CT texture analysis in patients with locally advanced rectal cancer treated with neoadjuvant chemoradiotherapy: A potential imaging biomarker for treatment response and prognosis

被引:73
作者
Chee, Choong Guen [1 ]
Kim, Young Hoon [1 ]
Lee, Kyoung Ho [1 ]
Lee, Yoon Jin [1 ]
Park, Ji Hoon [1 ]
Lee, Hye Seung [2 ]
Ahn, Soyeon [3 ]
Kim, Bohyoung [4 ]
机构
[1] Seoul Natl Univ, Bundang Hosp, Dept Radiol, Coll Med,Inst Radiat Med,Med Res Ctr, Seongnamsi, South Korea
[2] Seoul Natl Univ, Bundang Hosp, Coll Med, Dept Pathol, Seongnam Si, South Korea
[3] Seoul Natl Univ, Bundang Hosp, Med Res Collaborating Ctr, Seongnam Si, South Korea
[4] Hankuk Univ Foreign Studies, Div Biomed Engn, Yongin, South Korea
关键词
TUMOR HETEROGENEITY; PREOPERATIVE CHEMORADIOTHERAPY; PREDICTS SURVIVAL; CARCINOMA; HYPOXIA; CHEMORADIATION; ASSOCIATION; THERAPY; MARKER; STAGE;
D O I
10.1371/journal.pone.0182883
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
070301 [无机化学]; 070403 [天体物理学]; 070507 [自然资源与国土空间规划学]; 090105 [作物生产系统与生态工程];
摘要
Purpose To evaluate the association of computed tomography (CT) texture features of locally advanced rectal cancer with neoadjuvant chemoradiotherapy (CRT) response and disease-free survival (DFS). Methods and findings The institutional review board approved this retrospective study. 95 patients who received neoadjuvant CRT, followed by surgery, for locally advanced rectal cancer were included. Texture features (entropy, uniformity, kurtosis, skewness, and standard deviation) were assessed in pretreatment CT images and obtained without filtration and with Laplacian of Gaussian spatial filter of various filter values (1.0, 1.5, 2.0, and 2.5). Dworak pathologic grading was used for treatment response assessment. Independent t-test was used to compare each texture feature between the treatment responder and non-responder groups. DFS was assessed with Kaplan-Meier method, and differences were compared with log-rank test. Cox proportional hazards models were constructed to predict prognosis based on stage, age, and each texture feature. Treatment responders (n = 32) showed significantly lower entropy, higher uniformity, and lower standard deviation in no filtration, fine (1.0), and medium (1.5) filter values. Entropy, uniformity, and standard deviation without filtration showed significant difference in DFS in Kaplan-Meier analysis (P = 0.015, 0.025, and 0.038). Homogeneous texture features (<= 6.7 for entropy, > 0.0118 for uniformity, and <= 28.06 for standard deviation) were associated with higher DFS. Entropy, uniformity, and standard deviation were independent texture features in predicting DFS (P = 0.017, 0.03, and 0.036) Conclusions Homogeneous texture features are associated with better neoadjuvant CRT response and higher DFS in patients with locally advanced rectal cancer.
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页数:12
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