Baseline 18F-FDG PET textural features as predictors of response to chemotherapy in diffuse large B-cell lymphoma
Nuclear Medicine Communications, cilt.42, sa.11, ss.1227-1232, 2021 (SCI-Expanded, Scopus)
- Yayın Türü: Makale / Tam Makale
- Cilt numarası: 42 Sayı: 11
- Basım Tarihi: 2021
- Doi Numarası: 10.1097/mnm.0000000000001447
- Dergi Adı: Nuclear Medicine Communications
- Derginin Tarandığı İndeksler: Science Citation Index Expanded (SCI-EXPANDED), Scopus, EMBASE, MEDLINE
- Sayfa Sayıları: ss.1227-1232
- Anahtar Kelimeler: diffuse large b-cell lymphoma, machine learning, PET, CT, radiomics
- Sağlık Bilimleri Üniversitesi Adresli: Evet
Özet
Purpose We sought to investigate the performance of radiomics analysis on baseline 18F-FDG PET/CT for predicting response to first-line chemotherapy in diffuse large B-cell lymphoma (DLBCL). Material and methods Forty-five patients who received first-line rituximab, cyclophosphamide, doxorubicin, vincristine and prednisone (R-CHOP) chemotherapy for DLBCL were included in the study. Radiomics features and standard uptake value (SUV)-based measurements were extracted from baseline PET images for a total of 147 lesions. The selection of the most relevant features was made using the recursive feature elimination algorithm. A machine-learning model was trained using the logistic regression classifier with cross-validation to predict treatment response. The independent predictors of incomplete response were evaluated with multivariable regression analysis. Results A total of 14 textural features were selected by the recursive elimination algorithm, achieving a feature-To-lesion ratio of 1:10. The accuracy and area under the receiver operating characteristic curve of the model for predicting incomplete response were 0.87 and 0.81, respectively. Multivariable analysis revealed that SUVmaxand gray level co-occurrence matrix dissimilarity were independent predictors of lesions with incomplete response to first-line R-CHOP chemotherapy. Conclusion Increased textural heterogeneity in baseline PET images was found to be associated with incomplete response in DLBCL.