表观扩散系数的全病变直方图分析作为评估肿瘤浸润淋巴细胞水平的定量成像生物标志物:在乳腺癌分子亚型中的价值
Whole-Lesion Histogram Analysis of the Apparent Diffusion Coefficient as a Quantitative Imaging Biomarker for Assessing the Level of Tumor-Infiltrating Lymphocytes: Value in Molecular Subtypes of Breast Cancer.
作者信息
Tang Wen-Jie, Jin Zhe, Zhang Yan-Ling, Liang Yun-Shi, Cheng Zi-Xuan, Chen Lei-Xin, Liang Ying-Ying, Wei Xin-Hua, Kong Qing-Cong, Guo Yuan, Jiang Xin-Qing
机构信息
Department of Radiology, Guangzhou First People's Hospital, School of Medicine, South China University of Technology, Guangzhou, China.
Department of Ultrasound, The Third Affiliated Hospital, Sun Yat-Sen University, Guangzhou, China.
出版信息
Front Oncol. 2021 Jan 8;10:611571. doi: 10.3389/fonc.2020.611571. eCollection 2020.
PURPOSE
To assess whether apparent diffusion coefficient (ADC) metrics can be used to assess tumor-infiltrating lymphocyte (TIL) levels in breast cancer, particularly in the molecular subtypes of breast cancer.
METHODS
In total, 114 patients with breast cancer met the inclusion criteria (mean age: 52 years; range: 29-85 years) and underwent multi-parametric breast magnetic resonance imaging (MRI). The patients were imaged by diffusion-weighted (DW)-MRI (1.5 T) using a single-shot spin-echo echo-planar imaging sequence. Two readers independently drew a region of interest (ROI) on the ADC maps of the whole tumor. The mean ADC and histogram parameters (10, 25, 50, 75, and 90 percentiles of ADC, skewness, entropy, and kurtosis) were used as features to analyze associations with the TIL levels in breast cancer. Additionally, the correlation between the ADC values and Ki-67 expression were analyzed. Continuous variables were compared with Student's t-test or Mann-Whitney U test if the variables were not normally distributed. Categorical variables were compared using Pearson's chi-square test or Fisher's exact test. Associations between TIL levels and imaging features were evaluated by the Mann-Whitney U and Kruskal-Wallis tests.
RESULTS
A statistically significant difference existed in the 10 and 25 percentile ADC values between the low and high TIL groups in breast cancer (=0.012 and 0.027). For the luminal subtype of breast cancer, the 10 percentile ADC value was significantly lower in the low TIL group (=0.041); for the non-luminal subtype of breast cancer, the kurtosis was significantly lower in the low TIL group (=0.023). The Ki-67 index showed statistical significance for evaluating the TIL levels in breast cancer (=0.007). Additionally, the skewness was significantly higher for samples with high Ki-67 levels in breast cancer (=0.029).
CONCLUSIONS
Our findings suggest that whole-lesion ADC histogram parameters can be used as surrogate biomarkers to evaluate TIL levels in molecular subtypes of breast cancer.
目的
评估表观扩散系数(ADC)指标是否可用于评估乳腺癌中肿瘤浸润淋巴细胞(TIL)水平,尤其是在乳腺癌的分子亚型中。
方法
共有114例乳腺癌患者符合纳入标准(平均年龄:52岁;范围:29 - 85岁)并接受了多参数乳腺磁共振成像(MRI)检查。患者采用单次激发自旋回波平面回波成像序列,通过扩散加权(DW)-MRI(1.5T)进行成像。两名阅片者独立在整个肿瘤的ADC图上绘制感兴趣区域(ROI)。将平均ADC值和直方图参数(ADC的第10、25、50、75和90百分位数、偏度、熵和峰度)用作特征,分析其与乳腺癌中TIL水平的相关性。此外,还分析了ADC值与Ki-67表达之间的相关性。如果变量不呈正态分布,则使用Student's t检验或Mann-Whitney U检验比较连续变量。使用Pearson卡方检验或Fisher精确检验比较分类变量。通过Mann-Whitney U检验和Kruskal-Wallis检验评估TIL水平与成像特征之间的相关性。
结果
乳腺癌低TIL组和高TIL组之间的ADC值第10和第25百分位数存在统计学显著差异(分别为P = 0.012和0.027)。对于乳腺癌的管腔亚型,低TIL组的ADC值第10百分位数显著更低(P = 0.041);对于非管腔亚型的乳腺癌,低TIL组的峰度显著更低(P = 0.023)。Ki-67指数在评估乳腺癌中的TIL水平方面具有统计学意义(P = 0.007)。此外,乳腺癌中Ki-67水平高的样本的偏度显著更高(P = 0.029)。
结论
我们的研究结果表明,全病变ADC直方图参数可作为替代生物标志物,用于评估乳腺癌分子亚型中的TIL水平。