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基于列线图的 BRAF 突变型结直肠癌患者早期复发的术前预测。

Preoperative prediction of early recurrence in patients with BRAF mutant colorectal cancer using a intergrated nomogram.

机构信息

Department of Radiology, Nantong Third People's Hospital, Affiliated Nantong Hospital 3 of Nantong University, #60 Youth Middle Road, Chongchuan District, Nantong, 226000, Jiangsu, China.

Department of Radiology, Sichuan Provincial People's Hospital, University of Electronic Science and Technology of China, Chengdu, 610072, China.

出版信息

Sci Rep. 2024 Oct 25;14(1):25320. doi: 10.1038/s41598-024-77256-2.

Abstract

Objective To explore the predictive value of radiomics nomogram combining with CT radiomics features and clinical features for postoperative early recurrence in patients with BRAF-mutant colorectal cancer. Methods A total of 220 patients with surgically and pathologically confirmed BRAF-mutant colorectal cancer from 2 institutions were retrospectively included. All patients from institution 1 were randomized at a 7:3 ratio into a training cohort (n = 108) and an internal validation cohort (n = 45), and patients from institution 2 were used as an external validation cohort (n = 67). The association between the radiomics features and early recurrence was assessed in the training cohort and verified in the validation cohort. Furthermore, the performance of the radiomics nomogram was evaluated by combining the rad-score and clinical risk factors. The predictive performance was evaluated by receiver operating characteristic curve analysis, calibration curve analysis, and decision curve analysis. Results The dierenees in the Lymphocyte/monocyte ratio (LMR) and Peripheral nerve infiltration (PNI) were statistically significant between the early recurrence in BRAF-mutant colorectal cancer groups and the early non-recurrence in BRAF-mutant colorectal cancer groups (P < 0.05); The two groups showed no significant differenee in clinical parameters including age, sex, and biochemistry serum markers (P > 0.05). Comparing with the pure radiomics or clinical data, combined models can be seen that the addition of LMR and PNI further improveed the predictive efficiency of the model. The rad-score based on LR, generated by 4 selected radiomics features, demonstrated a favorable ability to predict early recurrence in both the training (AUC 0.81), internal validation (AUC 0.73), external validation (AUC 0.63) cohorts. Subsequently, integrating two independent predictors into a nomogram exhibited more favorable discriminatory performance, with the AUC improved to 0.88 and 0.81 in both cohorts. Conclusions The proposed CT-based radiomics signature is associated with early recurrence among the patients with BRAF-mutant colorectal cancer. The present study also proposes a combined model can potentially be applied in the individual preoperative prediction of early recurrence in patients with BRAF-mutant colorectal cancer. Advances in knowledge CT-based radiomics showed satisfactory diagnostic significance for early recurrence in patients with BRAF-mutant colorectal cancer. Key baseline clinical characteristics were associated with early recurrence in patients with BRAF-mutant colorectal cancer. The combined model may be applied in the individual preoperative prediction of early recurrence in patients with BRAF-mutant colorectal cancer.

摘要

目的 探讨联合 CT 影像组学特征和临床特征的影像组学列线图对 BRAF 突变型结直肠癌患者术后早期复发的预测价值。

方法 回顾性纳入 2 家机构经手术和病理证实的 BRAF 突变型结直肠癌患者 220 例。机构 1 的所有患者按 7:3 的比例随机分为训练队列(n=108)和内部验证队列(n=45),机构 2 的患者作为外部验证队列(n=67)。在训练队列中评估影像组学特征与早期复发的相关性,并在验证队列中验证。此外,结合 rad-score 和临床危险因素构建影像组学列线图,并对其性能进行评估。采用受试者工作特征曲线分析、校准曲线分析和决策曲线分析评估预测性能。

结果 在 BRAF 突变型结直肠癌患者的早期复发组和早期非复发组中,淋巴细胞/单核细胞比值(LMR)和周围神经浸润(PNI)的差异具有统计学意义(P<0.05);两组患者的年龄、性别和生化血清标志物等临床参数无显著差异(P>0.05)。与单纯的影像组学或临床数据相比,联合模型可以看出,加入 LMR 和 PNI 可以进一步提高模型的预测效率。由 4 个选定的影像组学特征生成的基于 LR 的 rad-score 在训练队列(AUC 0.81)、内部验证队列(AUC 0.73)和外部验证队列(AUC 0.63)中均具有良好的早期复发预测能力。随后,将两个独立的预测因子整合到一个列线图中,表现出更好的判别性能,在两个队列中 AUC 分别提高到 0.88 和 0.81。

结论 本研究提出的 CT 基影像组学特征与 BRAF 突变型结直肠癌患者的早期复发相关。本研究还提出了一种联合模型,可潜在地应用于 BRAF 突变型结直肠癌患者的个体术前早期复发预测。

知识的进步 CT 基影像组学对 BRAF 突变型结直肠癌患者的早期复发具有令人满意的诊断意义。BRAF 突变型结直肠癌患者的关键基线临床特征与早期复发相关。联合模型可能应用于 BRAF 突变型结直肠癌患者的个体术前早期复发预测。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b0ae/11512039/c34966526cc7/41598_2024_77256_Fig1_HTML.jpg

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