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基于 CT 纹理分析预测直肠癌侧方盆腔淋巴结转移

Computed tomography texture analysis for the prediction of lateral pelvic lymph node metastasis of rectal cancer.

机构信息

Department of Digestive and Transplant Surgery, Tokushima University Hospital, 3-18-15 Kuramoto-cho, Tokushima, 770-8503, Japan.

出版信息

World J Surg Oncol. 2022 Sep 3;20(1):281. doi: 10.1186/s12957-022-02750-8.

DOI:10.1186/s12957-022-02750-8
PMID:36057660
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC9440490/
Abstract

BACKGROUND

This study aimed to investigate the usefulness of computed tomography (CT) texture analysis in the diagnosis of lateral pelvic lymph node (LPLN) metastasis of rectal cancer.

METHODS

This was a retrospective cohort study of 45 patients with rectal cancer who underwent surgery with LPLN dissection at Tokushima University Hospital from January 2017 to December 2021. The texture analysis of the LPLNs was performed on preoperative CT images, and 18 parameters were calculated. The correlation between each parameter and pathological LPLN metastasis was evaluated. The texture parameters were compared between pathologically metastasis-positive LPLNs and metastasis-negative LPLNs.

RESULTS

A total of 40 LPLNs were extracted from 25 patients by preoperative CT scans. No LPLNs could be identified in the remaining 19 patients. Eight of the 25 patients had pathologically positive LPLN metastasis. Extracted LPLNs were analyzed by the texture analysis. Pathologically metastasis-positive LPLNs had significantly lower mean Hounsfield unit, gray-level co-occurrence matrix (GLCM) energy, and GLCM Entropy_log2 values, and a significantly larger volume than pathologically metastasis-negative LPLNs. Multivariate analysis revealed that the independent predictive factors for LPLN metastasis were volume (a conventional parameter) (odds ratio 7.81, 95% confidence interval 1.42-43.1, p value 0.018) and GLCM Entropy_log2 (a texture parameter) (odds ratio 12.7, 95% confidence interval 1.28-126.0, p value 0.030). The combination of both parameters improved the diagnostic specificity while maintaining the sensitivity compared with each parameter alone.

CONCLUSION

Combining the CT texture analysis with conventional diagnostic imaging may increase the accuracy of the diagnosis of LPLN metastasis of rectal cancer.

摘要

背景

本研究旨在探讨计算机断层扫描(CT)纹理分析在诊断直肠癌侧盆淋巴结(LPLN)转移中的作用。

方法

这是一项回顾性队列研究,纳入了 2017 年 1 月至 2021 年 12 月在德岛大学医院接受手术和 LPLN 解剖的 45 例直肠癌患者。对术前 CT 图像进行 LPLN 纹理分析,计算了 18 个参数。评估每个参数与病理性 LPLN 转移的相关性。比较了病理性 LPLN 转移阳性与转移阴性的纹理参数。

结果

25 例患者的术前 CT 扫描共提取了 40 个 LPLN。其余 19 例患者无法识别 LPLN。25 例患者中有 8 例病理上有 LPLN 转移阳性。对提取的 LPLN 进行纹理分析。与病理上转移阴性的 LPLN 相比,病理上转移阳性的 LPLN 的平均 Hounsfield 单位、灰度共生矩阵(GLCM)能量和 GLCM Entropy_log2 值明显较低,体积明显较大。多变量分析显示,LPLN 转移的独立预测因素是体积(常规参数)(优势比 7.81,95%置信区间 1.42-43.1,p 值 0.018)和 GLCM Entropy_log2(纹理参数)(优势比 12.7,95%置信区间 1.28-126.0,p 值 0.030)。与单独使用每个参数相比,这两个参数的组合提高了诊断特异性,同时保持了敏感性。

结论

将 CT 纹理分析与传统诊断成像相结合,可能会提高直肠癌 LPLN 转移的诊断准确性。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/158a/9440490/7e8f93624498/12957_2022_2750_Fig2_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/158a/9440490/8a9648450a48/12957_2022_2750_Fig1_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/158a/9440490/7e8f93624498/12957_2022_2750_Fig2_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/158a/9440490/8a9648450a48/12957_2022_2750_Fig1_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/158a/9440490/7e8f93624498/12957_2022_2750_Fig2_HTML.jpg

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