1
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Silarski M, Dziedzic-Kocurek K, Sobczuk F, Nykiel A, Moskal P, Niedźwiecki S, Stępień EŁ, Szczepanek M. A new detector concept based on the prompt gamma radiation analysis for In vivo boron monitoring in BNCT. Radiat Prot Dosimetry 2023; 199:1932-1936. [PMID: 37819324 PMCID: PMC10566437 DOI: 10.1093/rpd/ncac245] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/31/2022] [Revised: 09/18/2022] [Accepted: 10/26/2022] [Indexed: 10/13/2023]
Abstract
The problem of boron concentration monitoring during the boron neutron capture therapy (BNCT) therapy is one of the main challenges of this type of radiotherapy and is directly related to the nature of the interaction of neutrons with mater. Among the available in vivo methods of boron monitoring positron emission tomography seems to be very promising but it requires a new boron carrier with a β+ emitter, which is not yet clinically available. An alternative solution may be the prompt gamma radiation analysis (PGRA) based on the secondary radiation emitted in the interaction of neutrons with the patient's tissues. This method requires, however, compact gamma radiation detection systems sustaining high counting rates and characterized by very good energy resolution. In this contribution, we present state-of-the-art solutions for monitoring in BNCT based on PGRA. Moreover, we describe a new concept of such a system based on position-sensitive scintillator detectors equipped with an anti-Compton shield and data analysis supported with modern artificial intelligence algorithms.
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Affiliation(s)
- M Silarski
- Faculty of Physics, Astronomy and Applied Computer Science, Jagiellonian University, PL-30-348 Krakow, Poland
| | - K Dziedzic-Kocurek
- Faculty of Physics, Astronomy and Applied Computer Science, Jagiellonian University, PL-30-348 Krakow, Poland
| | - F Sobczuk
- Faculty of Physics, Astronomy and Applied Computer Science, Jagiellonian University, PL-30-348 Krakow, Poland
| | - A Nykiel
- Institute of Nuclear Physics, Polish Academy of Sciences, PL-31-342 Krakow, Poland
| | - P Moskal
- Faculty of Physics, Astronomy and Applied Computer Science, Jagiellonian University, PL-30-348 Krakow, Poland
- Center for Theranostics, Jagiellonian University, PL-31-501 Krakow, Poland
| | - S Niedźwiecki
- Faculty of Physics, Astronomy and Applied Computer Science, Jagiellonian University, PL-30-348 Krakow, Poland
| | - E Ł Stępień
- Faculty of Physics, Astronomy and Applied Computer Science, Jagiellonian University, PL-30-348 Krakow, Poland
- Center for Theranostics, Jagiellonian University, PL-31-501 Krakow, Poland
| | - M Szczepanek
- Faculty of Physics, Astronomy and Applied Computer Science, Jagiellonian University, PL-30-348 Krakow, Poland
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2
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Konieczka P, Raczyński L, Wiślicki W, Fedoruk O, Klimaszewski K, Kopka P, Krzemień W, Shopa RY, Baran J, Coussat A, Chug N, Curceanu C, Czerwiński E, Dadgar M, Dulski K, Gajos A, Hiesmayr BC, Kacprzak K, Kapłon Ł, Korcyl G, Kozik T, Kumar D, Niedźwiecki S, Parzych S, Río EPD, Sharma S, Shivani S, Skurzok M, Stępień EŁ, Tayefi F, Moskal P. Transformation of PET raw data into images for event classification using convolutional neural networks. Math Biosci Eng 2023; 20:14938-14958. [PMID: 37679166 DOI: 10.3934/mbe.2023669] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 09/09/2023]
Abstract
In positron emission tomography (PET) studies, convolutional neural networks (CNNs) may be applied directly to the reconstructed distribution of radioactive tracers injected into the patient's body, as a pattern recognition tool. Nonetheless, unprocessed PET coincidence data exist in tabular format. This paper develops the transformation of tabular data into n-dimensional matrices, as a preparation stage for classification based on CNNs. This method explicitly introduces a nonlinear transformation at the feature engineering stage and then uses principal component analysis to create the images. We apply the proposed methodology to the classification of simulated PET coincidence events originating from NEMA IEC and anthropomorphic XCAT phantom. Comparative studies of neural network architectures, including multilayer perceptron and convolutional networks, were conducted. The developed method increased the initial number of features from 6 to 209 and gave the best precision results (79.8) for all tested neural network architectures; it also showed the smallest decrease when changing the test data to another phantom.
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Affiliation(s)
- Paweł Konieczka
- Department of Complex Systems, National Centre for Nuclear Research, 05-400 Świerk, Poland
| | - Lech Raczyński
- Department of Complex Systems, National Centre for Nuclear Research, 05-400 Świerk, Poland
| | - Wojciech Wiślicki
- Department of Complex Systems, National Centre for Nuclear Research, 05-400 Świerk, Poland
| | - Oleksandr Fedoruk
- Department of Complex Systems, National Centre for Nuclear Research, 05-400 Świerk, Poland
| | - Konrad Klimaszewski
- Department of Complex Systems, National Centre for Nuclear Research, 05-400 Świerk, Poland
| | - Przemysław Kopka
- Department of Complex Systems, National Centre for Nuclear Research, 05-400 Świerk, Poland
| | - Wojciech Krzemień
- High Energy Physics Division, National Centre for Nuclear Research, 05-400 Świerk, Poland
| | - Roman Y Shopa
- Department of Complex Systems, National Centre for Nuclear Research, 05-400 Świerk, Poland
| | - Jakub Baran
- Marian Smoluchowski Institute of Physics, Jagiellonian University, 31-348 Cracow, Poland
- Center for Theranostics, Jagiellonian University, 31-348 Cracow, Poland
| | - Aurélien Coussat
- Marian Smoluchowski Institute of Physics, Jagiellonian University, 31-348 Cracow, Poland
- Center for Theranostics, Jagiellonian University, 31-348 Cracow, Poland
| | - Neha Chug
- Marian Smoluchowski Institute of Physics, Jagiellonian University, 31-348 Cracow, Poland
- Center for Theranostics, Jagiellonian University, 31-348 Cracow, Poland
| | | | - Eryk Czerwiński
- Marian Smoluchowski Institute of Physics, Jagiellonian University, 31-348 Cracow, Poland
- Center for Theranostics, Jagiellonian University, 31-348 Cracow, Poland
| | - Meysam Dadgar
- Marian Smoluchowski Institute of Physics, Jagiellonian University, 31-348 Cracow, Poland
- Center for Theranostics, Jagiellonian University, 31-348 Cracow, Poland
| | - Kamil Dulski
- Marian Smoluchowski Institute of Physics, Jagiellonian University, 31-348 Cracow, Poland
- Center for Theranostics, Jagiellonian University, 31-348 Cracow, Poland
| | - Aleksander Gajos
- Marian Smoluchowski Institute of Physics, Jagiellonian University, 31-348 Cracow, Poland
- Center for Theranostics, Jagiellonian University, 31-348 Cracow, Poland
| | | | - Krzysztof Kacprzak
- Marian Smoluchowski Institute of Physics, Jagiellonian University, 31-348 Cracow, Poland
- Center for Theranostics, Jagiellonian University, 31-348 Cracow, Poland
| | - Łukasz Kapłon
- Marian Smoluchowski Institute of Physics, Jagiellonian University, 31-348 Cracow, Poland
- Center for Theranostics, Jagiellonian University, 31-348 Cracow, Poland
| | - Grzegorz Korcyl
- Marian Smoluchowski Institute of Physics, Jagiellonian University, 31-348 Cracow, Poland
- Center for Theranostics, Jagiellonian University, 31-348 Cracow, Poland
| | - Tomasz Kozik
- Marian Smoluchowski Institute of Physics, Jagiellonian University, 31-348 Cracow, Poland
- Center for Theranostics, Jagiellonian University, 31-348 Cracow, Poland
| | - Deepak Kumar
- Marian Smoluchowski Institute of Physics, Jagiellonian University, 31-348 Cracow, Poland
- Center for Theranostics, Jagiellonian University, 31-348 Cracow, Poland
| | - Szymon Niedźwiecki
- Marian Smoluchowski Institute of Physics, Jagiellonian University, 31-348 Cracow, Poland
- Center for Theranostics, Jagiellonian University, 31-348 Cracow, Poland
| | - Szymon Parzych
- Marian Smoluchowski Institute of Physics, Jagiellonian University, 31-348 Cracow, Poland
- Center for Theranostics, Jagiellonian University, 31-348 Cracow, Poland
| | - Elena Pérez Del Río
- Marian Smoluchowski Institute of Physics, Jagiellonian University, 31-348 Cracow, Poland
- Center for Theranostics, Jagiellonian University, 31-348 Cracow, Poland
| | - Sushil Sharma
- Marian Smoluchowski Institute of Physics, Jagiellonian University, 31-348 Cracow, Poland
- Center for Theranostics, Jagiellonian University, 31-348 Cracow, Poland
| | - Shivani Shivani
- Marian Smoluchowski Institute of Physics, Jagiellonian University, 31-348 Cracow, Poland
- Center for Theranostics, Jagiellonian University, 31-348 Cracow, Poland
| | - Magdalena Skurzok
- Marian Smoluchowski Institute of Physics, Jagiellonian University, 31-348 Cracow, Poland
- Center for Theranostics, Jagiellonian University, 31-348 Cracow, Poland
- INFN, National Laboratory of Frascati, 00044 Frascati, Italy
| | - Ewa Łucja Stępień
- Marian Smoluchowski Institute of Physics, Jagiellonian University, 31-348 Cracow, Poland
- Center for Theranostics, Jagiellonian University, 31-348 Cracow, Poland
| | - Faranak Tayefi
- Marian Smoluchowski Institute of Physics, Jagiellonian University, 31-348 Cracow, Poland
- Center for Theranostics, Jagiellonian University, 31-348 Cracow, Poland
| | - Paweł Moskal
- Marian Smoluchowski Institute of Physics, Jagiellonian University, 31-348 Cracow, Poland
- Center for Theranostics, Jagiellonian University, 31-348 Cracow, Poland
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3
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Sharma S, Baran J, Chug N, Curceanu C, Czerwiński E, Dadgar M, Dulski K, Eliyan K, Gajos A, Gupta-Sharma N, Hiesmayr BC, Kacprzak K, Kapłon Ł, Klimaszewski K, Konieczka P, Korcyl G, Kozik T, Krzemień W, Kumar D, Niedźwiecki S, Panek D, Parzych S, Del Rio EP, Raczyński L, Choudhary S, Shopa RY, Skurzok M, Stępień EŁ, Tayefi F, Tayefi K, Wiślicki W, Moskal P. Efficiency determination of J-PET: first plastic scintillators-based PET scanner. EJNMMI Phys 2023; 10:28. [PMID: 37029849 PMCID: PMC10082891 DOI: 10.1186/s40658-023-00546-7] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/16/2022] [Accepted: 03/22/2023] [Indexed: 04/09/2023] Open
Abstract
BACKGROUND The Jagiellonian Positron Emission Tomograph is the 3-layer prototype of the first scanner based on plastic scintillators, consisting of 192 half-metre-long strips with readouts at both ends. Compared to crystal-based detectors, plastic scintillators are several times cheaper and could be considered as a more economical alternative to crystal scintillators in future PETs. JPET is also a first multi-photon PET prototype. For the development of multi-photon detection, with photon characterized by the continuous energy spectrum, it is important to estimate the efficiency of J-PET as a function of energy deposition. The aim of this work is to determine the registration efficiency of the J-PET tomograph as a function of energy deposition by incident photons and the intrinsic efficiency of the J-PET scanner in detecting photons of different incident energies. In this study, 3-hit events are investigated, where 2-hits are caused by 511 keV photons emitted in [Formula: see text] annihilations, while the third hit is caused by one of the scattered photons. The scattered photon is used to accurately measure the scattering angle and thus the energy deposition. Two hits by a primary and a scattered photon are sufficient to calculate the scattering angle of a photon, while the third hit ensures the precise labeling of the 511 keV photons. RESULTS By comparing experimental and simulated energy distribution spectra, the registration efficiency of the J-PET scanner was determined in the energy deposition range of 70-270 keV, where it varies between 20 and 100[Formula: see text]. In addition, the intrinsic efficiency of the J-PET was also determined as a function of the energy of the incident photons. CONCLUSION A method for determining registration efficiency as a function of energy deposition and intrinsic efficiency as a function of incident photon energy of the J-PET scanner was demonstrated. This study is crucial for evaluating the performance of the scanner based on plastic scintillators and its applications as a standard and multi-photon PET systems. The method may be also used in the calibration of Compton-cameras developed for the ion-beam therapy monitoring and simultaneous multi-radionuclide imaging in nuclear medicine.
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Affiliation(s)
- S Sharma
- Faculty of Physics, Astronomy and Applied Computer Science, Jagiellonian University, prof. Stanisława Łojasiewicza 11, 30-348, Cracow, Poland.
- Total-Body Jagiellonian-PET Laboratory, Jagiellonian University, 30-348, Cracow, Poland.
- Center for Theranostics, Jagiellonian University, 31-034, Cracow, Poland.
| | - J Baran
- Faculty of Physics, Astronomy and Applied Computer Science, Jagiellonian University, prof. Stanisława Łojasiewicza 11, 30-348, Cracow, Poland
- Total-Body Jagiellonian-PET Laboratory, Jagiellonian University, 30-348, Cracow, Poland
- Center for Theranostics, Jagiellonian University, 31-034, Cracow, Poland
| | - N Chug
- Faculty of Physics, Astronomy and Applied Computer Science, Jagiellonian University, prof. Stanisława Łojasiewicza 11, 30-348, Cracow, Poland
- Total-Body Jagiellonian-PET Laboratory, Jagiellonian University, 30-348, Cracow, Poland
- Center for Theranostics, Jagiellonian University, 31-034, Cracow, Poland
| | - C Curceanu
- INFN, Laboratori Nazionali di Frascati, 00044, Frascati, Italy
| | - E Czerwiński
- Faculty of Physics, Astronomy and Applied Computer Science, Jagiellonian University, prof. Stanisława Łojasiewicza 11, 30-348, Cracow, Poland
- Total-Body Jagiellonian-PET Laboratory, Jagiellonian University, 30-348, Cracow, Poland
- Center for Theranostics, Jagiellonian University, 31-034, Cracow, Poland
| | - M Dadgar
- Faculty of Physics, Astronomy and Applied Computer Science, Jagiellonian University, prof. Stanisława Łojasiewicza 11, 30-348, Cracow, Poland
- Total-Body Jagiellonian-PET Laboratory, Jagiellonian University, 30-348, Cracow, Poland
- Center for Theranostics, Jagiellonian University, 31-034, Cracow, Poland
| | - K Dulski
- Faculty of Physics, Astronomy and Applied Computer Science, Jagiellonian University, prof. Stanisława Łojasiewicza 11, 30-348, Cracow, Poland
- Total-Body Jagiellonian-PET Laboratory, Jagiellonian University, 30-348, Cracow, Poland
- Center for Theranostics, Jagiellonian University, 31-034, Cracow, Poland
| | - K Eliyan
- Faculty of Physics, Astronomy and Applied Computer Science, Jagiellonian University, prof. Stanisława Łojasiewicza 11, 30-348, Cracow, Poland
- Total-Body Jagiellonian-PET Laboratory, Jagiellonian University, 30-348, Cracow, Poland
- Center for Theranostics, Jagiellonian University, 31-034, Cracow, Poland
| | - A Gajos
- Faculty of Physics, Astronomy and Applied Computer Science, Jagiellonian University, prof. Stanisława Łojasiewicza 11, 30-348, Cracow, Poland
- Total-Body Jagiellonian-PET Laboratory, Jagiellonian University, 30-348, Cracow, Poland
- Center for Theranostics, Jagiellonian University, 31-034, Cracow, Poland
| | - N Gupta-Sharma
- Faculty of Physics, Astronomy and Applied Computer Science, Jagiellonian University, prof. Stanisława Łojasiewicza 11, 30-348, Cracow, Poland
- Total-Body Jagiellonian-PET Laboratory, Jagiellonian University, 30-348, Cracow, Poland
| | - B C Hiesmayr
- Faculty of Physics, University of Vienna, 1090, Vienna, Austria
| | - K Kacprzak
- Faculty of Physics, Astronomy and Applied Computer Science, Jagiellonian University, prof. Stanisława Łojasiewicza 11, 30-348, Cracow, Poland
- Total-Body Jagiellonian-PET Laboratory, Jagiellonian University, 30-348, Cracow, Poland
- Center for Theranostics, Jagiellonian University, 31-034, Cracow, Poland
| | - Ł Kapłon
- Faculty of Physics, Astronomy and Applied Computer Science, Jagiellonian University, prof. Stanisława Łojasiewicza 11, 30-348, Cracow, Poland
- Total-Body Jagiellonian-PET Laboratory, Jagiellonian University, 30-348, Cracow, Poland
- Center for Theranostics, Jagiellonian University, 31-034, Cracow, Poland
| | - K Klimaszewski
- Department of Complex Systems, National Centre for Nuclear Research, 05-400, Otwock-Świerk, Poland
| | - P Konieczka
- Department of Complex Systems, National Centre for Nuclear Research, 05-400, Otwock-Świerk, Poland
| | - G Korcyl
- Faculty of Physics, Astronomy and Applied Computer Science, Jagiellonian University, prof. Stanisława Łojasiewicza 11, 30-348, Cracow, Poland
- Total-Body Jagiellonian-PET Laboratory, Jagiellonian University, 30-348, Cracow, Poland
| | - T Kozik
- Faculty of Physics, Astronomy and Applied Computer Science, Jagiellonian University, prof. Stanisława Łojasiewicza 11, 30-348, Cracow, Poland
| | - W Krzemień
- High Energy Physics Division, National Centre for Nuclear Research, 05-400, Otwock-Świerk, Poland
| | - D Kumar
- Faculty of Physics, Astronomy and Applied Computer Science, Jagiellonian University, prof. Stanisława Łojasiewicza 11, 30-348, Cracow, Poland
- Total-Body Jagiellonian-PET Laboratory, Jagiellonian University, 30-348, Cracow, Poland
- Center for Theranostics, Jagiellonian University, 31-034, Cracow, Poland
| | - Sz Niedźwiecki
- Faculty of Physics, Astronomy and Applied Computer Science, Jagiellonian University, prof. Stanisława Łojasiewicza 11, 30-348, Cracow, Poland
- Total-Body Jagiellonian-PET Laboratory, Jagiellonian University, 30-348, Cracow, Poland
- Center for Theranostics, Jagiellonian University, 31-034, Cracow, Poland
| | - D Panek
- Faculty of Physics, Astronomy and Applied Computer Science, Jagiellonian University, prof. Stanisława Łojasiewicza 11, 30-348, Cracow, Poland
- Total-Body Jagiellonian-PET Laboratory, Jagiellonian University, 30-348, Cracow, Poland
- Center for Theranostics, Jagiellonian University, 31-034, Cracow, Poland
| | - S Parzych
- Faculty of Physics, Astronomy and Applied Computer Science, Jagiellonian University, prof. Stanisława Łojasiewicza 11, 30-348, Cracow, Poland
- Total-Body Jagiellonian-PET Laboratory, Jagiellonian University, 30-348, Cracow, Poland
- Center for Theranostics, Jagiellonian University, 31-034, Cracow, Poland
| | - E Perez Del Rio
- Faculty of Physics, Astronomy and Applied Computer Science, Jagiellonian University, prof. Stanisława Łojasiewicza 11, 30-348, Cracow, Poland
- Total-Body Jagiellonian-PET Laboratory, Jagiellonian University, 30-348, Cracow, Poland
- Center for Theranostics, Jagiellonian University, 31-034, Cracow, Poland
| | - L Raczyński
- Department of Complex Systems, National Centre for Nuclear Research, 05-400, Otwock-Świerk, Poland
| | - Shivani Choudhary
- Faculty of Physics, Astronomy and Applied Computer Science, Jagiellonian University, prof. Stanisława Łojasiewicza 11, 30-348, Cracow, Poland
- Total-Body Jagiellonian-PET Laboratory, Jagiellonian University, 30-348, Cracow, Poland
- Center for Theranostics, Jagiellonian University, 31-034, Cracow, Poland
| | - R Y Shopa
- Department of Complex Systems, National Centre for Nuclear Research, 05-400, Otwock-Świerk, Poland
| | - M Skurzok
- Faculty of Physics, Astronomy and Applied Computer Science, Jagiellonian University, prof. Stanisława Łojasiewicza 11, 30-348, Cracow, Poland
- Total-Body Jagiellonian-PET Laboratory, Jagiellonian University, 30-348, Cracow, Poland
- Center for Theranostics, Jagiellonian University, 31-034, Cracow, Poland
| | - E Ł Stępień
- Faculty of Physics, Astronomy and Applied Computer Science, Jagiellonian University, prof. Stanisława Łojasiewicza 11, 30-348, Cracow, Poland
- Total-Body Jagiellonian-PET Laboratory, Jagiellonian University, 30-348, Cracow, Poland
- Center for Theranostics, Jagiellonian University, 31-034, Cracow, Poland
| | - F Tayefi
- Faculty of Physics, Astronomy and Applied Computer Science, Jagiellonian University, prof. Stanisława Łojasiewicza 11, 30-348, Cracow, Poland
- Total-Body Jagiellonian-PET Laboratory, Jagiellonian University, 30-348, Cracow, Poland
- Center for Theranostics, Jagiellonian University, 31-034, Cracow, Poland
| | - K Tayefi
- Faculty of Physics, Astronomy and Applied Computer Science, Jagiellonian University, prof. Stanisława Łojasiewicza 11, 30-348, Cracow, Poland
- Total-Body Jagiellonian-PET Laboratory, Jagiellonian University, 30-348, Cracow, Poland
- Center for Theranostics, Jagiellonian University, 31-034, Cracow, Poland
| | - W Wiślicki
- High Energy Physics Division, National Centre for Nuclear Research, 05-400, Otwock-Świerk, Poland
| | - P Moskal
- Faculty of Physics, Astronomy and Applied Computer Science, Jagiellonian University, prof. Stanisława Łojasiewicza 11, 30-348, Cracow, Poland
- Total-Body Jagiellonian-PET Laboratory, Jagiellonian University, 30-348, Cracow, Poland
- Center for Theranostics, Jagiellonian University, 31-034, Cracow, Poland
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4
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Moskal P, Gajos A, Mohammed M, Chhokar J, Chug N, Curceanu C, Czerwiński E, Dadgar M, Dulski K, Gorgol M, Goworek J, Hiesmayr BC, Jasińska B, Kacprzak K, Kapłon Ł, Karimi H, Kisielewska D, Klimaszewski K, Korcyl G, Kowalski P, Krawczyk N, Krzemień W, Kozik T, Kubicz E, Niedźwiecki S, Parzych S, Pawlik-Niedźwiecka M, Raczyński L, Raj J, Sharma S, Choudhary S, Shopa RY, Sienkiewicz A, Silarski M, Skurzok M, Stępień EŁ, Tayefi F, Wiślicki W. Testing CPT symmetry in ortho-positronium decays with positronium annihilation tomography. Nat Commun 2021; 12:5658. [PMID: 34580294 PMCID: PMC8476595 DOI: 10.1038/s41467-021-25905-9] [Citation(s) in RCA: 25] [Impact Index Per Article: 8.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/29/2021] [Accepted: 09/06/2021] [Indexed: 11/16/2022] Open
Abstract
Charged lepton system symmetry under combined charge, parity, and time-reversal transformation (CPT) remains scarcely tested. Despite stringent quantum-electrodynamic limits, discrepancies in predictions for the electron–positron bound state (positronium atom) motivate further investigation, including fundamental symmetry tests. While CPT noninvariance effects could be manifested in non-vanishing angular correlations between final-state photons and spin of annihilating positronium, measurements were previously limited by knowledge of the latter. Here, we demonstrate tomographic reconstruction techniques applied to three-photon annihilations of ortho-positronium atoms to estimate their spin polarisation without magnetic field or polarised positronium source. We use a plastic-scintillator-based positron-emission-tomography scanner to record ortho-positronium (o-Ps) annihilations with single-event estimation of o-Ps spin and determine the complete spectrum of an angular correlation operator sensitive to CPT-violating effects. We find no violation at the precision level of 10−4, with an over threefold improvement on the previous measurement. CPT violation could manifest itself in annihilating positronium events, but searching for this effect would require to know the spin of the annihilating system. Here, the authors do this using a positron-emission tomography scanner, finding no violation with a statistical precision of 10−4.
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Affiliation(s)
- P Moskal
- Faculty of Physics, Astronomy and Applied Computer Science, Jagiellonian University, S. Łojasiewicza 11, 30-348, Kraków, Poland. .,Total-Body Jagiellonian-PET Laboratory, Jagiellonian University, Kraków, Poland.
| | - A Gajos
- Faculty of Physics, Astronomy and Applied Computer Science, Jagiellonian University, S. Łojasiewicza 11, 30-348, Kraków, Poland. .,Total-Body Jagiellonian-PET Laboratory, Jagiellonian University, Kraków, Poland.
| | - M Mohammed
- Faculty of Physics, Astronomy and Applied Computer Science, Jagiellonian University, S. Łojasiewicza 11, 30-348, Kraków, Poland
| | - J Chhokar
- Faculty of Physics, Astronomy and Applied Computer Science, Jagiellonian University, S. Łojasiewicza 11, 30-348, Kraków, Poland.,Total-Body Jagiellonian-PET Laboratory, Jagiellonian University, Kraków, Poland
| | - N Chug
- Faculty of Physics, Astronomy and Applied Computer Science, Jagiellonian University, S. Łojasiewicza 11, 30-348, Kraków, Poland.,Total-Body Jagiellonian-PET Laboratory, Jagiellonian University, Kraków, Poland
| | - C Curceanu
- INFN, Laboratori Nazionali di Frascati CP 13, Via E. Fermi 40, 00044, Frascati, Italy
| | - E Czerwiński
- Faculty of Physics, Astronomy and Applied Computer Science, Jagiellonian University, S. Łojasiewicza 11, 30-348, Kraków, Poland.,Total-Body Jagiellonian-PET Laboratory, Jagiellonian University, Kraków, Poland
| | - M Dadgar
- Faculty of Physics, Astronomy and Applied Computer Science, Jagiellonian University, S. Łojasiewicza 11, 30-348, Kraków, Poland.,Total-Body Jagiellonian-PET Laboratory, Jagiellonian University, Kraków, Poland
| | - K Dulski
- Faculty of Physics, Astronomy and Applied Computer Science, Jagiellonian University, S. Łojasiewicza 11, 30-348, Kraków, Poland.,Total-Body Jagiellonian-PET Laboratory, Jagiellonian University, Kraków, Poland
| | - M Gorgol
- Department of Nuclear Methods, Institute of Physics, Maria Curie-Skłodowska University, Pl. M. Curie-Skłodowskiej 1, 20-031, Lublin, Poland
| | - J Goworek
- Faculty of Chemistry, Institute of Chemical Sciences, Maria Curie-Skłodowska University, Pl. M. Curie-Skłodowskiej 3, 20-031, Lublin, Poland
| | - B C Hiesmayr
- Faculty of Physics, University of Vienna Boltzmanngasse 5, 1090, Vienna, Austria
| | - B Jasińska
- Department of Nuclear Methods, Institute of Physics, Maria Curie-Skłodowska University, Pl. M. Curie-Skłodowskiej 1, 20-031, Lublin, Poland
| | - K Kacprzak
- Faculty of Physics, Astronomy and Applied Computer Science, Jagiellonian University, S. Łojasiewicza 11, 30-348, Kraków, Poland
| | - Ł Kapłon
- Faculty of Physics, Astronomy and Applied Computer Science, Jagiellonian University, S. Łojasiewicza 11, 30-348, Kraków, Poland.,Total-Body Jagiellonian-PET Laboratory, Jagiellonian University, Kraków, Poland
| | - H Karimi
- Faculty of Physics, Astronomy and Applied Computer Science, Jagiellonian University, S. Łojasiewicza 11, 30-348, Kraków, Poland.,Total-Body Jagiellonian-PET Laboratory, Jagiellonian University, Kraków, Poland
| | - D Kisielewska
- Faculty of Physics, Astronomy and Applied Computer Science, Jagiellonian University, S. Łojasiewicza 11, 30-348, Kraków, Poland
| | - K Klimaszewski
- Department of Complex Systems, National Centre for Nuclear Research, 05-400, Otwock-Świerk, Poland
| | - G Korcyl
- Faculty of Physics, Astronomy and Applied Computer Science, Jagiellonian University, S. Łojasiewicza 11, 30-348, Kraków, Poland.,Total-Body Jagiellonian-PET Laboratory, Jagiellonian University, Kraków, Poland
| | - P Kowalski
- Department of Complex Systems, National Centre for Nuclear Research, 05-400, Otwock-Świerk, Poland
| | - N Krawczyk
- Faculty of Physics, Astronomy and Applied Computer Science, Jagiellonian University, S. Łojasiewicza 11, 30-348, Kraków, Poland.,Total-Body Jagiellonian-PET Laboratory, Jagiellonian University, Kraków, Poland
| | - W Krzemień
- High Energy Department, National Centre for Nuclear Research, 05-400, Otwock-Świerk, Poland
| | - T Kozik
- Faculty of Physics, Astronomy and Applied Computer Science, Jagiellonian University, S. Łojasiewicza 11, 30-348, Kraków, Poland
| | - E Kubicz
- Faculty of Physics, Astronomy and Applied Computer Science, Jagiellonian University, S. Łojasiewicza 11, 30-348, Kraków, Poland.,Total-Body Jagiellonian-PET Laboratory, Jagiellonian University, Kraków, Poland
| | - S Niedźwiecki
- Faculty of Physics, Astronomy and Applied Computer Science, Jagiellonian University, S. Łojasiewicza 11, 30-348, Kraków, Poland.,Total-Body Jagiellonian-PET Laboratory, Jagiellonian University, Kraków, Poland
| | - S Parzych
- Faculty of Physics, Astronomy and Applied Computer Science, Jagiellonian University, S. Łojasiewicza 11, 30-348, Kraków, Poland.,Total-Body Jagiellonian-PET Laboratory, Jagiellonian University, Kraków, Poland
| | - M Pawlik-Niedźwiecka
- Faculty of Physics, Astronomy and Applied Computer Science, Jagiellonian University, S. Łojasiewicza 11, 30-348, Kraków, Poland.,Total-Body Jagiellonian-PET Laboratory, Jagiellonian University, Kraków, Poland
| | - L Raczyński
- Department of Complex Systems, National Centre for Nuclear Research, 05-400, Otwock-Świerk, Poland
| | - J Raj
- Faculty of Physics, Astronomy and Applied Computer Science, Jagiellonian University, S. Łojasiewicza 11, 30-348, Kraków, Poland.,Total-Body Jagiellonian-PET Laboratory, Jagiellonian University, Kraków, Poland
| | - S Sharma
- Faculty of Physics, Astronomy and Applied Computer Science, Jagiellonian University, S. Łojasiewicza 11, 30-348, Kraków, Poland.,Total-Body Jagiellonian-PET Laboratory, Jagiellonian University, Kraków, Poland
| | - S Choudhary
- Faculty of Physics, Astronomy and Applied Computer Science, Jagiellonian University, S. Łojasiewicza 11, 30-348, Kraków, Poland.,Total-Body Jagiellonian-PET Laboratory, Jagiellonian University, Kraków, Poland
| | - R Y Shopa
- Department of Complex Systems, National Centre for Nuclear Research, 05-400, Otwock-Świerk, Poland
| | - A Sienkiewicz
- Faculty of Chemistry, Institute of Chemical Sciences, Maria Curie-Skłodowska University, Pl. M. Curie-Skłodowskiej 3, 20-031, Lublin, Poland
| | - M Silarski
- Faculty of Physics, Astronomy and Applied Computer Science, Jagiellonian University, S. Łojasiewicza 11, 30-348, Kraków, Poland.,Total-Body Jagiellonian-PET Laboratory, Jagiellonian University, Kraków, Poland
| | - M Skurzok
- Faculty of Physics, Astronomy and Applied Computer Science, Jagiellonian University, S. Łojasiewicza 11, 30-348, Kraków, Poland.,INFN, Laboratori Nazionali di Frascati CP 13, Via E. Fermi 40, 00044, Frascati, Italy
| | - E Ł Stępień
- Faculty of Physics, Astronomy and Applied Computer Science, Jagiellonian University, S. Łojasiewicza 11, 30-348, Kraków, Poland.,Total-Body Jagiellonian-PET Laboratory, Jagiellonian University, Kraków, Poland
| | - F Tayefi
- Faculty of Physics, Astronomy and Applied Computer Science, Jagiellonian University, S. Łojasiewicza 11, 30-348, Kraków, Poland.,Total-Body Jagiellonian-PET Laboratory, Jagiellonian University, Kraków, Poland
| | - W Wiślicki
- Department of Complex Systems, National Centre for Nuclear Research, 05-400, Otwock-Świerk, Poland
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5
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Moskal P, Kisielewska D, Y Shopa R, Bura Z, Chhokar J, Curceanu C, Czerwiński E, Dadgar M, Dulski K, Gajewski J, Gajos A, Gorgol M, Del Grande R, C Hiesmayr B, Jasińska B, Kacprzak K, Kamińska A, Kapłon Ł, Karimi H, Korcyl G, Kowalski P, Krawczyk N, Krzemień W, Kozik T, Kubicz E, Małczak P, Mohammed M, Niedźwiecki S, Pałka M, Pawlik-Niedźwiecka M, Pędziwiatr M, Raczyński L, Raj J, Ruciński A, Sharma S, Shivani S, Silarski M, Skurzok M, Stępień EŁ, Vandenberghe S, Wiślicki W, Zgardzińska B. Performance assessment of the 2 γpositronium imaging with the total-body PET scanners. EJNMMI Phys 2020; 7:44. [PMID: 32607664 PMCID: PMC7326848 DOI: 10.1186/s40658-020-00307-w] [Citation(s) in RCA: 21] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/11/2019] [Accepted: 05/17/2020] [Indexed: 02/01/2023] Open
Abstract
Purpose In living organisms, the positron-electron annihilation (occurring during the PET imaging) proceeds in about 30% via creation of a metastable ortho-positronium atom. In the tissue, due to the pick-off and conversion processes, over 98% of ortho-positronia annihilate into two 511 keV photons. In this article, we assess the feasibility for reconstruction of the mean ortho-positronium lifetime image based on annihilations into two photons. The main objectives of this work include the (i) estimation of the sensitivity of the total-body PET scanners for the ortho-positronium mean lifetime imaging using 2γ annihilations and (ii) estimation of the spatial and time resolution of the ortho-positronium image as a function of the coincidence resolving time (CRT) of the scanner. Methods Simulations are conducted assuming that radiopharmaceutical is labeled with 44Sc isotope emitting one positron and one prompt gamma. The image is reconstructed on the basis of triple coincidence events. The ortho-positronium lifetime spectrum is determined for each voxel of the image. Calculations were performed for cases of total-body detectors build of (i) LYSO scintillators as used in the EXPLORER PET and (ii) plastic scintillators as anticipated for the cost-effective total-body J-PET scanner. To assess the spatial and time resolution, the four cases were considered assuming that CRT is equal to 500 ps, 140 ps, 50 ps, and 10 ps. Results The estimated total-body PET sensitivity for the registration and selection of image forming triple coincidences (2γ+γprompt) is larger by a factor of 13.5 (for LYSO PET) and by factor of 5.2 (for plastic PET) with respect to the sensitivity for the standard 2γ imaging by LYSO PET scanners with AFOV = 20 cm. The spatial resolution of the ortho-positronium image is comparable with the resolution achievable when using TOF-FBP algorithms already for CRT = 50 ps. For the 20-min scan, the resolution better than 20 ps is expected for the mean ortho-positronium lifetime image determination. Conclusions Ortho-positronium mean lifetime imaging based on the annihilations into two photons and prompt gamma is shown to be feasible with the advent of the high sensitivity total-body PET systems and time resolution of the order of tens of picoseconds.
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Affiliation(s)
- P Moskal
- Faculty of Physics, Astronomy and Applied Computer Science, Jagiellonian University, prof. Stanisława Łojasiewicza 11, Cracow, 30-348, Poland.
| | - D Kisielewska
- Faculty of Physics, Astronomy and Applied Computer Science, Jagiellonian University, prof. Stanisława Łojasiewicza 11, Cracow, 30-348, Poland.
| | - R Y Shopa
- Department of Complex Systems, National Centre for Nuclear Research, Otwock-Świerk, 05-400, Poland
| | - Z Bura
- Faculty of Physics, Astronomy and Applied Computer Science, Jagiellonian University, prof. Stanisława Łojasiewicza 11, Cracow, 30-348, Poland
| | - J Chhokar
- Faculty of Physics, Astronomy and Applied Computer Science, Jagiellonian University, prof. Stanisława Łojasiewicza 11, Cracow, 30-348, Poland
| | - C Curceanu
- INFN, Laboratori Nazionali di Frascati, Frascati, 00044, Italy
| | - E Czerwiński
- Faculty of Physics, Astronomy and Applied Computer Science, Jagiellonian University, prof. Stanisława Łojasiewicza 11, Cracow, 30-348, Poland
| | - M Dadgar
- Faculty of Physics, Astronomy and Applied Computer Science, Jagiellonian University, prof. Stanisława Łojasiewicza 11, Cracow, 30-348, Poland
| | - K Dulski
- Faculty of Physics, Astronomy and Applied Computer Science, Jagiellonian University, prof. Stanisława Łojasiewicza 11, Cracow, 30-348, Poland
| | - J Gajewski
- Institute of Nuclear Physics PAN, Cracow, Poland
| | - A Gajos
- Faculty of Physics, Astronomy and Applied Computer Science, Jagiellonian University, prof. Stanisława Łojasiewicza 11, Cracow, 30-348, Poland
| | - M Gorgol
- Institute of Physics, Maria Curie-Skłodowska University, Lublin, 20-031, Poland
| | - R Del Grande
- INFN, Laboratori Nazionali di Frascati, Frascati, 00044, Italy
| | - B C Hiesmayr
- Faculty of Physics, University of Vienna, Vienna, 1090, Austria
| | - B Jasińska
- Institute of Physics, Maria Curie-Skłodowska University, Lublin, 20-031, Poland
| | - K Kacprzak
- Faculty of Physics, Astronomy and Applied Computer Science, Jagiellonian University, prof. Stanisława Łojasiewicza 11, Cracow, 30-348, Poland
| | - A Kamińska
- Faculty of Physics, Astronomy and Applied Computer Science, Jagiellonian University, prof. Stanisława Łojasiewicza 11, Cracow, 30-348, Poland
| | - Ł Kapłon
- Faculty of Physics, Astronomy and Applied Computer Science, Jagiellonian University, prof. Stanisława Łojasiewicza 11, Cracow, 30-348, Poland
| | - H Karimi
- Faculty of Physics, Astronomy and Applied Computer Science, Jagiellonian University, prof. Stanisława Łojasiewicza 11, Cracow, 30-348, Poland
| | - G Korcyl
- Faculty of Physics, Astronomy and Applied Computer Science, Jagiellonian University, prof. Stanisława Łojasiewicza 11, Cracow, 30-348, Poland
| | - P Kowalski
- Department of Complex Systems, National Centre for Nuclear Research, Otwock-Świerk, 05-400, Poland
| | - N Krawczyk
- Faculty of Physics, Astronomy and Applied Computer Science, Jagiellonian University, prof. Stanisława Łojasiewicza 11, Cracow, 30-348, Poland
| | - W Krzemień
- High Energy Physics Division, National Centre for Nuclear Research, Otwock-Świerk, 05-400, Poland
| | - T Kozik
- Faculty of Physics, Astronomy and Applied Computer Science, Jagiellonian University, prof. Stanisława Łojasiewicza 11, Cracow, 30-348, Poland
| | - E Kubicz
- Faculty of Physics, Astronomy and Applied Computer Science, Jagiellonian University, prof. Stanisława Łojasiewicza 11, Cracow, 30-348, Poland
| | - P Małczak
- 2nd Department of General Surgery, Jagiellonian University Medical College, Cracow, Poland
| | - M Mohammed
- Faculty of Physics, Astronomy and Applied Computer Science, Jagiellonian University, prof. Stanisława Łojasiewicza 11, Cracow, 30-348, Poland.,Department of Physics, College of Education for Pure Sciences, University of Mosul, Mosul, Iraq
| | - Sz Niedźwiecki
- Faculty of Physics, Astronomy and Applied Computer Science, Jagiellonian University, prof. Stanisława Łojasiewicza 11, Cracow, 30-348, Poland
| | - M Pałka
- Faculty of Physics, Astronomy and Applied Computer Science, Jagiellonian University, prof. Stanisława Łojasiewicza 11, Cracow, 30-348, Poland
| | - M Pawlik-Niedźwiecka
- Faculty of Physics, Astronomy and Applied Computer Science, Jagiellonian University, prof. Stanisława Łojasiewicza 11, Cracow, 30-348, Poland
| | - M Pędziwiatr
- 2nd Department of General Surgery, Jagiellonian University Medical College, Cracow, Poland
| | - L Raczyński
- Department of Complex Systems, National Centre for Nuclear Research, Otwock-Świerk, 05-400, Poland
| | - J Raj
- Faculty of Physics, Astronomy and Applied Computer Science, Jagiellonian University, prof. Stanisława Łojasiewicza 11, Cracow, 30-348, Poland
| | - A Ruciński
- Institute of Nuclear Physics PAN, Cracow, Poland
| | - S Sharma
- Faculty of Physics, Astronomy and Applied Computer Science, Jagiellonian University, prof. Stanisława Łojasiewicza 11, Cracow, 30-348, Poland
| | - S Shivani
- Faculty of Physics, Astronomy and Applied Computer Science, Jagiellonian University, prof. Stanisława Łojasiewicza 11, Cracow, 30-348, Poland
| | - M Silarski
- Faculty of Physics, Astronomy and Applied Computer Science, Jagiellonian University, prof. Stanisława Łojasiewicza 11, Cracow, 30-348, Poland
| | - M Skurzok
- Faculty of Physics, Astronomy and Applied Computer Science, Jagiellonian University, prof. Stanisława Łojasiewicza 11, Cracow, 30-348, Poland.,INFN, Laboratori Nazionali di Frascati, Frascati, 00044, Italy
| | - E Ł Stępień
- Faculty of Physics, Astronomy and Applied Computer Science, Jagiellonian University, prof. Stanisława Łojasiewicza 11, Cracow, 30-348, Poland
| | - S Vandenberghe
- Department of Electronics and Information Systems, MEDISIP, Ghent University-IBiTech, De Pintelaan 185 block B, Ghent, B-9000, Belgium
| | - W Wiślicki
- High Energy Physics Division, National Centre for Nuclear Research, Otwock-Świerk, 05-400, Poland
| | - B Zgardzińska
- Institute of Physics, Maria Curie-Skłodowska University, Lublin, 20-031, Poland
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6
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Tokarz A, Konkolewska M, Kuśnierz-Cabala B, Maziarz B, Hanarz P, Żurakowski A, Szuścik I, Stępień EŁ. Retinopathy severity correlates with RANTES concentrations and CCR 5-positive microvesicles in diabetes. Folia Med Cracov 2020. [PMID: 31891363 DOI: 10.24425/fmc.2019.131139] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Subscribe] [Scholar Register] [Indexed: 03/03/2023]
Abstract
INTRODUCTION RANTES regulates leukocyte recruitment to areas affected by the inflammatory process. Microvesicles (MVs) belong to a subpopulation of extracellular vesicles and show proangiogenic potential by transferring bioactive molecules to target cells. OBJECTIVES the aim of this study was to determine the relationship between circulating proangiogenic factors (MVs and RANTES) and diabetes complications in patients with different severities of diabetic retinopathy (DR). CCR5 (CD195) receptors transported by annexin V-labeled MVs were also investigated. PATIENTS AND METHODS Diabetic patients (n = 61), among whom 35 had confirmed DR classified according to guidelines, and controls (n = 25) were included. MVs were isolated by centrifugation and analyzed using flow cytometry, RANTES was assessed by ELISA. RESULTS the study group differed from the control group with respect to BMI, age, heart rate and systolic blood pressure. Additionally, glucose and creatinine concentrations were significantly increased: 5.30 [5.09-5.62] vs. 9.38 [7.48-11.55] (p <0.0001) mmol/l and 74.59 [64-84] vs. 89.00 [77.11-105.44] μmol/l (p = 0.0005), respectively. RANTES concentrations were significantly increased in diabetic patients compared to those of controls (15.5 (9.7-18.1) vs. 8.9 (0.9-14.6) μg/ml (p = 0.011)), and RANTES concentration significantly increased with respect to nonproliferative DR progression. Moreover, the number of CCR5-positive MVs was significantly increased in patients with heavy nonproliferative diabetic retinopathy (HNPDR) compared to those with so nonproliferative DR (SNPDR): 1178 [836-2254] vs. 394 [275-799] counts/μl. CONCLUSIONS Correlation of RANTES concentrations with the stage of nonproliferative DR and the statistically significant dependence of CCR5-positive MVs with disease progression suggest that MVs and RANTES can be considered new biomarkers.
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Affiliation(s)
- Aleksandra Tokarz
- St. Louis Regional Specialized Children's Hospital in Cracow, Poland
| | | | - Beata Kuśnierz-Cabala
- Department of Clinical Biochemistry, Jagiellonian University Medical College, Cracow, Poland
| | - Barbara Maziarz
- Department of Clinical Biochemistry, Jagiellonian University Medical College, Cracow, Poland
| | - Patryk Hanarz
- Department of Clinical Biochemistry, Jagiellonian University Medical College, Cracow, Poland
| | | | - Iwona Szuścik
- Oko-Laser Ophthalmology Outpatient Clinic, Cracow, Poland
| | - Ewa Łucja Stępień
- Department of Medical Physics, M. Smoluchowski Institute of Physics, Jagiellonian University Cracow, Poland.
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