/10.7910/DVN/AADSII, version 7.0)