Optimising trajectory planning for stereotactic brain tumour biopsy using artificial intelligence: a systematic review of the literature

医学 弹道 脑活检 立体定向活检 活检 医学物理学 计算机科学 人工智能 机器学习 放射科 物理 天文
作者
Joachim Starup‐Hansen,Simon C. Williams,Jonathan P. Funnell,John Hanrahan,Shah Islam,Alaa Al-Mohammad,Ciaran Scott Hill
出处
期刊:British Journal of Neurosurgery [Taylor & Francis]
卷期号:: 1-10 被引量:7
标识
DOI:10.1080/02688697.2023.2210225
摘要

Purpose Despite advances in technology, stereotactic brain tumour biopsy remains challenging due to the risk of injury to critical structures. Indeed, choosing the correct trajectory remains essential to patient safety. Artificial intelligence can be used to perform automated trajectory planning. We present a systematic review of automated trajectory planning algorithms for stereotactic brain tumour biopsies.Methods A PRISMA adherent systematic review was conducted. Databases were searched using keyword combinations of 'artificial intelligence', 'trajectory planning' and 'brain tumours'. Studies reporting applications of artificial intelligence (AI) to trajectory planning for brain tumour biopsy were included.Results All eight studies were in the earliest stage of the IDEAL-D development framework. Trajectory plans were compared through a variety of surrogate markers of safety, of which the minimum distance to blood vessels was the most common. Five studies compared manual to automated planning strategies and favoured automation in all cases. However, this comes with a significant risk of bias.Conclusions This systematic review reveals the need for IDEAL-D Stage 1 research into automated trajectory planning for brain tumour biopsy. Future studies should establish the congruence between expected risk of algorithms and the ground truth through comparisons to real world outcomes.
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