PurposeTo explore the potential of texture analysis based on apparent diffusion coefficient (ADC) maps, as a predictor of local invasion depth (stage pT1-2 versus pT3-4) and nodal status (pN0 versus pN1-2) of rectal cancer. Materials and MethodsSixty-eight patients with rectal cancer underwent preoperative magnetic resonance (MR) imaging including diffusion weighted imaging (DWI) at a 3.0 Tesla system. Routine ADC variables (ADC(mean), ADC(min), ADC(max)), histogram features (skewness, kurtosis) and gray level co-occurrence matrix features (entropy, contrast, correlation) were compared between pT1-2 and pT3-4 stages, between pN0 and pN1-2 stages. ResultsSkewness, entropy, and contrast were significantly lower in patients with pT1-2 as compared to those with pT3-4 tumors (0.166 versus 0.476, P=0.015; 3.212 versus 3.441 P=0.004; 10.773 versus 13.596, P=0.017). Furthermore, skewness and entropy were identified as independent predictors for extramural invasion of tumors (stage pT3-4). Significant differences were observed between pN0 and pN1-2 tumors with respect to ADC(mean) (1.152 versus 1.044, P=0.029), ADC(max) (1.692 versus 1.460, P=0.006) and entropy (3.299 versus 3.486, P=0.015). ADC(max.) and entropy were independent predictors of positive nodal status. ConclusionTexture analysis on ADC maps could provide valuable information in identifying locally advanced rectal cancer.
基金:
Health Industry Special Scientific Research Project from National Health and Family Planning Commission, China [201402019]
第一作者单位:[1]Capital Med Univ, Beijing Friendship Hosp, Dept Radiol, 95 Yongan Rd, Beijing 100050, Peoples R China[2]Shandong Univ, Shandong Acad Med Sci, Shandong Canc Hosp, Dept Radiol, Jinan, Peoples R China
通讯作者:
通讯机构:[1]Capital Med Univ, Beijing Friendship Hosp, Dept Radiol, 95 Yongan Rd, Beijing 100050, Peoples R China[2]Shandong Univ, Shandong Acad Med Sci, Shandong Canc Hosp, Dept Radiol, Jinan, Peoples R China
推荐引用方式(GB/T 7714):
Liu Liheng,Liu Yuhui,Xu Liang,et al.Application of texture analysis based on apparent diffusion coefficient maps in discriminating different stages of rectal cancer[J].JOURNAL of MAGNETIC RESONANCE IMAGING.2017,45(6):1798-1808.doi:10.1002/jmri.25460.
APA:
Liu, Liheng,Liu, Yuhui,Xu, Liang,Li, Zhenjiang,Lv, Han...&Jin, Erhu.(2017).Application of texture analysis based on apparent diffusion coefficient maps in discriminating different stages of rectal cancer.JOURNAL of MAGNETIC RESONANCE IMAGING,45,(6)
MLA:
Liu, Liheng,et al."Application of texture analysis based on apparent diffusion coefficient maps in discriminating different stages of rectal cancer".JOURNAL of MAGNETIC RESONANCE IMAGING 45..6(2017):1798-1808