Role of microenvironment characteristics and MRI radiomics in the risk stratification of distant metastases in rectal cancer: A diagnostic study.

IF 12.5 2区 医学 Q1 SURGERY
Qing Zhao, Hongxia Zhong, Xu Guan, Lijuan Wan, Xinming Zhao, Shuangmei Zou, Hongmei Zhang
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引用次数: 0

Abstract

Objectives: To compare the value of tumor stroma ratio (TSR) and radiomic signature from baseline MRI for stratifying the risk of distant metastases (DM) in patients with locally advanced rectal cancer (LARC).

Materials and methods: Data from 302 patients with LARC who underwent neoadjuvant chemoradiotherapy and total mesorectal excision in our hospital between 2015 and 2018 were retrospectively reviewed, and the patients were randomly allocated into the training and validation cohorts in a ratio of 7:3. Patients were followed-up for more than 3 years postoperatively with metachronous DM as the endpoint. Independent risk factors for DM-free survival (DMFS) were analyzed using Cox regression. The TSR of endoscopic biopsy specimens was scored automatically. Totally 1229 radiomic features of each tumor were extracted from baseline MRI, and the Radscore was calculated.

Results: The median follow-up time was 54.3 (51.6-57.1) months, and the 3-year DMFS was 83.8%. The best cutoff value of the TSR to distinguish patient's DM risk was 0.477 (Sen=70.8%, Sep=78%, P<0.001). Increased TSR (HR=3.072, P=0.006) and Radscore (HR=719.231, P=0.023), advanced MR-evaluated T stage (HR=2.660, P=0.023) and ypN (HR=2.362, P=0.028) stage were independent risk factors for DMFS. The area under the curve of the combined model was significantly higher than that of the radiomic model (P=0.013) but without significant advantage over the TSR model (P=0.086).

Conclusion: TSR of colonoscopic biopsies can independently stratify DM risk in patients with LARC. The TSR model is the most convenient and efficient method for DM risk stratification in LARC.

微环境特征和磁共振成像放射组学在直肠癌远处转移风险分层中的作用:诊断研究。
研究目的比较肿瘤基质比(TSR)和基线MRI的放射学特征对局部晚期直肠癌(LARC)患者远处转移(DM)风险的分层价值:回顾性审查了2015年至2018年间在我院接受新辅助化放疗和全直肠系膜切除术的302例LARC患者的数据,并按7:3的比例将患者随机分配到训练组和验证组。患者术后随访3年以上,以代谢性DM为终点。采用Cox回归分析了无DM生存率(DMFS)的独立危险因素。内镜活检标本的 TSR 自动评分。从基线磁共振成像中提取了每个肿瘤的1229个放射学特征,并计算了Radscore:中位随访时间为 54.3(51.6-57.1)个月,3 年 DMFS 为 83.8%。区分患者 DM 风险的 TSR 最佳临界值为 0.477(Sen=70.8%,Sep=78%,PConclusion):结肠镜活检的 TSR 可以对 LARC 患者的 DM 风险进行独立分层。TSR 模型是对 LARC 患者进行 DM 风险分层的最便捷、最有效的方法。
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来源期刊
CiteScore
17.70
自引率
3.30%
发文量
0
审稿时长
6-12 weeks
期刊介绍: The International Journal of Surgery (IJS) has a broad scope, encompassing all surgical specialties. Its primary objective is to facilitate the exchange of crucial ideas and lines of thought between and across these specialties.By doing so, the journal aims to counter the growing trend of increasing sub-specialization, which can result in "tunnel-vision" and the isolation of significant surgical advancements within specific specialties.
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