Texture analysis parameters derived from T1-and T2-weighted magnetic resonance images can reflect Ki67 index in soft tissue sarcoma

被引:15
作者
Meyer, Hans-Jonas [1 ]
Renatus, Katharina [1 ]
Hoehn, Anne Kathrin [2 ]
Hamerla, Gordian [1 ]
Schopow, Nikolas [3 ]
Fakler, Johannes [3 ]
Josten, Christoph [3 ]
Surov, Alexey [1 ]
机构
[1] Univ Leipzig, Dept Diagnost & Intervent Radiol, Liebigstr 20, D-04103 Leipzig, Germany
[2] Univ Leipzig, Dept Pathol, Leipzig, Germany
[3] Univ Leipzig, Dept Orthopaed Trauma Surg & Plast Surg, Leipzig, Germany
来源
SURGICAL ONCOLOGY-OXFORD | 2019年 / 30卷
关键词
MRI; Texture analysis; Ki67; Soft tissue sarcoma; APPARENT DIFFUSION-COEFFICIENT; ADC HISTOGRAM ANALYSIS; CT TEXTURE; CANCER; PREDICTION; SURVIVAL; MIB-1; SCORE;
D O I
10.1016/j.suronc.2019.06.006
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
Background and objectives: Texture analysis derived from morphological magnetic resonance (MR) images might be associated with histopathology in tumors. The present study sought to elucidate possible associations between texture features derived from T1-and T2-weighted images with proliferation index Ki67 in soft tissue sarcomas. Methods: Overall, 29 patients (n = 13, 44.8% female) with a median age of 52 years were included into this retrospective study. Several soft tissue sarcomas were investigated. Texture analysis was performed on pre-contrast T1-weighted and T2-weighted images using the free available Mazda software. Results: The best correlation coefficients with Ki67 index were identified for the following parameters: T1-weighted images "45dgr_RLNonUni (p = 0.50, P = 0.006), T2-weighted images "S (4,0)SumAverg" (p = -0.45, P = 0.02). A ROC analysis was performed for Ki67-index with a threshold of 10%. The highest area under the curve (AUC) was found for the parameter "T1_WavEnHL_s-7" with an AUC of 0.90. For the threshold of Ki67 = 20% the highest AUC was identified for the parameter "T2_S (1,1)Entropy" with an AUC of 0.77. Conclusion: Several texture features derived from T1-and T2-weighted images correlated with proliferation index Ki67 and might be used as valuable novel biomarkers in soft tissue sarcomas.
引用
收藏
页码:92 / 97
页数:6
相关论文
共 41 条
  • [41] Feasibility of Texture Analysis for the Assessment of Biochemical Changes in Meniscal Tissue on T1 Maps Calculated From Delayed Gadolinium-Enhanced Magnetic Resonance Imaging of Cartilage Data Comparison With Conventional Relaxation Time Measurements
    Mayerhoefer, Marius E.
    Welsch, Goetz H.
    Riegler, Georg
    Mamisch, Tallal C.
    Materka, Andrzej
    Weber, Michael
    El-Rabadi, Karem
    Friedrich, Klaus M.
    Dirisamer, Albert
    Trattnig, Siegfried
    INVESTIGATIVE RADIOLOGY, 2010, 45 (09) : 543 - 547