Clinical and computational development of a patient-calibrated ICGFA bowel transection recommender

Jeffrey Dalli, Jonathan P. Epperlein, Niall P. Hardy, Mohammad Faraz Khan, Pol Mac Aonghusa, Ronan A. Cahill
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Abstract

Introduction

Intraoperative indocyanine green fluorescence angiography (ICGFA) aims to reduce colorectal anastomotic complications. However, signal interpretation is inconsistent and confounded by patient physiology and system behaviours. Here, we demonstrate a proof of concept of a novel clinical and computational method for patient calibrated quantitative ICGFA (QICGFA) bowel transection recommendation.

Methods

Patients undergoing elective colorectal resection had colonic ICGFA both immediately after operative commencement prior to any dissection and again, as usual, just before anastomotic construction. Video recordings of both ICGFA acquisitions were blindly quantified post hoc across selected colonic regions of interest (ROIs) using tracking-quantification software and computationally compared with satisfactory perfusion assumed in second time-point ROIs, demonstrating 85% agreement with baseline ICGFA. ROI quantification outputs detailing projected perfusion sufficiency-insufficiency zones were compared to the actual surgeon-selected transection/anastomotic construction site for left/right-sided resections, respectively. Anastomotic outcomes were recorded, and tissue lactate was also measured in the devascularised colonic segment in a subgroup of patients. The novel perfusion zone projections were developed as full-screen recommendations via overlay heatmaps.

Results

No patient suffered intra- or early postoperative anastomotic complications. Following computational development (n = 14) the software recommended zone (ROI) contained the expert surgical site of transection in almost all cases (Jaccard similarity index 0.91) of the nine patient validation series. Previously published ICGFA time-series milestone descriptors correlated moderately well, but lactate measurements did not. High resolution augmented reality heatmaps presenting recommendations from all pixels of the bowel ICGFA were generated for all cases.

Conclusions

By benchmarking to the patient’s own baseline perfusion, this novel QICGFA method could allow the deployment of algorithmic personalised NIR bowel transection point recommendation in a way fitting existing clinical workflow.

Abstract Image

通过临床和计算开发病人校准 ICGFA 肠横切推荐器
导言术中吲哚菁绿荧光血管造影术(ICGFA)旨在减少结直肠吻合并发症。然而,信号解读并不一致,且受患者生理和系统行为的影响。在此,我们展示了一种新型临床和计算方法的概念验证,该方法可用于患者校准定量 ICGFA(QICGFA)肠横断建议。方法:接受择期结直肠切除术的患者在手术开始后立即进行结肠 ICGFA,然后再进行任何横断,并像往常一样在吻合术前再次进行。使用跟踪量化软件对两次 ICGFA 采集的视频记录在选定的结肠感兴趣区 (ROI) 上进行盲法量化,并与第二个时间点 ROI 上假设的满意灌注进行计算比较,结果显示与基线 ICGFA 的一致性达到 85%。ROI量化输出的详细预测灌注充足-不足区域分别与左侧/右侧切除术中外科医生实际选择的横断/吻合术构建部位进行了比较。对吻合结果进行了记录,还测量了亚组患者失去血管的结肠段的组织乳酸。新颖的灌注区投影通过叠加热图以全屏推荐的形式进行了开发。经过计算开发(n = 14),软件推荐区域(ROI)在九个患者验证系列的几乎所有病例中都包含了专家的手术横断部位(Jaccard相似度指数为0.91)。之前发布的 ICGFA 时间序列里程碑描述符具有适度的相关性,但乳酸测量结果却没有。结论 通过以患者自身的基线灌注为基准,这种新颖的 QICGFA 方法能以符合现有临床工作流程的方式部署算法个性化近红外肠管横切点推荐。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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