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Predictive and prognostic potential of pretreatment (68)Ga-PSMA PET tumor heterogeneity index in patients with metastatic castration-resistant prostate cancer treated with 177Lu-PSMA
INTRODUCTION: This study was conducted to evaluate the predictive values of volumetric parameters and radiomic features (RFs) extracted from pretreatment 68Ga-PSMA PET and baseline clinical parameters in response to 177Lu-PSMA therapy. MATERIALS AND METHODS: In this retrospective multicenter study,...
Autores principales: | , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9773988/ https://www.ncbi.nlm.nih.gov/pubmed/36568244 http://dx.doi.org/10.3389/fonc.2022.1066926 |
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author | Assadi, Majid Manafi-Farid, Reyhaneh Jafari, Esmail Keshavarz, Ahmad Divband, GhasemAli Moradi, Mohammad Mobin Adinehpour, Zohreh Samimi, Rezvan Dadgar, Habibollah Jokar, Narges Mayer, Benjamin Prasad, Vikas |
author_facet | Assadi, Majid Manafi-Farid, Reyhaneh Jafari, Esmail Keshavarz, Ahmad Divband, GhasemAli Moradi, Mohammad Mobin Adinehpour, Zohreh Samimi, Rezvan Dadgar, Habibollah Jokar, Narges Mayer, Benjamin Prasad, Vikas |
author_sort | Assadi, Majid |
collection | PubMed |
description | INTRODUCTION: This study was conducted to evaluate the predictive values of volumetric parameters and radiomic features (RFs) extracted from pretreatment 68Ga-PSMA PET and baseline clinical parameters in response to 177Lu-PSMA therapy. MATERIALS AND METHODS: In this retrospective multicenter study, mCRPC patients undergoing 177Lu-PSMA therapy were enrolled. According to the outcome of therapy, the patients were classified into two groups including positive biochemical response (BCR) (≥ 50% reduction in the serum PSA value) and negative BCR (< 50%). Sixty-five RFs, eight volumetric parameters, and also seventeen clinical parameters were evaluated for the prediction of BCR. In addition, the impact of such parameters on overall survival (OS) was evaluated. RESULTS: 33 prostate cancer patients with a median age of 69 years (range: 49-89) were enrolled. BCR was observed in 22 cases (66%), and 16 cases (48.5%) died during the follow-up time. The results of Spearman correlation test indicated a significant relationship between BCR and treatment cycle, administered dose, HISTO energy, GLCM entropy, and GLZLM LZLGE (p<0.05). In addition, according to the Mann-Whitney U test, age, cycle, dose, GLCM entropy, and GLZLM LZLGE were significantly different between BCR and non BCR patients (p<0.05). According to the ROC curve analysis for feature selection for prediction of BCR, GLCM entropy, age, treatment cycle, and administered dose showed acceptable results (p<0.05). According to SVM for assessing the best model for prediction of response to therapy, GLCM entropy alone showed the highest predictive performance in treatment planning. For the entire cohort, the Kaplan-Meier test revealed a median OS of 21 months (95% CI: 12.12-29.88). The median OS was estimated at 26 months (95% CI: 17.43-34.56) for BCR patients and 13 months (95% CI: 9.18-16.81) for non BCR patients. Among all variables included in the Kaplan Meier, the only response to therapy was statistically significant (p=0.01). CONCLUSION: This exploratory study showed that the heterogeneity parameter of pretreatment 68Ga-PSMA PET images might be a potential predictive value for response to 177Lu-PSMA therapy in mCRPC; however, further prospective studies need to be carried out to verify these findings. |
format | Online Article Text |
id | pubmed-9773988 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-97739882022-12-23 Predictive and prognostic potential of pretreatment (68)Ga-PSMA PET tumor heterogeneity index in patients with metastatic castration-resistant prostate cancer treated with 177Lu-PSMA Assadi, Majid Manafi-Farid, Reyhaneh Jafari, Esmail Keshavarz, Ahmad Divband, GhasemAli Moradi, Mohammad Mobin Adinehpour, Zohreh Samimi, Rezvan Dadgar, Habibollah Jokar, Narges Mayer, Benjamin Prasad, Vikas Front Oncol Oncology INTRODUCTION: This study was conducted to evaluate the predictive values of volumetric parameters and radiomic features (RFs) extracted from pretreatment 68Ga-PSMA PET and baseline clinical parameters in response to 177Lu-PSMA therapy. MATERIALS AND METHODS: In this retrospective multicenter study, mCRPC patients undergoing 177Lu-PSMA therapy were enrolled. According to the outcome of therapy, the patients were classified into two groups including positive biochemical response (BCR) (≥ 50% reduction in the serum PSA value) and negative BCR (< 50%). Sixty-five RFs, eight volumetric parameters, and also seventeen clinical parameters were evaluated for the prediction of BCR. In addition, the impact of such parameters on overall survival (OS) was evaluated. RESULTS: 33 prostate cancer patients with a median age of 69 years (range: 49-89) were enrolled. BCR was observed in 22 cases (66%), and 16 cases (48.5%) died during the follow-up time. The results of Spearman correlation test indicated a significant relationship between BCR and treatment cycle, administered dose, HISTO energy, GLCM entropy, and GLZLM LZLGE (p<0.05). In addition, according to the Mann-Whitney U test, age, cycle, dose, GLCM entropy, and GLZLM LZLGE were significantly different between BCR and non BCR patients (p<0.05). According to the ROC curve analysis for feature selection for prediction of BCR, GLCM entropy, age, treatment cycle, and administered dose showed acceptable results (p<0.05). According to SVM for assessing the best model for prediction of response to therapy, GLCM entropy alone showed the highest predictive performance in treatment planning. For the entire cohort, the Kaplan-Meier test revealed a median OS of 21 months (95% CI: 12.12-29.88). The median OS was estimated at 26 months (95% CI: 17.43-34.56) for BCR patients and 13 months (95% CI: 9.18-16.81) for non BCR patients. Among all variables included in the Kaplan Meier, the only response to therapy was statistically significant (p=0.01). CONCLUSION: This exploratory study showed that the heterogeneity parameter of pretreatment 68Ga-PSMA PET images might be a potential predictive value for response to 177Lu-PSMA therapy in mCRPC; however, further prospective studies need to be carried out to verify these findings. Frontiers Media S.A. 2022-12-08 /pmc/articles/PMC9773988/ /pubmed/36568244 http://dx.doi.org/10.3389/fonc.2022.1066926 Text en Copyright © 2022 Assadi, Manafi-Farid, Jafari, Keshavarz, Divband, Moradi, Adinehpour, Samimi, Dadgar, Jokar, Mayer and Prasad https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Oncology Assadi, Majid Manafi-Farid, Reyhaneh Jafari, Esmail Keshavarz, Ahmad Divband, GhasemAli Moradi, Mohammad Mobin Adinehpour, Zohreh Samimi, Rezvan Dadgar, Habibollah Jokar, Narges Mayer, Benjamin Prasad, Vikas Predictive and prognostic potential of pretreatment (68)Ga-PSMA PET tumor heterogeneity index in patients with metastatic castration-resistant prostate cancer treated with 177Lu-PSMA |
title | Predictive and prognostic potential of pretreatment (68)Ga-PSMA PET tumor heterogeneity index in patients with metastatic castration-resistant prostate cancer treated with 177Lu-PSMA |
title_full | Predictive and prognostic potential of pretreatment (68)Ga-PSMA PET tumor heterogeneity index in patients with metastatic castration-resistant prostate cancer treated with 177Lu-PSMA |
title_fullStr | Predictive and prognostic potential of pretreatment (68)Ga-PSMA PET tumor heterogeneity index in patients with metastatic castration-resistant prostate cancer treated with 177Lu-PSMA |
title_full_unstemmed | Predictive and prognostic potential of pretreatment (68)Ga-PSMA PET tumor heterogeneity index in patients with metastatic castration-resistant prostate cancer treated with 177Lu-PSMA |
title_short | Predictive and prognostic potential of pretreatment (68)Ga-PSMA PET tumor heterogeneity index in patients with metastatic castration-resistant prostate cancer treated with 177Lu-PSMA |
title_sort | predictive and prognostic potential of pretreatment (68)ga-psma pet tumor heterogeneity index in patients with metastatic castration-resistant prostate cancer treated with 177lu-psma |
topic | Oncology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9773988/ https://www.ncbi.nlm.nih.gov/pubmed/36568244 http://dx.doi.org/10.3389/fonc.2022.1066926 |
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