TY - JOUR
T1 - 68Ga-DOTATOC PET/CT-Based Radiomic Analysis and PRRT Outcome: A Preliminary Evaluation Based on an Exploratory Radiomic Analysis on Two Patients
AU - Liberini, Virginia
AU - Rampado, Osvaldo
AU - Gallio, Elena
AU - De Santi, Bruno
AU - Ceci, Francesco
AU - Dionisi, Beatrice
AU - Thuillier, Philippe
AU - Ciuffreda, Libero
AU - Piovesan, Alessandro
AU - Fioroni, Federica
AU - Versari, Annibale
AU - Molinari, Filippo
AU - Deandreis, Désirée
N1 - Funding Information:
We would like to thank the two patients involved in this study and the staff of the two nuclear medicine units for their useful support. Funding. The Division of Nuclear Medicine of the Department of Medical Science, University of Turin, was supported by a grant from CRT (Cassa di Risparmio di Torino; grant no: 2019.0590) Foundation regarding the project Radiomics in the Study of Neuroendocrine Tumors in Nuclear Medicine: Innovative Method for the Study of Tumor Heterogeneity.
Publisher Copyright:
© Copyright © 2021 Liberini, Rampado, Gallio, De Santi, Ceci, Dionisi, Thuillier, Ciuffreda, Piovesan, Fioroni, Versari, Molinari and Deandreis.
PY - 2021/1/26
Y1 - 2021/1/26
N2 - Aim: This work aims to evaluate whether the radiomic features extracted by 68Ga-DOTATOC-PET/CT of two patients are associated with the response to peptide receptor radionuclide therapy (PRRT) in patients affected by neuroendocrine tumor (NET). Methods: This is a pilot report in two NET patients who experienced a discordant response to PRRT (responder vs. non-responder) according to RECIST1.1. The patients presented with liver metastasis from the rectum and pancreas G3-NET, respectively. Whole-body total-lesion somatostatin receptor-expression (TLSREwb-50) and somatostatin receptor-expressing tumor volume (SRETV wb-50) were obtained in pre- and post-PRRT PET/CT. Radiomic analysis was performed, extracting 38 radiomic features (RFs) from the patients' lesions. The Mann–Whitney test was used to compare RFs in the responder patient vs. the non-responder patient. Pearson correlation and principal component analysis (PCA) were used to evaluate the correlation and independence of the different RFs. Results: TLSREwb-50 and SRETVwb-50 modifications correlate with RECIST1.1 response. A total of 28 RFs extracted on pre-therapy PET/CT showed significant differences between the two patients in the Mann–Whitney test (p < 0.05). A total of seven second-order features, with poor correlation with SUVmax and PET volume, were identified by the Pearson correlation matrix. Finally, the first two PCA principal components explain 83.8% of total variance. Conclusion: TLSREwb-50 and SRETVwb-50 are parameters that might be used to predict and to assess the PET response to PRRT. RFs might have a role in defining inter-patient heterogeneity and in the prediction of therapy response. It is important to implement future studies with larger and more homogeneous patient populations to confirm the efficacy of these biomarkers.
AB - Aim: This work aims to evaluate whether the radiomic features extracted by 68Ga-DOTATOC-PET/CT of two patients are associated with the response to peptide receptor radionuclide therapy (PRRT) in patients affected by neuroendocrine tumor (NET). Methods: This is a pilot report in two NET patients who experienced a discordant response to PRRT (responder vs. non-responder) according to RECIST1.1. The patients presented with liver metastasis from the rectum and pancreas G3-NET, respectively. Whole-body total-lesion somatostatin receptor-expression (TLSREwb-50) and somatostatin receptor-expressing tumor volume (SRETV wb-50) were obtained in pre- and post-PRRT PET/CT. Radiomic analysis was performed, extracting 38 radiomic features (RFs) from the patients' lesions. The Mann–Whitney test was used to compare RFs in the responder patient vs. the non-responder patient. Pearson correlation and principal component analysis (PCA) were used to evaluate the correlation and independence of the different RFs. Results: TLSREwb-50 and SRETVwb-50 modifications correlate with RECIST1.1 response. A total of 28 RFs extracted on pre-therapy PET/CT showed significant differences between the two patients in the Mann–Whitney test (p < 0.05). A total of seven second-order features, with poor correlation with SUVmax and PET volume, were identified by the Pearson correlation matrix. Finally, the first two PCA principal components explain 83.8% of total variance. Conclusion: TLSREwb-50 and SRETVwb-50 are parameters that might be used to predict and to assess the PET response to PRRT. RFs might have a role in defining inter-patient heterogeneity and in the prediction of therapy response. It is important to implement future studies with larger and more homogeneous patient populations to confirm the efficacy of these biomarkers.
KW - Ga-DOTATOC PET/CT
KW - NET
KW - peptide receptor radionuclide therapy
KW - radiomic analysis
KW - somatostatin receptor expressing tumor volume
KW - total lesion somatostatin receptor expression
UR - http://www.scopus.com/inward/record.url?scp=85101053715&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=85101053715&partnerID=8YFLogxK
U2 - 10.3389/fmed.2020.601853
DO - 10.3389/fmed.2020.601853
M3 - Article
AN - SCOPUS:85101053715
SN - 2296-858X
VL - 7
JO - Frontiers in Medicine
JF - Frontiers in Medicine
M1 - 601853
ER -