A quantitative clinical evaluation of simultaneous reconstruction of attenuation and activity in time-of-flight PET

被引:1
作者
Zhang, Haiqiong [1 ,2 ]
Wang, Jingnan [1 ]
Li, Nan [3 ]
Zhang, Yue [3 ]
Cui, Jie [3 ]
Huo, Li [1 ]
Zhang, Hui [3 ,4 ]
机构
[1] Peking Union Med Coll Hosp, Chinese Acad Med Sci, Dept Nucl Med, State Key Lab Complex Severe & Rare Dis,Beijing Ke, Beijing 100730, Peoples R China
[2] Peking Union Med Coll Hosp, Chinese Acad Med Sci, Med Sci Res Ctr MRC, Beijing 100730, Peoples R China
[3] SinoUn Beijing Healthcare Technol Co Ltd, Beijing 100082, Peoples R China
[4] Tsinghua Univ, Dept Biomed Engn, Beijing 100084, Peoples R China
关键词
TOF-PET; MLAA; CT-OSEM; Quantitative evaluation; IMAGE; MLAA;
D O I
10.1186/s12880-023-00987-7
中图分类号
R8 [特种医学]; R445 [影像诊断学];
学科分类号
1002 ; 100207 ; 1009 ;
摘要
BackgroundThe maximum likelihood activity and attenuation (MLAA) reconstruction algorithm has been proposed to jointly estimate tracer activity and attenuation at the same time, and proven to be a promising solution to the CT attenuation correction (CT-AC) artifacts in PET images. This study aimed to perform a quantitative evaluation and clinical validation of the MLAA method.MethodsA uniform cylinder phantom filled with F-18-FDG solution was scanned to optimize the reconstruction parameters for the implemented MLAA algorithm. 67 patients who underwent whole-body F-18-FDG PET/CT scan were retrospectively recruited. PET images were reconstructed using MLAA and clinical standard OSEM algorithm with CT-AC (CT-OSEM). The mean and maximum standardized uptake values (SUVmean and SUVmax) in regions of interest (ROIs) of organs, high uptake lesions and areas affected by metal implants and respiration motion artifacts were quantitatively analyzed.ResultsIn quantitative analysis, SUVs in patient's organ ROIs between two methods showed R-2 ranging from 0.91 to 0.98 and k ranging from 0.90 to 1.06, and the average SUVmax and SUVmean differences between two methods were within 10% range, except for the lung ROI, which was 10.5% and 16.73% respectively. The average SUVmax and SUVmean differences of a total of 117 high uptake lesions were 7.25% and 7.10% respectively. 20 patients were identified to have apparent respiration motion artifacts in the liver in CT-OSEM images, and the SUVs differences between two methods measured at dome of the liver were significantly larger than measured at middle part of the liver. 10 regions with obvious metal artifacts were identified in CT-OSEM images and the average SUVmean and SUVmax differences in metal implants affected regions were reported to be 52.90% and 56.20% respectively.ConclusionsPET images reconstructed using MLAA are clinically acceptable in terms of image quality as well as quantification and it is a useful tool in clinical practice, especially when CT-AC may cause respiration motion and metal artifacts. Moreover, this study also provides technical reference and data support for the future iteration and development of PET reconstruction technology of SUV accurate quantification.
引用
收藏
页数:13
相关论文
共 50 条
  • [41] Deep Learning Based Attenuation Correction of PET/MRI in Pediatric Brain Tumor Patients: Evaluation in a Clinical Setting
    Ladefoged, Claes Nohr
    Marner, Lisbeth
    Hindsholm, Amalie
    Law, Ian
    Hojgaard, Liselotte
    Andersen, Flemming Littrup
    FRONTIERS IN NEUROSCIENCE, 2019, 12
  • [42] Whole-body single-bed time-of-flight RPC-PET: simulation of axial and planar sensitivities with NEMA and anthropomorphic phantoms
    Crespo, Paulo
    Reis, Joao
    Couceiro, Miguel
    Blanco, Alberto
    Ferreira, Nuno C.
    Marques, Rui Ferreira
    Fonte, Paulo
    2009 IEEE NUCLEAR SCIENCE SYMPOSIUM CONFERENCE RECORD, VOLS 1-5, 2009, : 3420 - +
  • [43] Whole-Body Single-Bed Time-of-Flight RPC-PET: Simulation of Axial and Planar Sensitivities With NEMA and Anthropomorphic Phantoms
    Crespo, Paulo
    Reis, Joao
    Couceiro, Miguel
    Blanco, Alberto
    Ferreira, Nuno C.
    Marques, Rui Ferreira
    Martins, Paulo
    Fonte, Paulo
    IEEE TRANSACTIONS ON NUCLEAR SCIENCE, 2012, 59 (03) : 520 - 529
  • [44] Evaluation of Sinus/Edge-Corrected Zero-Echo-Time-Based Attenuation Correction in Brain PET/MRI
    Yang, Jaewon
    Wiesinger, Florian
    Kaushik, Sandeep
    Shanbhag, Dattesh
    Hope, Thomas A.
    Larson, Peder E. Z.
    Seo, Youngho
    JOURNAL OF NUCLEAR MEDICINE, 2017, 58 (11) : 1873 - 1879
  • [45] Comparison of quantitative Y-90 SPECT and non-time-of-flight PET imaging in post-therapy radioembolization of liver cancer
    Yue, Jianting
    Mauxion, Thibault
    Reyes, Diane K.
    Lodge, Martin A.
    Hobbs, Robert F.
    Rong, Xing
    Dong, Yinfeng
    Herman, Joseph M.
    Wahl, Richard L.
    Geschwind, Jean-Francois H.
    Frey, Eric C.
    MEDICAL PHYSICS, 2016, 43 (10) : 5779 - 5790
  • [46] Standard OSEM vs. regularized PET image reconstruction: qualitative and quantitative comparison using phantom data and various clinical radiopharmaceuticals
    Lantos, Judit
    Mittra, Erik S.
    Levin, Craig S.
    Iagaru, Andrei
    AMERICAN JOURNAL OF NUCLEAR MEDICINE AND MOLECULAR IMAGING, 2018, 8 (02): : 110 - 118
  • [47] Almost 10 years of PET/MR attenuation correction: the effect on lesion quantification with PSMA: clinical evaluation on 200 prostate cancer patients
    Bogdanovic, Borjana
    Gafita, Andrei
    Schachoff, Sylvia
    Eiber, Matthias
    Cabello, Jorge
    Weber, Wolfgang A.
    Nekolla, Stephan G.
    EUROPEAN JOURNAL OF NUCLEAR MEDICINE AND MOLECULAR IMAGING, 2021, 48 (02) : 543 - 553
  • [48] Joint estimation of activity and attenuation for PET using pragmatic MR-based prior: application to clinical TOF PET/MR whole-body data for FDG and non-FDG tracers
    Ahn, Sangtae
    Cheng, Lishui
    Shanbhag, Dattesh D.
    Qian, Hua
    Kaushik, Sandeep S.
    Jansen, Floris P.
    Wiesinger, Florian
    PHYSICS IN MEDICINE AND BIOLOGY, 2018, 63 (04)
  • [49] Quantitative evaluation of a deep learning-based framework to generate whole-body attenuation maps using LSO background radiation in long axial FOV PET scanners
    Sari, Hasan
    Teimoorisichani, Mohammadreza
    Mingels, Clemens
    Alberts, Ian
    Panin, Vladimir
    Bharkhada, Deepak
    Xue, Song
    Prenosil, George
    Shi, Kuangyu
    Conti, Maurizio
    Rominger, Axel
    EUROPEAN JOURNAL OF NUCLEAR MEDICINE AND MOLECULAR IMAGING, 2022, 49 (13) : 4490 - 4502
  • [50] Evaluation of sputtering induced surface roughness development of Ni/Cu multilayers thin films by Time-of-Flight Secondary Ion Mass Spectrometry depth profiling with different energies O2+ ion bombardment
    Yan, X. L.
    Duvenhage, M. M.
    Wang, J. Y.
    Swart, H. C.
    Terblans, J. J.
    THIN SOLID FILMS, 2019, 669 : 188 - 197