Extracting value from total-body PET/CT image data - the emerging role of artificial intelligence

Beyer T, Townsend DW, Brun T, Kinahan PE, Charron M, Roddy R, et al. A combined PET/CT scanner for clinical oncology. J Nucl Med off Publ Soc Nucl Med. 2000;41:1369–79.

CAS  Google Scholar 

Vaquero JJ, Kinahan P. Positron Emission Tomography: current challenges and opportunities for Technological advances in clinical and preclinical Imaging systems. Annu Rev Biomed Eng. 2015;17:385–414.

Article  CAS  PubMed  PubMed Central  Google Scholar 

Prenosil GA, Sari H, Fürstner M, Afshar-Oromieh A, Shi K, Rominger A et al. Performance Characteristics of the Biograph Vision Quadra PET/CT system with long axial field of view using the NEMA NU 2-2018 Standard. J Nucl Med. 2021;jnumed.121.261972.

Spencer BA, Berg E, Schmall JP, Omidvari N, Leung EK, Abdelhafez YG, et al. Performance evaluation of the uEXPLORER Total-Body PET/CT scanner based on NEMA NU 2-2018 with additional tests to characterize PET scanners with a long Axial Field of View. J Nucl Med. 2021;62:861–70.

Article  PubMed  PubMed Central  Google Scholar 

Badawi RD, Shi H, Hu P, Chen S, Xu T, Price PM, et al. First Human Imaging Studies with the EXPLORER Total-Body PET Scanner*. J Nucl Med. 2019;60:299–303.

Article  CAS  PubMed  PubMed Central  Google Scholar 

Cherry SR, Jones T, Karp JS, Qi J, Moses WW, Badawi RD, Total-Body PET. Maximizing sensitivity to Create New Opportunities for Clinical Research and Patient Care. J Nucl Med. 2018;59:3–12.

Article  CAS  PubMed  PubMed Central  Google Scholar 

Cherry SR, Badawi RD, Karp JS, Moses WW, Price P, Jones T. Total-body imaging: transforming the role of positron emission tomography. Sci Transl Med. 2017;9:eaaf6169.

Article  PubMed  PubMed Central  Google Scholar 

Knuuti J, Tuisku J, Kärpijoki H, Iida H, Maaniitty T, Latva-Rasku A, et al. Quantitative perfusion imaging with total-body PET. J Nucl Med. 2023;64:S11–9.

Article  Google Scholar 

Sundar LKS, Hacker M, Beyer T, Whole-Body PET, Imaging. A Catalyst for whole-person research? J Nucl Med. 2023;64:197–9.

Article  PubMed Central  Google Scholar 

Liu G, Mao W, Yu H, Hu Y, Gu J, Shi H. One-stop [18F]FDG and [68Ga]Ga-DOTA-FAPI-04 total-body PET/CT examination with dual-low activity: a feasibility study. Eur J Nucl Med Mol Imaging. 2023;50:2271–81.

Article  CAS  PubMed  Google Scholar 

Sun T, Wang Z, Wu Y, Gu F, Li X, Bai Y, et al. Identifying the individual metabolic abnormities using whole-body PET imaging from a systematic perspective. J Nucl Med. 2022;63:3213–3213.

Google Scholar 

Sundar LS, Badawi RD, Spencer BA, Li E, Cherry SR, Abdelhafez YG, Hacker M, Jones T, Beyer T. Enhance-PET: exploring the human functional connectome using total-body [18F] FDG-PET. Eur J Nucl Med Mol IMAGING. 2021;48:201.

Google Scholar 

Shiyam Sundar LK, Muzik O, Buvat I, Bidaut L, Beyer T. Potentials and caveats of AI in hybrid imaging. Methods. 2021;188:4–19.

Article  CAS  PubMed  Google Scholar 

Chen R, Yang X, Ng YL, Yu X, Huo Y, Xiao X, et al. First Total-Body Kinetic modeling and Parametric Imaging of Dynamic 68 Ga-FAPI-04 PET in pancreatic and gastric Cancer. J Nucl Med. 2023;64:960–7.

Article  CAS  PubMed  Google Scholar 

Sari H, Mingels C, Alberts I, Hu J, Buesser D, Shah V, et al. First results on kinetic modelling and parametric imaging of dynamic 18F-FDG datasets from a long axial FOV PET scanner in oncological patients. Eur J Nucl Med Mol Imaging. 2022;49:1997–2009.

Article  CAS  PubMed  Google Scholar 

Alberts I, Sari H, Mingels C, Afshar-Oromieh A, Pyka T, Shi K, et al. Long-axial field-of-view PET/CT: perspectives and review of a revolutionary development in nuclear medicine based on clinical experience in over 7000 patients. Cancer Imaging. 2023;23:28.

Article  PubMed  PubMed Central  Google Scholar 

Sui X, Liu G, Hu P, Chen S, Yu H, Wang Y, et al. Total-body PET/Computed tomography highlights in clinical practice: experiences from Zhongshan Hospital, Fudan University. PET Clin. 2021;16:9–14.

Article  PubMed  Google Scholar 

Dimitrakopoulou-Strauss A, Pan L, Sachpekidis C. Long axial field of view (LAFOV) PET-CT: implementation in static and dynamic oncological studies. Eur J Nucl Med Mol Imaging. 2023;50:3354–62.

Article  PubMed  PubMed Central  Google Scholar 

Ng QK-T, Triumbari EKA, Omidvari N, Cherry SR, Badawi RD, Nardo L. Total-body PET/CT– first clinical experiences and future perspectives. Semin Nucl Med. 2022;52:330–9.

Article  PubMed  PubMed Central  Google Scholar 

Tan H, Gu Y, Yu H, Hu P, Zhang Y, Mao W, et al. Total-body PET/CT: current applications and future perspectives. Am J Roentgenol. 2020;215:325–37.

Article  Google Scholar 

Alavi A, Saboury B, Nardo L, Zhang V, Wang M, Li H, et al. Potential and most relevant applications of total body PET/CT imaging. Clin Nucl Med. 2022;47:43.

Article  PubMed  Google Scholar 

Abdelhafez Y, Raychaudhuri SP, Mazza D, Sarkar S, Hunt HL, McBride K, et al. Total-body 18F-FDG PET/CT in autoimmune inflammatory arthritis at Ultra-low Dose: initial observations. J Nucl Med. 2022;63:1579–85.

Article  CAS  PubMed  PubMed Central  Google Scholar 

Høilund-Carlsen PF, Piri R, Gerke O, Edenbrandt L, Alavi A. Assessment of total-body atherosclerosis by PET/Computed tomography. PET Clin. 2021;16:119–28.

Article  PubMed  Google Scholar 

Sibille L, Seifert R, Avramovic N, Vehren T, Spottiswoode B, Zuehlsdorff S, et al. 18F-FDG PET/CT uptake classification in Lymphoma and Lung Cancer by using deep convolutional neural networks. Radiology. 2020;294:445–52.

Article  PubMed  Google Scholar 

Capobianco N, Meignan M, Cottereau A-S, Vercellino L, Sibille L, Spottiswoode B, et al. Deep-learning 18F-FDG uptake classification enables total metabolic tumor volume estimation in diffuse large B-Cell lymphoma. J Nucl Med. 2021;62:30–6.

Article  CAS  PubMed  PubMed Central  Google Scholar 

Girum KB, Rebaud L, Cottereau A-S, Meignan M, Clerc J, Vercellino L, et al. 18F-FDG PET maximum-intensity projections and Artificial Intelligence: a Win-Win Combination to easily measure prognostic biomarkers in DLBCL patients. J Nucl Med. 2022;63:1925–32.

Article  CAS  PubMed  PubMed Central  Google Scholar 

Isensee F, Jaeger PF, Kohl SAA, Petersen J, Maier-Hein KH. nnU-Net: a self-configuring method for deep learning-based biomedical image segmentation. Nat Methods. 2021;18:203–11.

Article  CAS  PubMed  Google Scholar 

Cardoso MJ, Li W, Brown R, Ma N, Kerfoot E, Wang Y et al. MONAI: An open-source framework for deep learning in healthcare [Internet]. arXiv; 2022 [cited 2024 Feb 26]. Available from: http://arxiv.org/abs/2211.02701.

Gatidis S, Hepp T, Früh M, La Fougère C, Nikolaou K, Pfannenberg C, et al. A whole-body FDG-PET/CT dataset with manually annotated Tumor lesions. Sci Data. 2022;9:601.

Article  CAS  PubMed  PubMed Central  Google Scholar 

Andrearczyk V, Oreiller V, Boughdad S, Rest CCL, Elhalawani H, Jreige M et al. Overview of the HECKTOR Challenge at MICCAI 2021: Automatic Head and Neck Tumor Segmentation and Outcome Prediction in PET/CT Images [Internet]. arXiv; 2022 [cited 2024 Feb 26]. Available from: http://arxiv.org/abs/2201.04138.

Kirillov A, Mintun E, Ravi N, Mao H, Rolland C, Gustafson L et al. Segment Anything [Internet]. arXiv; 2023 [cited 2024 Feb 26]. Available from: http://arxiv.org/abs/2304.02643.

Ma J, He Y, Li F, Han L, You C, Wang B. Segment Anything in Medical Images [Internet]. arXiv; 2023 [cited 2024 Feb 26]. Available from: http://arxiv.org/abs/2304.12306.

Nardo L, Pantel AR. Oncologic applications of long Axial Field-of-view PET/Computed tomography. PET Clin. 2021;16:65–73.

Article  PubMed  PubMed Central  Google Scholar 

Katal S, Eibschutz LS, Saboury B, Gholamrezanezhad A, Alavi A. Advantages and applications of total-body PET scanning. Diagnostics. 2022;12:426.

Article  PubMed  PubMed Central  Google Scholar 

Rodriguez JA, Selvaraj S, Bravo PE. Potential Cardiovascular applications of total-body PET imaging. PET Clin. 2021;16:129–36.

Article  PubMed  Google Scholar 

Chen W, Liu L, Li Y, Li S, Li Z, Zhang W, et al. Evaluation of pediatric malignancies using total-body PET/CT with half-dose [18F]-FDG. Eur J Nucl Med Mol Imaging. 2022;49:4145–55.

Article  CAS  PubMed  Google Scholar 

Cherry SR, Diekmann J, Bengel FM. Total-body Positron Emission Tomography: adding New perspectives to Cardiovascular Research. JACC Cardiovasc Imaging. 2023;16:1335–47.

Article  PubMed  Google Scholar 

Omidvari N, Jones T, Price PM, Ferre AL, Lu J, Abdelhafez YG, et al. First-in-human immunoPET imaging of COVID-19 convalescent patients using dynamic total-body PET and a CD8-targeted minibody. Sci Adv. 2023;9:eadh7968.

Article  CAS  PubMed  PubMed Central  Google Scholar 

Michalski K, Ruf J, Goetz C, Seitz AK, Buck AK, Lapa C, et al. Prognostic implications of dual tracer PET/CT: PSMA ligand and [18F]FDG PET/CT in patients undergoing [177Lu]PSMA radioligand therapy. Eur J Nucl Med Mol Imaging. 2021;48:2024–30.

Article  CAS  PubMed  Google Scholar 

Alberts I, Schepers R, Zeimpekis K, Sari H, Rominger A, Afshar-Oromieh A. Combined [68 Ga]Ga-PSMA-11 and low-dose 2-[18F]FDG PET/CT using a long-axial field of view scanner for patients referred for [177Lu]-PSMA-radioligand therapy. Eur J Nucl Med Mol Imaging. 2023;50:951–6.

Article  CAS  PubMed  Google Scholar 

Miller D, Schauer D. The ALARA principle in medical imaging. AAPM Newsl. 2015;40:38–40.

留言 (0)

沒有登入
gif