Baseline 18F-FDG PET radiomic features as predictors of 2-year event-free survival in diffuse large B cell lymphomas treated with immunochemotherapy

被引:67
作者
Aide, Nicolas [1 ,2 ,3 ]
Fruchart, Christophe [4 ]
Nganoa, Catherine [1 ]
Gac, Anne-Claire [5 ]
Lasnon, Charline [3 ,6 ]
机构
[1] Caen Univ Hosp, Nucl Med Dept, Caen, France
[2] Normandie Univ, Caen, France
[3] Normandie Univ, INSERM ANTICIPE 1086, Caen, France
[4] Francois Baclesse Canc Ctr, Haematol Inst, Caen, France
[5] Caen Univ Hosp, Haematol Inst, Caen, France
[6] Francois Baclesse Canc Ctr, Nucl Med Dept, 3 Ave Gen Harris,BP 45026, F-14076 Caen 5, France
关键词
Lymphoma; large B cell; diffuse; Positron emission tomography computed tomography; Fluorodeoxyglucose F18; Image processing; computer-assisted; METABOLIC TUMOR VOLUME; PROGRESSION-FREE SURVIVAL; RESPONSE ASSESSMENT; TEXTURAL FEATURES; HODGKIN-LYMPHOMA; CLASSIFICATION; HETEROGENEITY; GUIDELINES; INDEXES; POINT;
D O I
10.1007/s00330-020-06815-8
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
Objectives To explore the prognostic value of positron emission tomography (PET) radiomic features in the field of diffuse large B cell lymphoma (DLBCL) treated with a first-line immunochemotherapy. Methods One-hundred thirty-two patients newly diagnosed with DLBCL were retrospectively included. PET studies were reconstructed using an ordered subset expectation maximisation algorithm with point spread function modelling. The total metabolic tumour volume (MTV) was recorded for each patient, and the volume of interest structure of the largest target lesion was used to compute F-18-FDG textural parameters. Data was randomly split into training and validation datasets. Optimal cutoff values were determined by means of 2-year event-free survival (EFS) ROC analyses. Two-year EFS analyses were performed using Kaplan-Meier survival analyses and univariable and multivariable Cox regression models. Results The median follow-up was 27 months, and the 2-year event-free survival (2y-EFS) was 77.3% in the entire population. ROC analyses for the 2y-EFS reached statistical significance for total MTV as well as four second-order metrics (homogeneity, contrast, correlation, dissimilarity) and five third-order metrics (LZE (Long-Zone Emphasis), LZLGE (Long-Zone Low-Grey Level Emphasis), LZHGE (Long-Zone High-Grey Level Emphasis), GLNU (Grey-Level Non-Uniformity) and ZP (Zone Percentage)). LZHGE displayed the highest ROC analysis accuracy (acc. = 0.76) and the best discriminant value on univariable Kaplan-Meier analysis (p < 0.0001, HR = 4.54). On multivariable analysis, including IPIaa, total MTV and LZHGE, LZHGE was the only independent predictor of 2y-EFS. These results were confirmed on the validation dataset. Conclusions Baseline F-18-FDG PET heterogeneity of the largest lymphoma lesion is a promising predictor of 2y-EFS in newly diagnosed DLBCL treated with immunochemotherapy.
引用
收藏
页码:4623 / 4632
页数:10
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