Diagnostic value of baseline 18FDG PET/CT skeletal textural features in follicular lymphoma

被引:17
作者
Faudemer, Julie [1 ]
Aide, Nicolas [1 ,2 ]
Gac, Anne-Claire [3 ]
Damaj, Ghandi [3 ]
Vilque, Jean-Pierre [4 ]
Lasnon, Charline [2 ,5 ]
机构
[1] Caen Univ Hosp, Nucl Med Dept, Caen, France
[2] Normandy Univ, UNICAEN, INSERM ANTICIPE 1086, Caen, France
[3] Caen Univ Hosp, Haematol Inst, Caen, France
[4] UNICANCER, Haematol Inst, Comprehens Canc Ctr Francois Baclesse, Caen, France
[5] UNICANCER, Comprehens Canc Ctr Francois Baclesse, Nucl Med Dept, 3 Ave Gen Harris,BP 45026, F-14076 Caen 5, France
关键词
BONE-MARROW INVOLVEMENT; B-CELL LYMPHOMA; POSITRON-EMISSION-TOMOGRAPHY; FDG-PET/CT; BIOPSY; CT; HETEROGENEITY; PREDICTION; PARAMETERS; PROVIDES;
D O I
10.1038/s41598-021-03278-9
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
At present, F-18-fluorodesoxyglucose ((18)FDG) positron emission tomography (PET)/computed tomography (CT) cannot be used to omit a bone marrow biopsy (BMB) among initial staging procedures in follicular lymphoma (FL). The additional diagnostic value of skeletal textural features on baseline (18)FDG-PET/CT in diffuse large B-cell lymphoma (DLBCL) patients has given promising results. The aim of this study is to evaluate the value of (18)FDG-PET/CT radiomics for the diagnosis of bone marrow involvement (BMI) in FL patients. This retrospective bicentric study enrolled newly diagnosed FL patients addressed for baseline (18)FDG PET/CT. For visual assessment, examinations were considered positive in cases of obvious bone focal uptakes. For textural analysis, the skeleton volumes of interest (VOIs) were automatically extracted from segmented CT images and analysed using LifeX software. BMB and visual assessment were taken as the gold standard: BMB -/PET - patients were considered as bone-(NEGATIVE) patients, whereas BMB +/PET -, BMB -/PET + and BMB +/PET + patients were considered bone-(POSITIVE) patients. A LASSO regression algorithm was used to select features of interest and to build a prediction model. Sixty-six consecutive patients were included: 36 bone-(NEGATIVE) (54.5%) and 30 bone-(POSITIVE) (45.5%). The LASSO regression found variance(_GLCM), correlation(_GLCM), joint entropy(_GLCM) and busyness(_NGLDM) to have nonzero regression coefficients. Based on ROC analysis, a cut-off equal to - 0.190 was found to be optimal for the diagnosis of BMI using PET pred.score. The corresponding sensitivity, specificity, PPV and NPV values were equal to 70.0%, 83.3%, 77.8% and 76.9%, respectively. When comparing the ROC AUCs with using BMB alone, visual PET assessment or PET pred.score, a significant difference was found between BMB versus visual PET assessments (p = 0.010) but not between BMB and PET pred.score assessments (p = 0.097). Skeleton texture analysis is worth exploring to improve the performance of (18)FDG-PET/CT for the diagnosis of BMI at baseline in FL patients.
引用
收藏
页数:9
相关论文
共 39 条
[1]   FDG PET/CT for the detection of bone marrow involvement in diffuse large B-cell lymphoma: systematic review and meta-analysis [J].
Adams, Hugo J. A. ;
Kwee, Thomas C. ;
de Keizer, Bart ;
Fijnheer, Rob ;
de Klerk, John M. H. ;
Nievelstein, Rutger A. J. .
EUROPEAN JOURNAL OF NUCLEAR MEDICINE AND MOLECULAR IMAGING, 2014, 41 (03) :565-574
[2]   The Potential of Radiomic-Based Phenotyping in PrecisionMedicine A Review [J].
Aerts, Hugo J. W. L. .
JAMA ONCOLOGY, 2016, 2 (12) :1636-1642
[3]   Baseline 18F-FDG PET radiomic features as predictors of 2-year event-free survival in diffuse large B cell lymphomas treated with immunochemotherapy [J].
Aide, Nicolas ;
Fruchart, Christophe ;
Nganoa, Catherine ;
Gac, Anne-Claire ;
Lasnon, Charline .
EUROPEAN RADIOLOGY, 2020, 30 (08) :4623-4632
[4]   Diagnostic and prognostic value of baseline FDG PET/CT skeletal textural features in diffuse large B cell lymphoma [J].
Aide, Nicolas ;
Talbot, Marjolaine ;
Fruchart, Christophe ;
Damaj, Gandhi ;
Lasnon, Charline .
EUROPEAN JOURNAL OF NUCLEAR MEDICINE AND MOLECULAR IMAGING, 2018, 45 (05) :699-711
[5]   The Bayesian adaptive lasso regression [J].
Alhamzawi, Rahim ;
Ali, Haithem Taha Mohammad .
MATHEMATICAL BIOSCIENCES, 2018, 303 :75-82
[6]   Sustained Progression-Free Survival Benefit of Rituximab Maintenance in Patients With Follicular Lymphoma: Long-Term Results of the PRIMA Study [J].
Bachy, Emmanuel ;
Seymour, John F. ;
Feugier, Pierre ;
Offner, Fritz ;
Lopez-Guillermo, Armando ;
Belada, David ;
Xerri, Luc ;
Catalano, John V. ;
Brice, Pauline ;
Lemonnier, Francois ;
Martin, Alejandro ;
Casasnovas, Olivier ;
Pedersen, Lars M. ;
Dorvaux, Veronique ;
Simpson, David ;
Leppa, Sirpa ;
Gabarre, Jean ;
da Silva, Maria G. ;
Glaisner, Sylvie ;
Ysebaert, Loic ;
Vekhoff, Anne ;
Intragumtornchai, Tanin ;
Le Gouill, Steven ;
Lister, Andrew ;
Estell, Jane A. ;
Milone, Gustavo ;
Sonet, Anne ;
Farhi, Jonathan ;
Zeuner, Harald ;
Tilly, Herve ;
Salles, Gilles .
JOURNAL OF CLINICAL ONCOLOGY, 2019, 37 (31) :2815-+
[7]   Bone marrow biopsy morbidity and mortality [J].
Bain, BJ .
BRITISH JOURNAL OF HAEMATOLOGY, 2003, 121 (06) :949-951
[8]   The effects of segmentation algorithms on the measurement of 18F-FDG PET texture parameters in non-small cell lung cancer [J].
Bashir, Usman ;
Azad, Gurdip ;
Siddique, Muhammad Musib ;
Dhillon, Saana ;
Patel, Nikheel ;
Bassett, Paul ;
Landau, David ;
Goh, Vicky ;
Cook, Gary .
EJNMMI RESEARCH, 2017, 7
[9]   Association between textural and morphological tumor indices on baseline PET-CT and early metabolic response on interim PET-CT in bulky malignant lymphomas [J].
Ben Bouallegue, Faycal ;
Al Tabaa, Yassine ;
Kafrouni, Marilyne ;
Cartron, Guillaume ;
Vauchot, Fabien ;
Mariano-Goulart, Denis .
MEDICAL PHYSICS, 2017, 44 (09) :4608-4619
[10]   In Newly Diagnosed Diffuse Large B-Cell Lymphoma, Determination of Bone Marrow Involvement with 18F-FDG PET/CT Provides Better Diagnostic Performance and Prognostic Stratification Than Does Biopsy [J].
Berthet, Louis ;
Cochet, Alexandre ;
Kanoun, Salim ;
Berriolo-Riedinger, Alina ;
Humbert, Olivier ;
Toubeau, Michel ;
Dygai-Cochet, Inna ;
Legouge, Caroline ;
Casasnovas, Olivier ;
Brunotte, Francois .
JOURNAL OF NUCLEAR MEDICINE, 2013, 54 (08) :1244-1250