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Page 1
The emerging role of Artificial Intelligence in proton therapy: A review.
Isaksson LJ, Mastroleo F, Vincini MG, Marvaso G, Zaffaroni M, Gola M, Mazzola GC, Bergamaschi L, Gaito S, Alongi F, Doyen J, Fossati P, Haustermans K, Høyer M, Langendijk JA, Matute R, Orlandi E, Schwarz M, Troost EGC, Vondracek V, La Torre D, Curigliano G, Petralia G, Orecchia R, Alterio D, Jereczek-Fossa BA. Isaksson LJ, et al. Crit Rev Oncol Hematol. 2024 Dec;204:104485. doi: 10.1016/j.critrevonc.2024.104485. Epub 2024 Sep 2. Crit Rev Oncol Hematol. 2024. PMID: 39233128 Review.
Machine Learning-Based Models for Prediction of Toxicity Outcomes in Radiotherapy.
Isaksson LJ, Pepa M, Zaffaroni M, Marvaso G, Alterio D, Volpe S, Corrao G, Augugliaro M, Starzyńska A, Leonardi MC, Orecchia R, Jereczek-Fossa BA. Isaksson LJ, et al. Front Oncol. 2020 Jun 5;10:790. doi: 10.3389/fonc.2020.00790. eCollection 2020. Front Oncol. 2020. PMID: 32582539 Free PMC article. Review.
Machine Learning for Head and Neck Cancer: A Safe Bet?-A Clinically Oriented Systematic Review for the Radiation Oncologist.
Volpe S, Pepa M, Zaffaroni M, Bellerba F, Santamaria R, Marvaso G, Isaksson LJ, Gandini S, Starzyńska A, Leonardi MC, Orecchia R, Alterio D, Jereczek-Fossa BA. Volpe S, et al. Among authors: isaksson lj. Front Oncol. 2021 Nov 18;11:772663. doi: 10.3389/fonc.2021.772663. eCollection 2021. Front Oncol. 2021. PMID: 34869010 Free PMC article.
Automatic Segmentation with Deep Learning in Radiotherapy.
Isaksson LJ, Summers P, Mastroleo F, Marvaso G, Corrao G, Vincini MG, Zaffaroni M, Ceci F, Petralia G, Orecchia R, Jereczek-Fossa BA. Isaksson LJ, et al. Cancers (Basel). 2023 Sep 1;15(17):4389. doi: 10.3390/cancers15174389. Cancers (Basel). 2023. PMID: 37686665 Free PMC article. Review.
Can we predict pathology without surgery? Weighing the added value of multiparametric MRI and whole prostate radiomics in integrative machine learning models.
Marvaso G, Isaksson LJ, Zaffaroni M, Vincini MG, Summers PE, Pepa M, Corrao G, Mazzola GC, Rotondi M, Mastroleo F, Raimondi S, Alessi S, Pricolo P, Luzzago S, Mistretta FA, Ferro M, Cattani F, Ceci F, Musi G, De Cobelli O, Cremonesi M, Gandini S, La Torre D, Orecchia R, Petralia G, Jereczek-Fossa BA. Marvaso G, et al. Among authors: isaksson lj. Eur Radiol. 2024 Oct;34(10):6241-6253. doi: 10.1007/s00330-024-10699-3. Epub 2024 Mar 20. Eur Radiol. 2024. PMID: 38507053
Quality assurance for automatically generated contours with additional deep learning.
Isaksson LJ, Summers P, Bhalerao A, Gandini S, Raimondi S, Pepa M, Zaffaroni M, Corrao G, Mazzola GC, Rotondi M, Lo Presti G, Haron Z, Alessi S, Pricolo P, Mistretta FA, Luzzago S, Cattani F, Musi G, De Cobelli O, Cremonesi M, Orecchia R, Marvaso G, Petralia G, Jereczek-Fossa BA. Isaksson LJ, et al. Insights Imaging. 2022 Aug 17;13(1):137. doi: 10.1186/s13244-022-01276-7. Insights Imaging. 2022. PMID: 35976491 Free PMC article.
Impact of image filtering and assessment of volume-confounding effects on CT radiomic features and derived survival models in non-small cell lung cancer.
Volpe S, Isaksson LJ, Zaffaroni M, Pepa M, Raimondi S, Botta F, Lo Presti G, Vincini MG, Rampinelli C, Cremonesi M, de Marinis F, Spaggiari L, Gandini S, Guckenberger M, Orecchia R, Jereczek-Fossa BA. Volpe S, et al. Among authors: isaksson lj. Transl Lung Cancer Res. 2022 Dec;11(12):2452-2463. doi: 10.21037/tlcr-22-248. Transl Lung Cancer Res. 2022. PMID: 36636424 Free PMC article.
Comparison of automated segmentation techniques for magnetic resonance images of the prostate.
Isaksson LJ, Pepa M, Summers P, Zaffaroni M, Vincini MG, Corrao G, Mazzola GC, Rotondi M, Lo Presti G, Raimondi S, Gandini S, Volpe S, Haron Z, Alessi S, Pricolo P, Mistretta FA, Luzzago S, Cattani F, Musi G, Cobelli O, Cremonesi M, Orecchia R, Marvaso G, Petralia G, Jereczek-Fossa BA. Isaksson LJ, et al. BMC Med Imaging. 2023 Feb 11;23(1):32. doi: 10.1186/s12880-023-00974-y. BMC Med Imaging. 2023. PMID: 36774463 Free PMC article.
Blood- and Imaging-Derived Biomarkers for Oncological Outcome Modelling in Oropharyngeal Cancer: Exploring the Low-Hanging Fruit.
Volpe S, Gaeta A, Colombo F, Zaffaroni M, Mastroleo F, Vincini MG, Pepa M, Isaksson LJ, Turturici I, Marvaso G, Ferrari A, Cammarata G, Santamaria R, Franzetti J, Raimondi S, Botta F, Ansarin M, Gandini S, Cremonesi M, Orecchia R, Alterio D, Jereczek-Fossa BA. Volpe S, et al. Among authors: isaksson lj. Cancers (Basel). 2023 Mar 28;15(7):2022. doi: 10.3390/cancers15072022. Cancers (Basel). 2023. PMID: 37046683 Free PMC article.
MRI-based radiomics signature for localized prostate cancer: a new clinical tool for cancer aggressiveness prediction? Sub-study of prospective phase II trial on ultra-hypofractionated radiotherapy (AIRC IG-13218).
Gugliandolo SG, Pepa M, Isaksson LJ, Marvaso G, Raimondi S, Botta F, Gandini S, Ciardo D, Volpe S, Riva G, Rojas DP, Zerini D, Pricolo P, Alessi S, Petralia G, Summers PE, Mistretta FA, Luzzago S, Cattani F, De Cobelli O, Cassano E, Cremonesi M, Bellomi M, Orecchia R, Jereczek-Fossa BA. Gugliandolo SG, et al. Among authors: isaksson lj. Eur Radiol. 2021 Feb;31(2):716-728. doi: 10.1007/s00330-020-07105-z. Epub 2020 Aug 27. Eur Radiol. 2021. PMID: 32852590 Clinical Trial.
14 results