Giulio Bagnacci

Dr. Giulio Bagnacci

Unit of Diagnostic Imaging, University of Siena, Siena, Tuscany, Italy
orcid

Research Focus & Metrics

Academic Career Length

9Years (2018-Present)

(Calculated once Scilit publication data is synced: current year − year of first publication + 1)

Representative Publications

View All Publications
1 June 2021 in Quantitative Imaging in Medicine and Surgery
Verified
Journal Article
Open access
PDF file
MMMaria Antonietta Mazzei
Maria Antonietta Mazzei
LGLetizia Di Giacomo
Letizia Di Giacomo
GBGiulio Bagnacci
Giulio Bagnacci
VNValerio Nardone
Valerio Nardone
FGFrancesco Gentili
Francesco Gentili
FRFranco Roviello
Franco Roviello
Background: To predict response to neoadjuvant chemotherapy (NAC) of gastric cancer (GC), prior to surgery, would be pivotal to customize patient treatment. The aim of this study is to investigate the reliability of computed tomography (CT) texture analysis (TA) in predicting the histo-pathological response to NAC in patients with resectable locally advanced gastric cancer (AGC). Methods: Seventy (40 male, mean age 63.3 years) patients with resectable locally AGC, treated with NAC and radical surgery, were included in this retrospective study from 5 centers of the Italian Research Group for Gastric Cancer (GIRCG). Population was divided into two groups: 29 patients from one center (internal cohort for model development and internal validation) and 41 from other four centers (external cohort for independent external validation). Gross tumor volume (GTV) was segmented on each pre- and post-NAC multidetector CT (MDCT) image by using a dedicated software (RayStation), and 14 TA parameters were then extrapolated. Correlation between TA parameters and complete pathological response (tumor regression grade, TRG1), was initially investigated for the internal cohort. The univariate significant variables were tested on the external cohort and multivariate logistic analysis was performed. Results: In multivariate logistic regression the only significant TA variable was delta gray-level co-occurrence matrix (GLCM) contrast (P=0.001, Nagelkerke R2: 0.546 for the internal cohort and P=0.014, Nagelkerke R2: 0.435 for the external cohort). Receiver operating characteristic (ROC) curves, generated from the logistic regression of all the patients, showed an area under the curve (AUC) of 0.763. Conclusions: Post-NAC GLCM contrast and dissimilarity and delta GLCM contrast TA parameters seem to be reliable for identifying patients with locally AGC responder to NAC.

1 August 2018 in Quantitative Imaging in Medicine and Surgery
Verified
Journal Article
Closed access
PDF file
MMMaria Antonietta Mazzei
Maria Antonietta Mazzei
VNValerio Nardone
Valerio Nardone
LGLetizia Di Giacomo
Letizia Di Giacomo
GBGiulio Bagnacci
Giulio Bagnacci
FGFrancesco Gentili
Francesco Gentili
LVLuca Volterrani
Luca Volterrani
The role of delta radiomics in gastric cancer

31 March 2024 in Cancers
Verified
Journal Article
Open access
PDF file
Daniele MarrelliDaniele Marrelli
Daniele Marrelli
SPStefania Angela Piccioni
Stefania Angela Piccioni
Ludovico CarboneLudovico Carbone
Ludovico Carbone
RPRoberto Petrioli
Roberto Petrioli
MCMaurizio Costantini
Maurizio Costantini
FRFranco Roviello
Franco Roviello
Super-extended (D2plus) lymphadenectomy after chemotherapy has been reported in only a few studies. This retrospective study evaluates survival outcomes in a Western cohort of locally advanced or oligometastatic gastric cancer patients who underwent D2plus lymphadenectomy after neoadjuvant chemotherapy. A total of 97 patients treated between 2010 and 2022 were included. Of these, 62 had clinical stage II/III disease, and 35 had stage IV disease. Most patients (65%) received preoperative DOC/FLOT chemotherapy. The mean number of lymph nodes harvested was 39. Pathological positive nodes in the posterior/para-aortic stations occurred in 17 (17.5%) patients. Lymphovascular invasion, ypN stage, clinical stage, and perineural invasion were predictive factors for positive posterior/para-aortic nodes. Postoperative complications occurred in 21 patients, whereas severe complications (grade III or more) occurred in 9 cases (9.3%). Mortality rate was 1%. Median overall survival (OS) was 59 months (95% CI: 13–106), with a five-year survival rate of 49 ± 6%; the five-year OS after R0 surgery was 60 ± 7%. In patients with positive posterior/para-aortic nodes, the median OS was 15 months (95% CI: 13–18). D2plus lymphadenectomy after chemotherapy for locally advanced or oligometastatic gastric cancer is feasible and associated with low morbidity/mortality rates. The incidence of pathological metastases in posterior/para-aortic nodes is not negligible even after systemic chemotherapy, with poor long-term survival.

15 March 2018 in Gastroenterology Research and Practice
Verified
Journal Article
Open access
PDF file
Maria Antonietta MazzeiMaria Antonietta Mazzei
Maria Antonietta Mazzei
GBGiulio Bagnacci
Giulio Bagnacci
FGFrancesco Gentili
Francesco Gentili
ANAndrea Nigri
Andrea Nigri
VPVeronica Pelini
Veronica Pelini
LVLuca Volterrani
Luca Volterrani
Aim. To investigate the role of maximum tumour diameter (D-max) reduction rate at CT examination in predicting histopathological tumour regression grade (TRG according to the Becker grade), after neoadjuvant chemotherapy (NAC), in patients with resectable advanced gastric cancer (AGC). Materials and Methods. Eighty-six patients (53 M, mean age 62.1 years) with resectable AGC (≥T3 or N+), treated with NAC and radical surgery, were enrolled from 5 centres of the Italian Research Group for Gastric Cancer (GIRCG). Staging and restaging CT and histological results were retrospectively reviewed. CT examinations were contrast enhanced, and the stomach was previously distended. The D-max was measured using 2D software and compared with Becker TRG. Statistical data were obtained using “R” software. Results. The interobserver agreement was good/very good. Becker TRG was predicted by CT with a sensitivity and specificity, respectively, of 97.3% and 90.9% for Becker 1 (D-max reduction rate > 65.1%), 76.4% and 80% for Becker 3 (D-max reduction rate < 29.9%), and 70.8% and 83.9% for Becker 2. Correlation between radiological and histological D-max measurements was strongly confirmed by the correlation index (c.i.= 0.829). Conclusions. D-max reduction rate in AGC patients may be helpful as a simple and reproducible radiological index in predicting TRG after NAC.

21 March 2023 in Seminars in Ultrasound, CT and MRI
Verified
Journal Article
Closed access
SGSusanna Guerrini
Susanna Guerrini
GBGiulio Bagnacci
Giulio Bagnacci
APArmando Perrella
Armando Perrella
NMNunzia Di Meglio
Nunzia Di Meglio
CSCristian Sica
Cristian Sica
Maria Antonietta MazzeiMaria Antonietta Mazzei
Maria Antonietta Mazzei

23 October 2024 in Journal of Clinical Medicine
Verified
Journal Article
Open access
PDF file
SGSusanna Guerrini
Susanna Guerrini
MZMatteo Zanoni
Matteo Zanoni
CSCristian Sica
Cristian Sica
GBGiulio Bagnacci
Giulio Bagnacci
NMNicoletta Mancianti
Nicoletta Mancianti
Maria Antonietta MazzeiMaria Antonietta Mazzei
Maria Antonietta Mazzei
Background: Our study aims to provide an overview of existing evidence regarding the image quality of dual-energy CT (DECT) employing reduced contrast media (CM) volumes, in comparison to single-energy CT (SECT) with standard CM loads. The advantages, indications, and possible applications of DECT were investigated from the perspective of providing better patient care, minimizing CM volume and managing CM shortage. Methods: In this systematic review (PRISMA methodology), PubMed and WOS were searched from January 2010 to January 2023 by two independent reviewers. The scan and CM characteristics, radiation dose, and results of quantitative (contrast to noise ratio, CNR, and signal to noise ratio, SNR) and qualitative assessment of image quality were collected. Sixty non-duplicated records eligible for full-text screening were examined. Results: Finally, 22 articles (1818 patients) were included. The average CM reduction with DECT ranged between 43.4 ± 11%. Despite the wide variability in CT scan protocols, no differences were found in radiation doses between DECT and SECT. Conclusions: DECT scanners allow the employment of lower CM volumes with equal or better image quality evaluated by quantitative and qualitative analyses and similar dose radiation compared to SECT. Using image reconstructions at low monochromatic energy levels, DECT increases iodine conspicuity and attenuation contributing to CM containment measures.