Role of computed tomography texture analysis using dual-energy-based bone marrow imaging for multiple myeloma characterization: comparison with histology and established serologic parameters

被引:22
作者
Reinert, Christian Philipp [1 ]
Krieg, Eva [1 ]
Esser, Michael [1 ]
Nikolaou, Konstantin [1 ,2 ,3 ]
Boesmueller, Hans [4 ]
Horger, Marius [1 ]
机构
[1] Univ Hosp Tubingen, Dept Diagnost & Intervent Radiol, Hoppe Seyler Str 3, D-72076 Tubingen, Germany
[2] Univ Tubingen, Cluster Excellence iFIT EXC Image Guided & Functi, Tubingen, Germany
[3] German Canc Consortium DKTK, Partner Site Tubingen, Tubingen, Germany
[4] Univ Hosp Tubingen, Inst Pathol & Neuropathol, Liebermeisterstr 8, D-72076 Tubingen, Germany
关键词
Multiple myeloma; Bone marrow; Tumor burden; Image processing; Computer-assisted; Biomarkers; WHOLE-BODY MRI; CONTRAST-ENHANCED MRI; INVOLVEMENT; PROGRESSION; SYSTEM; SPINE;
D O I
10.1007/s00330-020-07320-8
中图分类号
R8 [特种医学]; R445 [影像诊断学];
学科分类号
1002 ; 100207 ; 1009 ;
摘要
Objective To identify textural features on dual-energy CT (DECT)-based bone marrow images in myeloma which correlate with serum markers of myeloma activity and the degree of medullary involvement. Methods A total of 110 patients (63.0 +/- 11.0 years, 51 female) who underwent unenhanced whole-body DECT between September 2015 and February 2019 were retrospectively included, which was approved by our institutional ethics committee with a waiver of the informed consent requirement. All patients had current hematologic laboratory tests. Using DECT post-processing, non-calcium bone marrow images were reconstructed. The vertebral bodies T10-L5 were segmented for quantification of textural features, which were compared with serologic parameters and myeloma stages by the Mann-WhitneyUtest. In a subgroup of 56/110 patients with current bone marrow biopsies, textural features were correlated with the degree of bone marrow infiltration. Results First-order features were higher in patients with advanced stage of myeloma (p < .02), whereas the 2nd-order "gray-level co-occurrence matrix (GLCM) cluster prominence" was lower (p < .04). In patients with elevated serum-free light chains (SFLC) or kappa/lambda SFLC ratio above 1.56, the "entropy" and 2nd-order GLCM features were lower (p < .03). The degree of bone marrow infiltration correlated with 1st-order features (e.g., "uniformity";r(P) = 0.49;p < .0001), whereas "entropy" and 2nd-order GLCM features were negatively correlated (e.g., "difference entropy";r(P) = - 0.54;p < .0001). Conclusions CT textural features applied on non-calcium bone marrow images correlate well with myeloma-related serologic parameters and histology showing a more uniform tissue structure and higher attenuation with increasing medullary infiltration and could therefore be used as additional imaging biomarkers for non-invasive assessment of medullary involvement.
引用
收藏
页码:2357 / 2367
页数:11
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