Ablative Margins of Colorectal Liver Metastases Using Deformable CT Image Registration and Autosegmentation

医学 烧蚀 微波消融 烧蚀区 放射科 射频消融术 离格 肿瘤进展 核医学 累积发病率 危险系数 比例危险模型 导管消融 置信区间 放射治疗 外科 癌症 内科学 移植
作者
Yuan-Mao Lin,Iwan Paolucci,Caleb S O'Connor,Brian Anderson,B. Rigaud,Bryan Fellman,A. Kyle Jones,Kristy K. Brock,Bruno C. Odisio
出处
期刊:Radiology [Radiological Society of North America]
卷期号:307 (2) 被引量:12
标识
DOI:10.1148/radiol.221373
摘要

Background Confirming ablation completeness with sufficient ablative margin is critical for local tumor control following colorectal liver metastasis (CLM) ablation. An image-based confirmation method considering patient- and ablation-related biomechanical deformation is an unmet need. Purpose To evaluate a biomechanical deformable image registration (DIR) method for three-dimensional (3D) minimal ablative margin (MAM) quantification and the association with local disease progression following CT-guided CLM ablation. Materials and Methods This single-institution retrospective study included patients with CLM treated with CT-guided microwave or radiofrequency ablation from October 2015 to March 2020. A biomechanical DIR method with AI-based autosegmentation of liver, tumors, and ablation zones on CT images was applied for MAM quantification retrospectively. The per-tumor incidence of local disease progression was defined as residual tumor or local tumor progression. Factors associated with local disease progression were evaluated using the multivariable Fine-Gray subdistribution hazard model. Local disease progression sites were spatially localized with the tissue at risk for tumor progression (<5 mm) using a 3D ray-tracing method. Results Overall, 213 ablated CLMs (mean diameter, 1.4 cm) in 124 consecutive patients (mean age, 57 years ± 12 [SD]; 69 women) were evaluated, with a median follow-up interval of 25.8 months. In ablated CLMs, an MAM of 0 mm was depicted in 14.6% (31 of 213), from greater than 0 to less than 5 mm in 40.4% (86 of 213), and greater than or equal to 5 mm in 45.1% (96 of 213). The 2-year cumulative incidence of local disease progression was 72% for 0 mm and 12% for greater than 0 to less than 5 mm. No local disease progression was observed for an MAM greater than or equal to 5 mm. Among 117 tumors with an MAM less than 5 mm, 36 had local disease progression and 30 were spatially localized within the tissue at risk for tumor progression. On multivariable analysis, an MAM of 0 mm (subdistribution hazard ratio, 23.3; 95% CI: 10.8, 50.5; P < .001) was independently associated with local disease progression. Conclusion Biomechanical deformable image registration and autosegmentation on CT images enabled identification and spatial localization of colorectal liver metastases at risk for local disease progression following ablation, with a minimal ablative margin greater than or equal to 5 mm as the optimal end point. © RSNA, 2023 Supplemental material is available for this article. See also the editorial by Sofocleous in this issue.

科研通智能强力驱动
Strongly Powered by AbleSci AI
科研通是完全免费的文献互助平台,具备全网最快的应助速度,最高的求助完成率。 对每一个文献求助,科研通都将尽心尽力,给求助人一个满意的交代。
实时播报
1秒前
3秒前
无极微光应助YYXS采纳,获得20
3秒前
HHH发布了新的文献求助10
3秒前
123完成签到,获得积分10
4秒前
斯文败类应助cx采纳,获得10
4秒前
wzx发布了新的文献求助10
5秒前
7秒前
复杂从梦完成签到,获得积分10
8秒前
8秒前
8秒前
Marshall发布了新的文献求助10
8秒前
星辰大海应助SCZOU采纳,获得10
9秒前
wx2360ouc完成签到 ,获得积分10
9秒前
10秒前
10秒前
洁净糖豆完成签到,获得积分10
11秒前
傲娇的沁发布了新的文献求助10
11秒前
无花果应助cx采纳,获得10
12秒前
7i完成签到,获得积分10
12秒前
Yo鹿发布了新的文献求助10
14秒前
14秒前
licheng发布了新的文献求助10
15秒前
15秒前
周建勇发布了新的文献求助10
15秒前
清音完成签到,获得积分10
15秒前
16秒前
16秒前
zhang123笛完成签到,获得积分10
16秒前
16秒前
17秒前
eri完成签到,获得积分10
17秒前
17秒前
17秒前
17秒前
17秒前
TuoTuo完成签到,获得积分10
17秒前
17秒前
17秒前
17秒前
高分求助中
(应助此贴封号)【重要!!请各用户(尤其是新用户)详细阅读】【科研通的精品贴汇总】 10000
Kinesiophobia : a new view of chronic pain behavior 2000
The Social Psychology of Citizenship 1000
Streptostylie bei Dinosauriern nebst Bemerkungen über die 540
Signals, Systems, and Signal Processing 510
Discrete-Time Signals and Systems 510
Brittle Fracture in Welded Ships 500
热门求助领域 (近24小时)
化学 材料科学 生物 医学 工程类 计算机科学 有机化学 物理 生物化学 纳米技术 复合材料 内科学 化学工程 人工智能 催化作用 遗传学 数学 基因 量子力学 物理化学
热门帖子
关注 科研通微信公众号,转发送积分 5923404
求助须知:如何正确求助?哪些是违规求助? 6932476
关于积分的说明 15821211
捐赠科研通 5051055
什么是DOI,文献DOI怎么找? 2717610
邀请新用户注册赠送积分活动 1672357
关于科研通互助平台的介绍 1607770