Skip to main content
Erschienen in: European Journal of Nuclear Medicine and Molecular Imaging 2/2024

02.10.2023 | Original Article

Development and performance of SIAT bPET: a high-resolution and high-sensitivity MR-compatible brain PET scanner using dual-ended readout detectors

verfasst von: Zhonghua Kuang, Ziru Sang, Ning Ren, Xiaohui Wang, Tianyi Zeng, San Wu, Ming Niu, Longhan Cong, Samuel M. Kinyanjui, Qiaoyan Chen, Changjun Tie, Zheng Liu, Tao Sun, Zhanli Hu, Junwei Du, Ye Li, Dong Liang, Xin Liu, Hairong Zheng, Yongfeng Yang

Erschienen in: European Journal of Nuclear Medicine and Molecular Imaging | Ausgabe 2/2024

Einloggen, um Zugang zu erhalten

Abstract

Purpose

Positron emission tomography/magnetic resonance imaging (PET/MRI) is a powerful tool for brain imaging, but the spatial resolution of the PET scanners currently used for brain imaging can be further improved to enhance the quantitative accuracy of brain PET imaging. The purpose of this study is to develop an MR-compatible brain PET scanner that can simultaneously achieve a uniform high spatial resolution and high sensitivity by using dual-ended readout depth encoding detectors.

Methods

The MR-compatible brain PET scanner, named SIAT bPET, consists of 224 dual-ended readout detectors. Each detector contains a 26 × 26 lutetium yttrium oxyorthosilicate (LYSO) crystal array of 1.4 × 1.4 × 20 mm3 crystal size read out by two 10 × 10 silicon photomultiplier (SiPM) arrays from both ends. The scanner has a detector ring diameter of 376.8 mm and an axial field of view (FOV) of 329 mm. The performance of the scanner including spatial resolution, sensitivity, count rate, scatter fraction, and image quality was measured. Imaging studies of phantoms and the brain of a volunteer were performed. The mutual interferences of the PET insert and the uMR790 3 T MRI scanner were measured, and simultaneous PET/MRI imaging of the brain of a volunteer was performed.

Results

A spatial resolution of better than 1.5 mm with an average of 1.2 mm within the whole FOV was obtained. A sensitivity of 11.0% was achieved at the center FOV for an energy window of 350–750 keV. Except for the dedicated RF coil, which caused a ~ 30% reduction of the sensitivity of the PET scanner, the MRI sequences running had a negligible effect on the performance of the PET scanner. The reduction of the SNR and homogeneity of the MRI images was less than 2% as the PET scanner was inserted to the MRI scanner and powered-on. High quality PET and MRI images of a human brain were obtained from simultaneous PET/MRI scans.

Conclusion

The SIAT bPET scanner achieved a spatial resolution and sensitivity better than all MR-compatible brain PET scanners developed up to date. It can be used either as a standalone brain PET scanner or a PET insert placed inside a commercial whole-body MRI scanner to perform simultaneous PET/MRI imaging.
Literatur
1.
Zurück zum Zitat Pichler BJ, Kolb A, Nagele T, Schlemmer HP. PET/MRI: paving the way for the next generation of clinical multimodality imaging applications. J Nucl Med. 2010;51(3):333–6.CrossRefPubMed Pichler BJ, Kolb A, Nagele T, Schlemmer HP. PET/MRI: paving the way for the next generation of clinical multimodality imaging applications. J Nucl Med. 2010;51(3):333–6.CrossRefPubMed
2.
Zurück zum Zitat Catana C, Drzezga A, Heiss WD, Rosen BR. PET/MRI for neurologic applications. J Nucl Med. 2012;53(12):1916–25.CrossRefPubMed Catana C, Drzezga A, Heiss WD, Rosen BR. PET/MRI for neurologic applications. J Nucl Med. 2012;53(12):1916–25.CrossRefPubMed
3.
Zurück zum Zitat Vandenberghe S, Marsden PK. PET-MRI: a review of challenges and solutions in the development of integrated multimodality imaging. Phys Med Biol. 2015;60(4):R115–54.CrossRefPubMed Vandenberghe S, Marsden PK. PET-MRI: a review of challenges and solutions in the development of integrated multimodality imaging. Phys Med Biol. 2015;60(4):R115–54.CrossRefPubMed
4.
Zurück zum Zitat Judenhofer MS, Cherry SR. Applications for preclinical PET/MRI. Semin Nucl Med. 2013;43(1):19–29.CrossRefPubMed Judenhofer MS, Cherry SR. Applications for preclinical PET/MRI. Semin Nucl Med. 2013;43(1):19–29.CrossRefPubMed
5.
Zurück zum Zitat Heiss WD. The potential of PET/MR for brain imaging. Eur J Nucl Med Mol Imaging. 2009;36:105–12.CrossRef Heiss WD. The potential of PET/MR for brain imaging. Eur J Nucl Med Mol Imaging. 2009;36:105–12.CrossRef
6.
Zurück zum Zitat Eriksson L, Wienhard K, Eriksson M, Casey ME, Knoess C, Bruckbauer T, Hamill J, Schmand M, Gremillion T, Lenox M, et al. The ECAT HRRT: NEMA NEC evaluation of the HRRT system, the new high-resolution research tomograph. IEEE Trans Nucl Sci. 2002;49(5):2085–8.CrossRef Eriksson L, Wienhard K, Eriksson M, Casey ME, Knoess C, Bruckbauer T, Hamill J, Schmand M, Gremillion T, Lenox M, et al. The ECAT HRRT: NEMA NEC evaluation of the HRRT system, the new high-resolution research tomograph. IEEE Trans Nucl Sci. 2002;49(5):2085–8.CrossRef
7.
Zurück zum Zitat Won JY, Park H, Lee S, Son JW, Chung Y, Ko GB, Kim KY, Song J, Seo S, Ryu Y, et al. Development and initial results of a brain pet insert for simultaneous 7-Tesla PET/MRI using an FPGA-only signal digitization method. IEEE Trans Med Imaging. 2021;40(6):1579–90.CrossRefPubMed Won JY, Park H, Lee S, Son JW, Chung Y, Ko GB, Kim KY, Song J, Seo S, Ryu Y, et al. Development and initial results of a brain pet insert for simultaneous 7-Tesla PET/MRI using an FPGA-only signal digitization method. IEEE Trans Med Imaging. 2021;40(6):1579–90.CrossRefPubMed
8.
Zurück zum Zitat Nishikido F, Obata T, Suga M, Iwao Y, Tashima H, Yoshida E, Akram MSH, Yamaya T. Axial scalable add-on PET/MRI prototype based on four-layer DOI detectors integrated with a RF coil. Nucl Instrum Methods Phys Res Sect A. 2022;1040: 167239.CrossRef Nishikido F, Obata T, Suga M, Iwao Y, Tashima H, Yoshida E, Akram MSH, Yamaya T. Axial scalable add-on PET/MRI prototype based on four-layer DOI detectors integrated with a RF coil. Nucl Instrum Methods Phys Res Sect A. 2022;1040: 167239.CrossRef
9.
Zurück zum Zitat Yamaya T, Hagiwara N, Obi T, Tsuda T, Kitamura K, Hasegawa T, Haneishi H, Inadama N, Yoshida E, Murayama H. Preliminary resolution performance of the prototype system for a 4-layer DOI-PET scanner: jPET-D4. IEEE Trans Nucl Sci. 2006;53(3):1123–8.CrossRef Yamaya T, Hagiwara N, Obi T, Tsuda T, Kitamura K, Hasegawa T, Haneishi H, Inadama N, Yoshida E, Murayama H. Preliminary resolution performance of the prototype system for a 4-layer DOI-PET scanner: jPET-D4. IEEE Trans Nucl Sci. 2006;53(3):1123–8.CrossRef
10.
Zurück zum Zitat Watanabe M, Saito A, Isobe T, Ote K, Yamada R, Moriya T, Omura T. Performance evaluation of a high-resolution brain PET scanner using four-layer MPPC DOI detectors. Phys Med Biol. 2017;62(17):7148–66.CrossRefPubMed Watanabe M, Saito A, Isobe T, Ote K, Yamada R, Moriya T, Omura T. Performance evaluation of a high-resolution brain PET scanner using four-layer MPPC DOI detectors. Phys Med Biol. 2017;62(17):7148–66.CrossRefPubMed
11.
Zurück zum Zitat Shao YP, Cherry SR, Farahani K, Meadors K, Siegel S, Silverman RW, Marsden PK. Simultaneous PET and MR imaging. Phys Med Biol. 1997;42(10):1965–70.CrossRefPubMed Shao YP, Cherry SR, Farahani K, Meadors K, Siegel S, Silverman RW, Marsden PK. Simultaneous PET and MR imaging. Phys Med Biol. 1997;42(10):1965–70.CrossRefPubMed
12.
Zurück zum Zitat Catana C, Wu YB, Judenhofer MS, Qi JY, Pichler BJ, Cherry SR. Simultaneous acquisition of multislice PET and MR images: initial results with a MR-compatible PET scanner. J Nucl Med. 2006;47(12):1968–76.PubMed Catana C, Wu YB, Judenhofer MS, Qi JY, Pichler BJ, Cherry SR. Simultaneous acquisition of multislice PET and MR images: initial results with a MR-compatible PET scanner. J Nucl Med. 2006;47(12):1968–76.PubMed
13.
Zurück zum Zitat Judenhofer MS, Wehrl HF, Newport DF, Catana C, Siegel SB, Becker M, Thielscher A, Kneilling M, Lichy MP, Eichner M, et al. Simultaneous PET-MRI: a new approach for functional and morphological imaging. Nat Med. 2008;14(4):459–65.CrossRef Judenhofer MS, Wehrl HF, Newport DF, Catana C, Siegel SB, Becker M, Thielscher A, Kneilling M, Lichy MP, Eichner M, et al. Simultaneous PET-MRI: a new approach for functional and morphological imaging. Nat Med. 2008;14(4):459–65.CrossRef
14.
Zurück zum Zitat Gsell W, Molinos C, Correcher C, Belderbos S, Wouters J, Junge S, Heidenreich M, Vande Velde G, Rezaei A, Nuyts J, et al. Characterization of a preclinical PET insert in a 7 tesla MRI scanner: beyond NEMA testing. Phys Med Biol. 2020;65(24):245016.CrossRefPubMed Gsell W, Molinos C, Correcher C, Belderbos S, Wouters J, Junge S, Heidenreich M, Vande Velde G, Rezaei A, Nuyts J, et al. Characterization of a preclinical PET insert in a 7 tesla MRI scanner: beyond NEMA testing. Phys Med Biol. 2020;65(24):245016.CrossRefPubMed
15.
Zurück zum Zitat Son JW, Kim KY, Park JY, Kim K, Lee YS, Ko GB, Lee JS. SimPET: a preclinical PET insert for simultaneous PET/MR imaging. Mol Imag Biol. 2020;22(5):1208–17.CrossRef Son JW, Kim KY, Park JY, Kim K, Lee YS, Ko GB, Lee JS. SimPET: a preclinical PET insert for simultaneous PET/MR imaging. Mol Imag Biol. 2020;22(5):1208–17.CrossRef
16.
Zurück zum Zitat Yamamoto S, Watabe T, Watabe H, Aoki M, Sugiyama E, Imaizumi M, Kanai Y, Shimosegawa E, Hatazawa J. Simultaneous imaging using Si-PM-based PET and MRI for development of an integrated PET/MRI system. Phys Med Biol. 2012;57(2):N1–13.CrossRefPubMed Yamamoto S, Watabe T, Watabe H, Aoki M, Sugiyama E, Imaizumi M, Kanai Y, Shimosegawa E, Hatazawa J. Simultaneous imaging using Si-PM-based PET and MRI for development of an integrated PET/MRI system. Phys Med Biol. 2012;57(2):N1–13.CrossRefPubMed
17.
Zurück zum Zitat Yoon HS, Ko GB, Kwon SI, Lee CM, Ito M, Song IC, Lee DS, Hong SJ, Lee JS. Initial results of simultaneous PET/MRI experiments with an MRI-compatible silicon photomultiplier PET scanner. J Nucl Med. 2012;53(4):608–14.CrossRef Yoon HS, Ko GB, Kwon SI, Lee CM, Ito M, Song IC, Lee DS, Hong SJ, Lee JS. Initial results of simultaneous PET/MRI experiments with an MRI-compatible silicon photomultiplier PET scanner. J Nucl Med. 2012;53(4):608–14.CrossRef
18.
Zurück zum Zitat Stortz G, Thiessen JD, Bishop D, Khan MS, Kozlowski P, Retiere F, Schellenberg G, Shams E, Zhang XZ, Thompson CJ, et al. Performance of a PET insert for high-resolution small-animal PET/MRI at 7 Tesla. J Nucl Med. 2018;59(3):536–42.CrossRefPubMed Stortz G, Thiessen JD, Bishop D, Khan MS, Kozlowski P, Retiere F, Schellenberg G, Shams E, Zhang XZ, Thompson CJ, et al. Performance of a PET insert for high-resolution small-animal PET/MRI at 7 Tesla. J Nucl Med. 2018;59(3):536–42.CrossRefPubMed
19.
Zurück zum Zitat Levin CS, Maramraju H, Khalighi MM, Deller TW, Delso G, Jansen F. Design features and mutual compatibility studies of the time-of-flight PET capable GE SIGNA PET/MR system. IEEE Trans Med Imaging. 2016;35(8):1907–14.CrossRef Levin CS, Maramraju H, Khalighi MM, Deller TW, Delso G, Jansen F. Design features and mutual compatibility studies of the time-of-flight PET capable GE SIGNA PET/MR system. IEEE Trans Med Imaging. 2016;35(8):1907–14.CrossRef
20.
Zurück zum Zitat Chen S, Gu Y, Yu H, Chen X, Cao T, Hu L, Shi H. NEMA NU2-2012 performance measurements of the united imaging uPMR790: an integrated PET/MR system. Eur J Nucl Med Mol Imaging. 2021;48(6):1726–35.CrossRefPubMed Chen S, Gu Y, Yu H, Chen X, Cao T, Hu L, Shi H. NEMA NU2-2012 performance measurements of the united imaging uPMR790: an integrated PET/MR system. Eur J Nucl Med Mol Imaging. 2021;48(6):1726–35.CrossRefPubMed
21.
Zurück zum Zitat Delso G, Furst S, Jakoby B, Ladebeck R, Ganter C, Nekolla SG, Schwaiger M, Ziegler SI. Performance measurements of the Siemens mMR integrated whole-body PET/MR scanner. J Nucl Med. 2011;52(12):1914–22.CrossRefPubMed Delso G, Furst S, Jakoby B, Ladebeck R, Ganter C, Nekolla SG, Schwaiger M, Ziegler SI. Performance measurements of the Siemens mMR integrated whole-body PET/MR scanner. J Nucl Med. 2011;52(12):1914–22.CrossRefPubMed
22.
Zurück zum Zitat Kolb A, Wehrl HF, Hofmann M, Judenhofer MS, Eriksson L, Ladebeck R, Lichy MP, Byars L, Michel C, Schlemmer HP, et al. Technical performance evaluation of a human brain PET/MRI system. Eur Radiol. 2012;22(8):1776–88.CrossRefPubMed Kolb A, Wehrl HF, Hofmann M, Judenhofer MS, Eriksson L, Ladebeck R, Lichy MP, Byars L, Michel C, Schlemmer HP, et al. Technical performance evaluation of a human brain PET/MRI system. Eur Radiol. 2012;22(8):1776–88.CrossRefPubMed
23.
Zurück zum Zitat Jung JH, Choi Y, Jung J, Kim S, Lim HK, Im KC, Oh CH, Park HW, Kim KM, Kim JG. Development of PET/MRI with insertable PET for simultaneous PET and MR imaging of human brain. Med Phys. 2015;42(5):2354–63.CrossRefPubMed Jung JH, Choi Y, Jung J, Kim S, Lim HK, Im KC, Oh CH, Park HW, Kim KM, Kim JG. Development of PET/MRI with insertable PET for simultaneous PET and MR imaging of human brain. Med Phys. 2015;42(5):2354–63.CrossRefPubMed
24.
Zurück zum Zitat Nishikido F, Fujiwara M, Tashima H, Akram MSH, Suga M, Obata T, Yamaya T. Development of a full-ring “add-on PET” prototype: a head coil with DOI-PET detectors for integrated PET/MRI. Nucl Inst Methods Phys Res Sect A Accelerators Spectrometers Detectors and Associated Equipment. 2017;863:55–61. Nishikido F, Fujiwara M, Tashima H, Akram MSH, Suga M, Obata T, Yamaya T. Development of a full-ring add-on PET prototype: a head coil with DOI-PET detectors for integrated PET/MRI. Nucl Inst Methods Phys Res Sect A Accelerators Spectrometers Detectors and Associated Equipment. 2017;863:55–61.
25.
Zurück zum Zitat Benlloch JM, Gonzalez AJ, Pani R, Preziosi E, Jackson C, Murphy J, Barbera J, Correcher C, Aussenhofer S, Gareis D, et al. The Mindview project: first results. Eur Psychiatry. 2018;50:21–7.CrossRefPubMed Benlloch JM, Gonzalez AJ, Pani R, Preziosi E, Jackson C, Murphy J, Barbera J, Correcher C, Aussenhofer S, Gareis D, et al. The Mindview project: first results. Eur Psychiatry. 2018;50:21–7.CrossRefPubMed
26.
Zurück zum Zitat Del Guerra A, Ahmad S, Avram M, Belcari N, Berneking A, Biagi L, Bisogni MG, Brandl F, Cabello J, Camarlinghi N, et al. TRIMAGE: a dedicated trimodality (PET/MR/EEG) imaging tool for schizophrenia. Eur Psychiat. 2018;50:7–20.CrossRefPubMed Del Guerra A, Ahmad S, Avram M, Belcari N, Berneking A, Biagi L, Bisogni MG, Brandl F, Cabello J, Camarlinghi N, et al. TRIMAGE: a dedicated trimodality (PET/MR/EEG) imaging tool for schizophrenia. Eur Psychiat. 2018;50:7–20.CrossRefPubMed
27.
Zurück zum Zitat Lee BJ, Watkins RD, Lee KS, Chang CM, Levin CS. Performance evaluation of RF coils integrated with an RF-penetrable PET insert for simultaneous PET/MRI. Magn Reson Med. 2019;81(2):1434–46.CrossRefPubMed Lee BJ, Watkins RD, Lee KS, Chang CM, Levin CS. Performance evaluation of RF coils integrated with an RF-penetrable PET insert for simultaneous PET/MRI. Magn Reson Med. 2019;81(2):1434–46.CrossRefPubMed
28.
Zurück zum Zitat Yang Q, Kuang Z, Sang Z, Yang Y, Du J. Performance comparison of two signal multiplexing readouts for SiPM-based pet detector. Phys Med Biol. 2019;64(23):23NT02. Yang Q, Kuang Z, Sang Z, Yang Y, Du J. Performance comparison of two signal multiplexing readouts for SiPM-based pet detector. Phys Med Biol. 2019;64(23):23NT02.
29.
Zurück zum Zitat Deng P, Zhao L, Lu J, Li B, Dong R, Liu S, An Q. Prototype design of singles processing unit for the small animal PET. J Instrum. 2018;13:T05007. Deng P, Zhao L, Lu J, Li B, Dong R, Liu S, An Q. Prototype design of singles processing unit for the small animal PET. J Instrum. 2018;13:T05007.
30.
Zurück zum Zitat Chen K, Zhao L, Zhang L, Lu J, Qin J, Liu S, An Q. Testing of singles processing unit for a brain PET. in 2021 IEEE Nuclear Science Symposium and Medical Imaging Conference (NSS/MIC). 2021. Chen K, Zhao L, Zhang L, Lu J, Qin J, Liu S, An Q. Testing of singles processing unit for a brain PET. in 2021 IEEE Nuclear Science Symposium and Medical Imaging Conference (NSS/MIC). 2021.
31.
Zurück zum Zitat Zeng TY, Gao J, Gao DF, Kuang ZH, Sang ZR, Wang XH, Hu LZ, Chen Q, Chu X, Liang D, et al. A GPU-accelerated fully 3D OSEM image reconstruction for a high-resolution small animal PET scanner using dual-ended readout detectors. Phys Med Biol. 2020;65(24):245007. Zeng TY, Gao J, Gao DF, Kuang ZH, Sang ZR, Wang XH, Hu LZ, Chen Q, Chu X, Liang D, et al. A GPU-accelerated fully 3D OSEM image reconstruction for a high-resolution small animal PET scanner using dual-ended readout detectors. Phys Med Biol. 2020;65(24):245007.
32.
Zurück zum Zitat Cherry SR, Sung-Cheng H. Effects of scatter on model parameter estimates in 3D PET studies of the human brain. IEEE Trans Nucl Sci. 1995;42(4):1174–9.CrossRef Cherry SR, Sung-Cheng H. Effects of scatter on model parameter estimates in 3D PET studies of the human brain. IEEE Trans Nucl Sci. 1995;42(4):1174–9.CrossRef
33.
Zurück zum Zitat NEM Association. NEMA Standards Publication NU4–2008: Performance measurements of small animal positron emission tomographs. Rosslyn, VA: National Electrical Manufacturers Association; 2008. NEM Association. NEMA Standards Publication NU4–2008: Performance measurements of small animal positron emission tomographs. Rosslyn, VA: National Electrical Manufacturers Association; 2008.
34.
Zurück zum Zitat NEM Association. NEMA Standards Publication NU-2 2012: Performance measurements of positron emission tomographs. Rosslyn, VA: National Electrical Manufacturers Association; 2012. NEM Association. NEMA Standards Publication NU-2 2012: Performance measurements of positron emission tomographs. Rosslyn, VA: National Electrical Manufacturers Association; 2012.
35.
Zurück zum Zitat Gonzalez AJ, Gonzalez-Montoro A, Vidal LF, Barbera J, Aussenhofer S, Hernandez L, Moliner L, Sanchez F, Correcher C, Pincay EJ, et al. Initial results of the MINDView PET insert inside the 3T mMR. IEEE Trans Radiat Plasma Med Sci. 2019;3(3):343–51.CrossRef Gonzalez AJ, Gonzalez-Montoro A, Vidal LF, Barbera J, Aussenhofer S, Hernandez L, Moliner L, Sanchez F, Correcher C, Pincay EJ, et al. Initial results of the MINDView PET insert inside the 3T mMR. IEEE Trans Radiat Plasma Med Sci. 2019;3(3):343–51.CrossRef
36.
Zurück zum Zitat Belcari N, Bisogni MG, Camarlinghi N, Carra P, Cerello P, Morrocchi M, Patera A, Sportelli G, Guerra AD. Design and detector performance of the PET component of the TRIMAGE PET/MR/EEG scanner. IEEE Trans Radiat Plasma Med Sci. 2019;3(3):292–301.CrossRef Belcari N, Bisogni MG, Camarlinghi N, Carra P, Cerello P, Morrocchi M, Patera A, Sportelli G, Guerra AD. Design and detector performance of the PET component of the TRIMAGE PET/MR/EEG scanner. IEEE Trans Radiat Plasma Med Sci. 2019;3(3):292–301.CrossRef
37.
Zurück zum Zitat Kuang ZH, Wang XH, Ren N, Wu S, Gao J, Zeng TY, Gao DF, Zhang CH, Sang ZR, Hu ZL, et al. Design and performance of SIAT aPET: a uniform high-resolution small animal PET scanner using dual-ended readout detectors. Phys Med Biol. 2020;65(23):235013. Kuang ZH, Wang XH, Ren N, Wu S, Gao J, Zeng TY, Gao DF, Zhang CH, Sang ZR, Hu ZL, et al. Design and performance of SIAT aPET: a uniform high-resolution small animal PET scanner using dual-ended readout detectors. Phys Med Biol. 2020;65(23):235013.
38.
Zurück zum Zitat Sang ZR, Kuang ZH, Wang XH, Ren N, Wu S, Niu M, Cong LH, Liu Z, Hu ZL, Sun T, et al. Mutual interferences between SIAT aPET insert and a 3 T uMR 790 MRI scanner. Phys Med Biol. 2023;68(2):025021. Sang ZR, Kuang ZH, Wang XH, Ren N, Wu S, Niu M, Cong LH, Liu Z, Hu ZL, Sun T, et al. Mutual interferences between SIAT aPET insert and a 3 T uMR 790 MRI scanner. Phys Med Biol. 2023;68(2):025021.
Metadaten
Titel
Development and performance of SIAT bPET: a high-resolution and high-sensitivity MR-compatible brain PET scanner using dual-ended readout detectors
verfasst von
Zhonghua Kuang
Ziru Sang
Ning Ren
Xiaohui Wang
Tianyi Zeng
San Wu
Ming Niu
Longhan Cong
Samuel M. Kinyanjui
Qiaoyan Chen
Changjun Tie
Zheng Liu
Tao Sun
Zhanli Hu
Junwei Du
Ye Li
Dong Liang
Xin Liu
Hairong Zheng
Yongfeng Yang
Publikationsdatum
02.10.2023
Verlag
Springer Berlin Heidelberg
Erschienen in
European Journal of Nuclear Medicine and Molecular Imaging / Ausgabe 2/2024
Print ISSN: 1619-7070
Elektronische ISSN: 1619-7089
DOI
https://doi.org/10.1007/s00259-023-06458-z

Weitere Artikel der Ausgabe 2/2024

European Journal of Nuclear Medicine and Molecular Imaging 2/2024 Zur Ausgabe