Cargando…
Texture Analysis Improves the Value of Pretreatment (18)F-FDG PET/CT in Predicting Interim Response of Primary Gastrointestinal Diffuse Large B-Cell Lymphoma
OBJECTIVES: To explore the application of pretreatment (18)F-fluorodeoxyglucose ((18)F-FDG) positron emission tomography (PET)/computed tomography (CT) texture analysis (TA) in predicting the interim response of primary gastrointestinal diffuse large B-cell lymphoma (PGIL-DLBCL). METHODS: Pretreatme...
Autores principales: | , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Hindawi
2020
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7463417/ https://www.ncbi.nlm.nih.gov/pubmed/32922221 http://dx.doi.org/10.1155/2020/2981585 |
_version_ | 1783577127353843712 |
---|---|
author | Sun, Yiwen Qiao, Xiangmei Jiang, Chong Liu, Song Zhou, Zhengyang |
author_facet | Sun, Yiwen Qiao, Xiangmei Jiang, Chong Liu, Song Zhou, Zhengyang |
author_sort | Sun, Yiwen |
collection | PubMed |
description | OBJECTIVES: To explore the application of pretreatment (18)F-fluorodeoxyglucose ((18)F-FDG) positron emission tomography (PET)/computed tomography (CT) texture analysis (TA) in predicting the interim response of primary gastrointestinal diffuse large B-cell lymphoma (PGIL-DLBCL). METHODS: Pretreatment (18)F-FDG PET/CT images of 30 PGIL-DLBCL patients were studied retrospectively. The interim response was evaluated after 3-4 cycles of chemotherapy. The complete response (CR) rates in patients with different clinicopathological characteristics were compared by Fisher's exact test. The differences in the maximum standard uptake value (SUVmax), metabolic tumor volume (MTV), and texture features between the CR and non-CR groups were compared by the Mann–Whitney U test. Feature selection was performed according to the results of the Mann–Whitney U test and feature categories. The predictive efficacies of the SUVmax, MTV, and the selected texture features were assessed by receiver operating characteristic (ROC) analysis. A prediction probability was generated by binary logistic regression analysis. RESULTS: The SUVmax, MTV, some first-order texture features, volume, and entropy were significantly higher in the non-CR group. The energy was significantly lower in the non-CR group. The SUVmax, volume, and entropy were excellent predictors of the interim response, and the areas under the curves (AUCs) were 0.850, 0.805, and 0.800, respectively. The CR rate was significantly lower in patients with intestinal involvement. The prediction probability generated from the combination of the SUVmax, entropy, volume, and intestinal involvement had a higher AUC (0.915) than all single parameters. CONCLUSIONS: TA has potential in improving the value of pretreatment PET/CT in predicting the interim response of PGIL-DLBCL. However, prospective studies with large sample sizes and validation analyses are needed to confirm the current results. |
format | Online Article Text |
id | pubmed-7463417 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Hindawi |
record_format | MEDLINE/PubMed |
spelling | pubmed-74634172020-09-11 Texture Analysis Improves the Value of Pretreatment (18)F-FDG PET/CT in Predicting Interim Response of Primary Gastrointestinal Diffuse Large B-Cell Lymphoma Sun, Yiwen Qiao, Xiangmei Jiang, Chong Liu, Song Zhou, Zhengyang Contrast Media Mol Imaging Research Article OBJECTIVES: To explore the application of pretreatment (18)F-fluorodeoxyglucose ((18)F-FDG) positron emission tomography (PET)/computed tomography (CT) texture analysis (TA) in predicting the interim response of primary gastrointestinal diffuse large B-cell lymphoma (PGIL-DLBCL). METHODS: Pretreatment (18)F-FDG PET/CT images of 30 PGIL-DLBCL patients were studied retrospectively. The interim response was evaluated after 3-4 cycles of chemotherapy. The complete response (CR) rates in patients with different clinicopathological characteristics were compared by Fisher's exact test. The differences in the maximum standard uptake value (SUVmax), metabolic tumor volume (MTV), and texture features between the CR and non-CR groups were compared by the Mann–Whitney U test. Feature selection was performed according to the results of the Mann–Whitney U test and feature categories. The predictive efficacies of the SUVmax, MTV, and the selected texture features were assessed by receiver operating characteristic (ROC) analysis. A prediction probability was generated by binary logistic regression analysis. RESULTS: The SUVmax, MTV, some first-order texture features, volume, and entropy were significantly higher in the non-CR group. The energy was significantly lower in the non-CR group. The SUVmax, volume, and entropy were excellent predictors of the interim response, and the areas under the curves (AUCs) were 0.850, 0.805, and 0.800, respectively. The CR rate was significantly lower in patients with intestinal involvement. The prediction probability generated from the combination of the SUVmax, entropy, volume, and intestinal involvement had a higher AUC (0.915) than all single parameters. CONCLUSIONS: TA has potential in improving the value of pretreatment PET/CT in predicting the interim response of PGIL-DLBCL. However, prospective studies with large sample sizes and validation analyses are needed to confirm the current results. Hindawi 2020-08-21 /pmc/articles/PMC7463417/ /pubmed/32922221 http://dx.doi.org/10.1155/2020/2981585 Text en Copyright © 2020 Yiwen Sun et al. http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Research Article Sun, Yiwen Qiao, Xiangmei Jiang, Chong Liu, Song Zhou, Zhengyang Texture Analysis Improves the Value of Pretreatment (18)F-FDG PET/CT in Predicting Interim Response of Primary Gastrointestinal Diffuse Large B-Cell Lymphoma |
title | Texture Analysis Improves the Value of Pretreatment (18)F-FDG PET/CT in Predicting Interim Response of Primary Gastrointestinal Diffuse Large B-Cell Lymphoma |
title_full | Texture Analysis Improves the Value of Pretreatment (18)F-FDG PET/CT in Predicting Interim Response of Primary Gastrointestinal Diffuse Large B-Cell Lymphoma |
title_fullStr | Texture Analysis Improves the Value of Pretreatment (18)F-FDG PET/CT in Predicting Interim Response of Primary Gastrointestinal Diffuse Large B-Cell Lymphoma |
title_full_unstemmed | Texture Analysis Improves the Value of Pretreatment (18)F-FDG PET/CT in Predicting Interim Response of Primary Gastrointestinal Diffuse Large B-Cell Lymphoma |
title_short | Texture Analysis Improves the Value of Pretreatment (18)F-FDG PET/CT in Predicting Interim Response of Primary Gastrointestinal Diffuse Large B-Cell Lymphoma |
title_sort | texture analysis improves the value of pretreatment (18)f-fdg pet/ct in predicting interim response of primary gastrointestinal diffuse large b-cell lymphoma |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7463417/ https://www.ncbi.nlm.nih.gov/pubmed/32922221 http://dx.doi.org/10.1155/2020/2981585 |
work_keys_str_mv | AT sunyiwen textureanalysisimprovesthevalueofpretreatment18ffdgpetctinpredictinginterimresponseofprimarygastrointestinaldiffuselargebcelllymphoma AT qiaoxiangmei textureanalysisimprovesthevalueofpretreatment18ffdgpetctinpredictinginterimresponseofprimarygastrointestinaldiffuselargebcelllymphoma AT jiangchong textureanalysisimprovesthevalueofpretreatment18ffdgpetctinpredictinginterimresponseofprimarygastrointestinaldiffuselargebcelllymphoma AT liusong textureanalysisimprovesthevalueofpretreatment18ffdgpetctinpredictinginterimresponseofprimarygastrointestinaldiffuselargebcelllymphoma AT zhouzhengyang textureanalysisimprovesthevalueofpretreatment18ffdgpetctinpredictinginterimresponseofprimarygastrointestinaldiffuselargebcelllymphoma |