Crystal identification for a dual-layer-offset LYSO based PET system via Lu-176 background radiation and mean shift algorithm

Modern positron emission tomography (PET) detectors are made from pixelated scintillation crystal arrays and readout by Anger logic. The interaction position of the gamma-ray should be assigned to a crystal using a crystal position map or look-up table. Crystal identification is a critical procedure...

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Published inPhysics in medicine & biology Vol. 63; no. 2; pp. 2 - 10
Main Authors Wei, Qingyang, Ma, Tianyu, Xu, Tianpeng, Zeng, Ming, Gu, Yu, Dai, Tiantian, Liu, Yaqiang
Format Journal Article
LanguageEnglish
Published England IOP Publishing 09.01.2018
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ISSN0031-9155
1361-6560
1361-6560
DOI10.1088/1361-6560/aa9c28

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Abstract Modern positron emission tomography (PET) detectors are made from pixelated scintillation crystal arrays and readout by Anger logic. The interaction position of the gamma-ray should be assigned to a crystal using a crystal position map or look-up table. Crystal identification is a critical procedure for pixelated PET systems. In this paper, we propose a novel crystal identification method for a dual-layer-offset LYSO based animal PET system via Lu-176 background radiation and mean shift algorithm. Single photon event data of the Lu-176 background radiation are acquired in list-mode for 3 h to generate a single photon flood map (SPFM). Coincidence events are obtained from the same data using time information to generate a coincidence flood map (CFM). The CFM is used to identify the peaks of the inner layer using the mean shift algorithm. The response of the inner layer is deducted from the SPFM by subtracting CFM. Then, the peaks of the outer layer are also identified using the mean shift algorithm. The automatically identified peaks are manually inspected by a graphical user interface program. Finally, a crystal position map is generated using a distance criterion based on these peaks. The proposed method is verified on the animal PET system with 48 detector blocks on a laptop with an Intel i7-5500U processor. The total runtime for whole system peak identification is 67.9 s. Results show that the automatic crystal identification has 99.98% and 99.09% accuracy for the peaks of the inner and outer layers of the whole system respectively. In conclusion, the proposed method is suitable for the dual-layer-offset lutetium based PET system to perform crystal identification instead of external radiation sources.
AbstractList Modern positron emission tomography (PET) detectors are made from pixelated scintillation crystal arrays and readout by Anger logic. The interaction position of the gamma-ray should be assigned to a crystal using a crystal position map or look-up table. Crystal identification is a critical procedure for pixelated PET systems. In this paper, we propose a novel crystal identification method for a dual-layer-offset LYSO based animal PET system via Lu-176 background radiation and mean shift algorithm. Single photon event data of the Lu-176 background radiation are acquired in list-mode for 3 h to generate a single photon flood map (SPFM). Coincidence events are obtained from the same data using time information to generate a coincidence flood map (CFM). The CFM is used to identify the peaks of the inner layer using the mean shift algorithm. The response of the inner layer is deducted from the SPFM by subtracting CFM. Then, the peaks of the outer layer are also identified using the mean shift algorithm. The automatically identified peaks are manually inspected by a graphical user interface program. Finally, a crystal position map is generated using a distance criterion based on these peaks. The proposed method is verified on the animal PET system with 48 detector blocks on a laptop with an Intel i7-5500U processor. The total runtime for whole system peak identification is 67.9 s. Results show that the automatic crystal identification has 99.98% and 99.09% accuracy for the peaks of the inner and outer layers of the whole system respectively. In conclusion, the proposed method is suitable for the dual-layer-offset lutetium based PET system to perform crystal identification instead of external radiation sources.
Modern positron emission tomography (PET) detectors are made from pixelated scintillation crystal arrays and readout by Anger logic. The interaction position of the gamma-ray should be assigned to a crystal using a crystal position map or look-up table. Crystal identification is a critical procedure for pixelated PET systems. In this paper, we propose a novel crystal identification method for a dual-layer-offset LYSO based animal PET system via Lu-176 background radiation and mean shift algorithm. Single photon event data of the Lu-176 background radiation are acquired in list-mode for 3 h to generate a single photon flood map (SPFM). Coincidence events are obtained from the same data using time information to generate a coincidence flood map (CFM). The CFM is used to identify the peaks of the inner layer using the mean shift algorithm. The response of the inner layer is deducted from the SPFM by subtracting CFM. Then, the peaks of the outer layer are also identified using the mean shift algorithm. The automatically identified peaks are manually inspected by a graphical user interface program. Finally, a crystal position map is generated using a distance criterion based on these peaks. The proposed method is verified on the animal PET system with 48 detector blocks on a laptop with an Intel i7-5500U processor. The total runtime for whole system peak identification is 67.9 s. Results show that the automatic crystal identification has 99.98% and 99.09% accuracy for the peaks of the inner and outer layers of the whole system respectively. In conclusion, the proposed method is suitable for the dual-layer-offset lutetium based PET system to perform crystal identification instead of external radiation sources.Modern positron emission tomography (PET) detectors are made from pixelated scintillation crystal arrays and readout by Anger logic. The interaction position of the gamma-ray should be assigned to a crystal using a crystal position map or look-up table. Crystal identification is a critical procedure for pixelated PET systems. In this paper, we propose a novel crystal identification method for a dual-layer-offset LYSO based animal PET system via Lu-176 background radiation and mean shift algorithm. Single photon event data of the Lu-176 background radiation are acquired in list-mode for 3 h to generate a single photon flood map (SPFM). Coincidence events are obtained from the same data using time information to generate a coincidence flood map (CFM). The CFM is used to identify the peaks of the inner layer using the mean shift algorithm. The response of the inner layer is deducted from the SPFM by subtracting CFM. Then, the peaks of the outer layer are also identified using the mean shift algorithm. The automatically identified peaks are manually inspected by a graphical user interface program. Finally, a crystal position map is generated using a distance criterion based on these peaks. The proposed method is verified on the animal PET system with 48 detector blocks on a laptop with an Intel i7-5500U processor. The total runtime for whole system peak identification is 67.9 s. Results show that the automatic crystal identification has 99.98% and 99.09% accuracy for the peaks of the inner and outer layers of the whole system respectively. In conclusion, the proposed method is suitable for the dual-layer-offset lutetium based PET system to perform crystal identification instead of external radiation sources.
Author Liu, Yaqiang
Gu, Yu
Dai, Tiantian
Ma, Tianyu
Xu, Tianpeng
Zeng, Ming
Wei, Qingyang
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Cites_doi 10.1109/NSSMIC.2014.7431013
10.1007/s41365-017-0202-2
10.1109/23.681980
10.1109/34.1000236
10.1088/0031-9155/59/5/1223
10.1088/1361-6560/aa5076
10.1016/j.nima.2016.08.012
10.1088/0031-9155/53/18/011
10.1109/23.775567
10.1016/j.nima.2016.12.035
10.1109/23.256708
10.1109/TNS.2009.2019587
10.1109/NSSMIC.2014.7431011
10.1007/BF02988499
10.2967/jnmt.111.098632
10.1109/TNS.2002.803815
10.1088/0031-9155/49/13/008
10.1088/0031-9155/53/17/R01
10.1016/j.nima.2012.07.062
10.1109/TNS.2004.829781
10.1016/j.nima.2008.09.014
10.1088/0031-9155/58/23/8379
10.1088/0031-9155/61/3/1041
10.1109/TNS.2004.835746
10.1088/0031-9155/51/9/001
10.1109/TNS.2004.823334
10.1109/TMI.2016.2577539
10.1088/0031-9155/59/18/5483
10.1109/TNS.2010.2044892
10.1109/TNS.2016.2590505
10.1088/0031-9155/61/3/N90
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References 24
Shao Y (18) 2014; 59
26
27
Rothfuss H (14) 2013
Wang H (22) 2015; 39
28
Wei Q (23) 2015
29
Rothfuss H (15) 2014; 59
Chung Y H (4) 2004; 49
Fan P (6) 2016; 61
Wei Q (25) 2013
Zhang X (36) 2013; 58
Son J W (19) 2016; 62
30
Chaudhari A J (3) 2008; 53
31
11
33
12
34
13
35
17
Schellenberg G (16) 2016; 61
Yang Y (32) 2006; 51
1
Ma T (10) 2017; 58
2
5
7
8
Lewellen T K (9) 2008; 53
20
21
References_xml – volume: 58
  start-page: 397
  year: 2017
  ident: 10
  publication-title: J. Nucl. Med.
– ident: 30
  doi: 10.1109/NSSMIC.2014.7431013
– ident: 29
  doi: 10.1007/s41365-017-0202-2
– ident: 11
  doi: 10.1109/23.681980
– ident: 5
  doi: 10.1109/34.1000236
– volume: 59
  start-page: 1223
  issn: 0031-9155
  year: 2014
  ident: 18
  publication-title: Phys. Med. Biol.
  doi: 10.1088/0031-9155/59/5/1223
– volume: 62
  start-page: 465
  year: 2016
  ident: 19
  publication-title: Phys. Med. Biol.
  doi: 10.1088/1361-6560/aa5076
– ident: 26
  doi: 10.1016/j.nima.2016.08.012
– volume: 53
  start-page: 5011
  issn: 0031-9155
  year: 2008
  ident: 3
  publication-title: Phys. Med. Biol.
  doi: 10.1088/0031-9155/53/18/011
– ident: 17
  doi: 10.1109/23.775567
– ident: 27
  doi: 10.1016/j.nima.2016.12.035
– ident: 12
  doi: 10.1109/23.256708
– year: 2015
  ident: 23
– ident: 2
  doi: 10.1109/TNS.2009.2019587
– year: 2013
  ident: 25
  publication-title: 2013 IEEE Nuclear Science Symp. Conf. Record
– ident: 28
  doi: 10.1109/NSSMIC.2014.7431011
– ident: 8
  doi: 10.1007/BF02988499
– ident: 33
  doi: 10.2967/jnmt.111.098632
– ident: 35
  doi: 10.1109/TNS.2002.803815
– volume: 49
  start-page: 2881
  issn: 0031-9155
  year: 2004
  ident: 4
  publication-title: Phys. Med. Biol.
  doi: 10.1088/0031-9155/49/13/008
– volume: 53
  start-page: R287
  issn: 0031-9155
  year: 2008
  ident: 9
  publication-title: Phys. Med. Biol.
  doi: 10.1088/0031-9155/53/17/R01
– ident: 21
  doi: 10.1016/j.nima.2012.07.062
– ident: 13
  doi: 10.1109/TNS.2004.829781
– ident: 31
  doi: 10.1016/j.nima.2008.09.014
– volume: 58
  start-page: 8379
  issn: 0031-9155
  year: 2013
  ident: 36
  publication-title: Phys. Med. Biol.
  doi: 10.1088/0031-9155/58/23/8379
– volume: 61
  start-page: 1041
  issn: 0031-9155
  year: 2016
  ident: 6
  publication-title: Phys. Med. Biol.
  doi: 10.1088/0031-9155/61/3/1041
– ident: 34
  doi: 10.1109/TNS.2004.835746
– volume: 51
  start-page: 2131
  issn: 0031-9155
  year: 2006
  ident: 32
  publication-title: Phys. Med. Biol.
  doi: 10.1088/0031-9155/51/9/001
– ident: 20
  doi: 10.1109/TNS.2004.823334
– ident: 1
  doi: 10.1109/TMI.2016.2577539
– volume: 59
  start-page: 5483
  issn: 0031-9155
  year: 2014
  ident: 15
  publication-title: Phys. Med. Biol.
  doi: 10.1088/0031-9155/59/18/5483
– volume: 39
  issn: 1674-1137
  year: 2015
  ident: 22
  publication-title: Chin. Phys.
– year: 2013
  ident: 14
  publication-title: 2013 IEEE Nuclear Science Symp. Conf. Record
– ident: 7
  doi: 10.1109/TNS.2010.2044892
– ident: 24
  doi: 10.1109/TNS.2016.2590505
– volume: 61
  start-page: N90
  issn: 0031-9155
  year: 2016
  ident: 16
  publication-title: Phys. Med. Biol.
  doi: 10.1088/0031-9155/61/3/N90
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Snippet Modern positron emission tomography (PET) detectors are made from pixelated scintillation crystal arrays and readout by Anger logic. The interaction position...
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SubjectTerms Algorithms
Animals
Background Radiation
crystal identification
Lu-176 background radiation
Lutetium
mean shift
PET
Positron-Emission Tomography - instrumentation
Positron-Emission Tomography - methods
Positron-Emission Tomography - veterinary
Radioisotopes
Scintillation Counting - instrumentation
Scintillation Counting - methods
Title Crystal identification for a dual-layer-offset LYSO based PET system via Lu-176 background radiation and mean shift algorithm
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