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高级结直肠癌的放射组学纹理特征:与突变和 5 年总生存率的相关性。

Radiomics Texture Features in Advanced Colorectal Cancer: Correlation with Mutation and 5-year Overall Survival.

机构信息

Abdominal Imaging Division, Department of Radiology (A.A.N., A. Parakh, A. Pourvaziri, A.K., D.V.S.), and Cancer Center (R.B.C., D.P.R.), Massachusetts General Hospital, 55 Fruit St, Boston, MA 02114; and Facultad de Medicina y Hospital Universitario "Dr. José E. González," Universidad Autónoma de Nuevo León, Monterrey, Mexico (A.A.N.).

出版信息

Radiol Imaging Cancer. 2020 Sep 18;2(5):e190084. doi: 10.1148/rycan.2020190084. eCollection 2020 Sep.

Abstract

PURPOSE

To explore the potential of radiomics texture features as potential biomarkers to enable detection of the presence of mutation and prediction of 5-year overall survival (OS) in stage IV colorectal cancer (CRC).

MATERIALS AND METHODS

In this retrospective study, a total of 145 patients (mean age, 61 years ± 14 [standard deviation {SD}]; 68 female patients and 77 male patients) with stage IV CRC who underwent molecular profiling and pretreatment contrast material-enhanced CT scans between 2004 and 2018 were included. Tumor radiomics texture features, including the mean, the SD, the mean value of positive pixels (MPP), skewness, kurtosis, and entropy, were extracted from regions of interest on CT images after applying three Laplacian-of-Gaussian filters known as spatial scaling factors (SSFs) (SSF = 2, fine; SSF = 4, medium; SSF = 6, coarse) by using specialized software; values of these parameters were also obtained without filtration (SSF = 0). The Wilcoxon rank sum test was used to assess differences between mutated versus wild-type tumors. Associations between radiomics texture features and 5-year OS were determined by using Kaplan-Meier estimators using the log-rank test and multivariate Cox proportional-hazards regression analysis.

RESULTS

The SDs and MPPs of radiomic texture features were significantly lower in mutant tumors than in wild-type tumors at SSFs of 0, 4, and 6 ( = .006, = .007, and = .005, respectively). Patients with skewness less than or equal to -0.75 at an SSF of 0 and a mean of greater than or equal to 17.76 at an SSF of 2 showed better 5-year OS (hazard ratio [HR], 0.53 [95% confidence interval {CI}: 0.29, 0.94]; HR, 0.40 [95% CI: 0.22, 0.71]; log-rank = .025 and = .002, respectively). Tumor location (right colon vs left colon vs rectum) had no significant impact on the clinical outcome (log-rank = .53).

CONCLUSION

Radiomics texture features can serve as potential biomarkers for determining mutation status and as predictors of 5-year OS in patients with advanced-stage CRC. Abdomen/GI, CT, Comparative Studies, Large Bowel© RSNA, 2020.

摘要

目的

探索放射组学纹理特征作为潜在生物标志物的潜力,以实现对突变的检测,并预测 IV 期结直肠癌(CRC)患者的 5 年总生存期(OS)。

材料与方法

本回顾性研究共纳入 145 例 2004 年至 2018 年间接受分子谱分析和预处理对比增强 CT 扫描的 IV 期 CRC 患者(平均年龄,61 岁±14 岁[标准差{SD}];68 例女性,77 例男性)。使用专门的软件,从 CT 图像上的感兴趣区域提取肿瘤放射组学纹理特征,包括平均值、标准差、阳性像素平均值(MPP)、偏度、峰度和熵,这些参数的数值也可以在不进行滤波的情况下获得(SSF = 0)。采用 Wilcoxon 秩和检验评估突变型与野生型 肿瘤之间的差异。使用 Kaplan-Meier 估计值和对数秩检验以及多变量 Cox 比例风险回归分析,确定放射组学纹理特征与 5 年 OS 的相关性。

结果

在 SSF 为 0、4 和 6 时,突变型肿瘤的放射组学纹理特征的 SD 和 MPP 均显著低于野生型肿瘤(P 值分别为.006、.007 和.005)。在 SSF 为 0 时偏度小于或等于-0.75、在 SSF 为 2 时平均值大于或等于 17.76 的患者,5 年 OS 更好(风险比[HR],0.53[95%置信区间{CI}:0.29,0.94];HR,0.40[95% CI:0.22,0.71];对数秩 P 值分别为.025 和.002)。肿瘤位置(右结肠、左结肠、直肠)对临床结局无显著影响(对数秩 P 值为.53)。

结论

放射组学纹理特征可作为确定突变状态和预测晚期 CRC 患者 5 年 OS 的潜在生物标志物。腹部/GI、CT、对比研究、大肠© RSNA,2020。

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