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Moskal P, Baran J, Bass S, Choiński J, Chug N, Curceanu C, Czerwiński E, Dadgar M, Das M, Dulski K, Eliyan KV, Fronczewska K, Gajos A, Kacprzak K, Kajetanowicz M, Kaplanoglu T, Kapłon Ł, Klimaszewski K, Kobylecka M, Korcyl G, Kozik T, Krzemień W, Kubat K, Kumar D, Kunikowska J, Mączewska J, Migdał W, Moskal G, Mryka W, Niedźwiecki S, Parzych S, Del Rio EP, Raczyński L, Sharma S, Shivani S, Shopa RY, Silarski M, Skurzok M, Tayefi F, Ardebili KT, Tanty P, Wiślicki W, Królicki L, Stępień EŁ. Positronium image of the human brain in vivo. SCIENCE ADVANCES 2024; 10:eadp2840. [PMID: 39270027 PMCID: PMC11397496 DOI: 10.1126/sciadv.adp2840] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/17/2024] [Accepted: 08/09/2024] [Indexed: 09/15/2024]
Abstract
Positronium is abundantly produced within the molecular voids of a patient's body during positron emission tomography (PET). Its properties dynamically respond to the submolecular architecture of the tissue and the partial pressure of oxygen. Current PET systems record only two annihilation photons and cannot provide information about the positronium lifetime. This study presents the in vivo images of positronium lifetime in a human, for a patient with a glioblastoma brain tumor, by using the dedicated Jagiellonian PET system enabling simultaneous detection of annihilation photons and prompt gamma emitted by a radionuclide. The prompt gamma provides information on the time of positronium formation. The photons from positronium annihilation are used to reconstruct the place and time of its decay. In the presented case study, the determined positron and positronium lifetimes in glioblastoma cells are shorter than those in salivary glands and those in healthy brain tissues, indicating that positronium imaging could be used to diagnose disease in vivo.
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Affiliation(s)
- Paweł Moskal
- Faculty of Physics, Astronomy and Applied Computer Science, Jagiellonian University, S. Łojasiewicza 11, 30-348 Krakow, Poland
- Centre for Theranostics, Jagiellonian University, Kopernika 40, 31-501 Krakow, Poland
| | - Jakub Baran
- Faculty of Physics, Astronomy and Applied Computer Science, Jagiellonian University, S. Łojasiewicza 11, 30-348 Krakow, Poland
- Centre for Theranostics, Jagiellonian University, Kopernika 40, 31-501 Krakow, Poland
| | - Steven Bass
- Faculty of Physics, Astronomy and Applied Computer Science, Jagiellonian University, S. Łojasiewicza 11, 30-348 Krakow, Poland
- Centre for Theranostics, Jagiellonian University, Kopernika 40, 31-501 Krakow, Poland
- Kitzbühel Centre for Physics, Kitzbühel, Austria
| | | | - Neha Chug
- Faculty of Physics, Astronomy and Applied Computer Science, Jagiellonian University, S. Łojasiewicza 11, 30-348 Krakow, Poland
- Centre for Theranostics, Jagiellonian University, Kopernika 40, 31-501 Krakow, Poland
| | - Catalina Curceanu
- INFN, Laboratori Nazionali di Frascati, Via E. Fermi 40, 00044 Frascati, Italy
| | - Eryk Czerwiński
- Faculty of Physics, Astronomy and Applied Computer Science, Jagiellonian University, S. Łojasiewicza 11, 30-348 Krakow, Poland
- Centre for Theranostics, Jagiellonian University, Kopernika 40, 31-501 Krakow, Poland
| | - Meysam Dadgar
- Faculty of Physics, Astronomy and Applied Computer Science, Jagiellonian University, S. Łojasiewicza 11, 30-348 Krakow, Poland
- Centre for Theranostics, Jagiellonian University, Kopernika 40, 31-501 Krakow, Poland
| | - Manish Das
- Faculty of Physics, Astronomy and Applied Computer Science, Jagiellonian University, S. Łojasiewicza 11, 30-348 Krakow, Poland
- Centre for Theranostics, Jagiellonian University, Kopernika 40, 31-501 Krakow, Poland
| | - Kamil Dulski
- Faculty of Physics, Astronomy and Applied Computer Science, Jagiellonian University, S. Łojasiewicza 11, 30-348 Krakow, Poland
- Centre for Theranostics, Jagiellonian University, Kopernika 40, 31-501 Krakow, Poland
| | - Kavya V Eliyan
- Faculty of Physics, Astronomy and Applied Computer Science, Jagiellonian University, S. Łojasiewicza 11, 30-348 Krakow, Poland
- Centre for Theranostics, Jagiellonian University, Kopernika 40, 31-501 Krakow, Poland
| | - Katarzyna Fronczewska
- Department of Nuclear Medicine, Medical University of Warsaw, Banacha 1a, 02-097 Warsaw, Poland
| | - Aleksander Gajos
- Faculty of Physics, Astronomy and Applied Computer Science, Jagiellonian University, S. Łojasiewicza 11, 30-348 Krakow, Poland
- Centre for Theranostics, Jagiellonian University, Kopernika 40, 31-501 Krakow, Poland
| | - Krzysztof Kacprzak
- Faculty of Physics, Astronomy and Applied Computer Science, Jagiellonian University, S. Łojasiewicza 11, 30-348 Krakow, Poland
- Centre for Theranostics, Jagiellonian University, Kopernika 40, 31-501 Krakow, Poland
| | - Marcin Kajetanowicz
- Faculty of Physics, Astronomy and Applied Computer Science, Jagiellonian University, S. Łojasiewicza 11, 30-348 Krakow, Poland
- Centre for Theranostics, Jagiellonian University, Kopernika 40, 31-501 Krakow, Poland
| | - Tevfik Kaplanoglu
- Faculty of Physics, Astronomy and Applied Computer Science, Jagiellonian University, S. Łojasiewicza 11, 30-348 Krakow, Poland
- Centre for Theranostics, Jagiellonian University, Kopernika 40, 31-501 Krakow, Poland
| | - Łukasz Kapłon
- Faculty of Physics, Astronomy and Applied Computer Science, Jagiellonian University, S. Łojasiewicza 11, 30-348 Krakow, Poland
- Centre for Theranostics, Jagiellonian University, Kopernika 40, 31-501 Krakow, Poland
| | - Konrad Klimaszewski
- Department of Complex Systems, National Centre for Nuclear Research, 05-400 Otwock-Świerk, Poland
| | - Małgorzata Kobylecka
- Department of Nuclear Medicine, Medical University of Warsaw, Banacha 1a, 02-097 Warsaw, Poland
| | - Grzegorz Korcyl
- Faculty of Physics, Astronomy and Applied Computer Science, Jagiellonian University, S. Łojasiewicza 11, 30-348 Krakow, Poland
- Centre for Theranostics, Jagiellonian University, Kopernika 40, 31-501 Krakow, Poland
| | - Tomasz Kozik
- Faculty of Physics, Astronomy and Applied Computer Science, Jagiellonian University, S. Łojasiewicza 11, 30-348 Krakow, Poland
- Centre for Theranostics, Jagiellonian University, Kopernika 40, 31-501 Krakow, Poland
| | - Wojciech Krzemień
- Faculty of Physics, Astronomy and Applied Computer Science, Jagiellonian University, S. Łojasiewicza 11, 30-348 Krakow, Poland
- Centre for Theranostics, Jagiellonian University, Kopernika 40, 31-501 Krakow, Poland
- High Energy Department, National Centre for Nuclear Research, 05-400 Otwock-Świerk, Poland
| | - Karol Kubat
- Faculty of Physics, Astronomy and Applied Computer Science, Jagiellonian University, S. Łojasiewicza 11, 30-348 Krakow, Poland
- Centre for Theranostics, Jagiellonian University, Kopernika 40, 31-501 Krakow, Poland
| | - Deepak Kumar
- Faculty of Physics, Astronomy and Applied Computer Science, Jagiellonian University, S. Łojasiewicza 11, 30-348 Krakow, Poland
- Centre for Theranostics, Jagiellonian University, Kopernika 40, 31-501 Krakow, Poland
| | - Jolanta Kunikowska
- Department of Nuclear Medicine, Medical University of Warsaw, Banacha 1a, 02-097 Warsaw, Poland
| | - Joanna Mączewska
- Department of Nuclear Medicine, Medical University of Warsaw, Banacha 1a, 02-097 Warsaw, Poland
| | - Wojciech Migdał
- Faculty of Physics, Astronomy and Applied Computer Science, Jagiellonian University, S. Łojasiewicza 11, 30-348 Krakow, Poland
- Centre for Theranostics, Jagiellonian University, Kopernika 40, 31-501 Krakow, Poland
| | - Gabriel Moskal
- Centre for Theranostics, Jagiellonian University, Kopernika 40, 31-501 Krakow, Poland
- Department of Chemical Technology, Faculty of Chemistry of the Jagiellonian University, Gronostajowa 2, 30-387 Krakow, Poland
| | - Wiktor Mryka
- Faculty of Physics, Astronomy and Applied Computer Science, Jagiellonian University, S. Łojasiewicza 11, 30-348 Krakow, Poland
- Centre for Theranostics, Jagiellonian University, Kopernika 40, 31-501 Krakow, Poland
| | - Szymon Niedźwiecki
- Faculty of Physics, Astronomy and Applied Computer Science, Jagiellonian University, S. Łojasiewicza 11, 30-348 Krakow, Poland
- Centre for Theranostics, Jagiellonian University, Kopernika 40, 31-501 Krakow, Poland
| | - Szymon Parzych
- Faculty of Physics, Astronomy and Applied Computer Science, Jagiellonian University, S. Łojasiewicza 11, 30-348 Krakow, Poland
- Centre for Theranostics, Jagiellonian University, Kopernika 40, 31-501 Krakow, Poland
| | - Elena P Del Rio
- Faculty of Physics, Astronomy and Applied Computer Science, Jagiellonian University, S. Łojasiewicza 11, 30-348 Krakow, Poland
- Centre for Theranostics, Jagiellonian University, Kopernika 40, 31-501 Krakow, Poland
| | - Lech Raczyński
- Department of Complex Systems, National Centre for Nuclear Research, 05-400 Otwock-Świerk, Poland
| | - Sushil Sharma
- Faculty of Physics, Astronomy and Applied Computer Science, Jagiellonian University, S. Łojasiewicza 11, 30-348 Krakow, Poland
- Centre for Theranostics, Jagiellonian University, Kopernika 40, 31-501 Krakow, Poland
| | - Shivani Shivani
- Faculty of Physics, Astronomy and Applied Computer Science, Jagiellonian University, S. Łojasiewicza 11, 30-348 Krakow, Poland
- Centre for Theranostics, Jagiellonian University, Kopernika 40, 31-501 Krakow, Poland
| | - Roman Y Shopa
- Department of Complex Systems, National Centre for Nuclear Research, 05-400 Otwock-Świerk, Poland
| | - Michał Silarski
- Faculty of Physics, Astronomy and Applied Computer Science, Jagiellonian University, S. Łojasiewicza 11, 30-348 Krakow, Poland
- Centre for Theranostics, Jagiellonian University, Kopernika 40, 31-501 Krakow, Poland
| | - Magdalena Skurzok
- Faculty of Physics, Astronomy and Applied Computer Science, Jagiellonian University, S. Łojasiewicza 11, 30-348 Krakow, Poland
- Centre for Theranostics, Jagiellonian University, Kopernika 40, 31-501 Krakow, Poland
| | - Faranak Tayefi
- Faculty of Physics, Astronomy and Applied Computer Science, Jagiellonian University, S. Łojasiewicza 11, 30-348 Krakow, Poland
- Centre for Theranostics, Jagiellonian University, Kopernika 40, 31-501 Krakow, Poland
| | - Keyvan T Ardebili
- Faculty of Physics, Astronomy and Applied Computer Science, Jagiellonian University, S. Łojasiewicza 11, 30-348 Krakow, Poland
- Centre for Theranostics, Jagiellonian University, Kopernika 40, 31-501 Krakow, Poland
| | - Pooja Tanty
- Faculty of Physics, Astronomy and Applied Computer Science, Jagiellonian University, S. Łojasiewicza 11, 30-348 Krakow, Poland
- Centre for Theranostics, Jagiellonian University, Kopernika 40, 31-501 Krakow, Poland
| | - Wojciech Wiślicki
- Department of Complex Systems, National Centre for Nuclear Research, 05-400 Otwock-Świerk, Poland
| | - Leszek Królicki
- Department of Nuclear Medicine, Medical University of Warsaw, Banacha 1a, 02-097 Warsaw, Poland
| | - Ewa Ł Stępień
- Faculty of Physics, Astronomy and Applied Computer Science, Jagiellonian University, S. Łojasiewicza 11, 30-348 Krakow, Poland
- Centre for Theranostics, Jagiellonian University, Kopernika 40, 31-501 Krakow, Poland
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Steinberger WM, Mercolli L, Breuer J, Sari H, Parzych S, Niedzwiecki S, Lapkiewicz G, Moskal P, Stepien E, Rominger A, Shi K, Conti M. Positronium lifetime validation measurements using a long-axial field-of-view positron emission tomography scanner. EJNMMI Phys 2024; 11:76. [PMID: 39210079 PMCID: PMC11362402 DOI: 10.1186/s40658-024-00678-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/29/2024] [Accepted: 08/05/2024] [Indexed: 09/04/2024] Open
Abstract
BACKGROUND Positron emission tomography (PET) traditionally uses coincident annihilation photons emitted from a positron interacting with an electron to localize cancer within the body. The formation of positronium (Ps), a bonded electron-positron pair, has not been utilized in clinical applications of PET due to the need to detect either the emission of a prompt gamma ray or the decay of higher-order coincident events. Assessment of the lifetime of the formed Ps, however, can potentially yield additional diagnostic information of the surrounding tissue because Ps properties vary due to void size and molecular composition. To assess the feasibility of measuring Ps lifetimes with a PET scanner, experiments were performed in a Biograph Vision Quadra (Siemens Healthineers). Quadra is a long-axial field-of-view (LA-FOV) PET scanner capable of producing list-mode data from single interaction events. RESULTS Ortho-Ps (o-Ps) lifetimes were measured for quartz-glass and polycarbonate samples using a22 Na positron source. Results produced o-Ps lifetimes of 1.538 ± 0.036 ns for the quartz glass and 1.927 ± 0.042 ns for the polycarbonate. Both o-Ps lifetimes were determined using a double-exponential fit to the time-difference distribution between the emission of a prompt gamma ray and the annihilation of the correlated positron. The measured values match within a single standard deviation of previously published results. The quartz-glass samples were additional measured with82 Rb ,68 Ga and124 I to validate the lifetime using clinically available sources. A double-exponential fit was initially chosen as a similar methodology to previously published works, however, an exponentially-modified Gaussian distribution fit to each lifetime more-accurately models the data. A Bayesian method was used to estimate the variables of the fit and o-Ps lifetime results are reported using this methodology for the three clinical isotopes: 1.59 ± 0.03 ns for82 Rb , 1.58 ± 0.07 ns for68 Ga and 1.62 ± 0.01 ns for124 I . The impact of scatter and attenuation on the o-Ps lifetime was also assessed by analyzing a water-filled uniform cylinder (20 ϕ × 30 cm3 ) with an added82 Rb solution. Lifetimes were extracted for various regions of the cylinder and while there is a shape difference in the lifetime due to scatter, the extracted o-Ps lifetime of the water, 1.815 ± 0.013 ns, agrees with previously published results. CONCLUSION Overall, the methodology presented in this manuscript demonstrates the repeatability of Ps lifetime measurements with clinically available isotopes in a commercially-available LA-FOV PET scanner. This validation work lays the foundation for future in-vivo patient scans with Quadra.
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Affiliation(s)
| | - Lorenzo Mercolli
- Department of Nuclear Medicine, Inselspital, Bern University Hospital, University of Bern, Bern, Switzerland
| | | | - Hasan Sari
- Siemens Healthineers International AG, Zurich, Switzerland
| | - Szymon Parzych
- Center for Theranostics, Institute of Physics, Jagiellonian University, ul. Lojasiewicza 11, 30-348, Krakow, Poland
| | - Szymon Niedzwiecki
- Center for Theranostics, Institute of Physics, Jagiellonian University, ul. Lojasiewicza 11, 30-348, Krakow, Poland
| | - Gabriela Lapkiewicz
- Center for Theranostics, Institute of Physics, Jagiellonian University, ul. Lojasiewicza 11, 30-348, Krakow, Poland
| | - Pawel Moskal
- Center for Theranostics, Institute of Physics, Jagiellonian University, ul. Lojasiewicza 11, 30-348, Krakow, Poland
| | - Ewa Stepien
- Center for Theranostics, Institute of Physics, Jagiellonian University, ul. Lojasiewicza 11, 30-348, Krakow, Poland
| | - Axel Rominger
- Department of Nuclear Medicine, Inselspital, Bern University Hospital, University of Bern, Bern, Switzerland
| | - Kuangyu Shi
- Department of Nuclear Medicine, Inselspital, Bern University Hospital, University of Bern, Bern, Switzerland
| | - Maurizio Conti
- Siemens Medical Solutions USA, Inc., Knoxville, TN, 37932, USA
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Moskal P, Czerwiński E, Raj J, Bass SD, Beyene EY, Chug N, Coussat A, Curceanu C, Dadgar M, Das M, Dulski K, Gajos A, Gorgol M, Hiesmayr BC, Jasińska B, Kacprzak K, Kaplanoglu T, Kapłon Ł, Klimaszewski K, Konieczka P, Korcyl G, Kozik T, Krzemień W, Kumar D, Moyo S, Mryka W, Niedźwiecki S, Parzych S, Del Río EP, Raczyński L, Sharma S, Choudhary S, Shopa RY, Silarski M, Skurzok M, Stępień EŁ, Tanty P, Ardebili FT, Ardebili KT, Eliyan KV, Wiślicki W. Discrete symmetries tested at 10 -4 precision using linear polarization of photons from positronium annihilations. Nat Commun 2024; 15:78. [PMID: 38167270 PMCID: PMC10761870 DOI: 10.1038/s41467-023-44340-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/08/2023] [Accepted: 12/08/2023] [Indexed: 01/05/2024] Open
Abstract
Discrete symmetries play an important role in particle physics with violation of CP connected to the matter-antimatter imbalance in the Universe. We report the most precise test of P, T and CP invariance in decays of ortho-positronium, performed with methodology involving polarization of photons from these decays. Positronium, the simplest bound state of an electron and positron, is of recent interest with discrepancies reported between measured hyperfine energy structure and theory at the level of 10-4 signaling a need for better understanding of the positronium system at this level. We test discrete symmetries using photon polarizations determined via Compton scattering in the dedicated J-PET tomograph on an event-by-event basis and without the need to control the spin of the positronium with an external magnetic field, in contrast to previous experiments. Our result is consistent with QED expectations at the level of 0.0007 and one standard deviation.
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Affiliation(s)
- Paweł Moskal
- Marian Smoluchowski Institute of Physics, Jagiellonian University, Kraków, Poland
- Centre for Theranostics, Jagiellonian University, Kraków, Poland
| | - Eryk Czerwiński
- Marian Smoluchowski Institute of Physics, Jagiellonian University, Kraków, Poland.
- Centre for Theranostics, Jagiellonian University, Kraków, Poland.
| | - Juhi Raj
- Marian Smoluchowski Institute of Physics, Jagiellonian University, Kraków, Poland
- Centre for Theranostics, Jagiellonian University, Kraków, Poland
| | - Steven D Bass
- Centre for Theranostics, Jagiellonian University, Kraków, Poland
- Kitzbühel Centre for Physics, Kitzbühel, Austria
| | - Ermias Y Beyene
- Marian Smoluchowski Institute of Physics, Jagiellonian University, Kraków, Poland
- Centre for Theranostics, Jagiellonian University, Kraków, Poland
| | - Neha Chug
- Marian Smoluchowski Institute of Physics, Jagiellonian University, Kraków, Poland
- Centre for Theranostics, Jagiellonian University, Kraków, Poland
| | - Aurélien Coussat
- Marian Smoluchowski Institute of Physics, Jagiellonian University, Kraków, Poland
- Centre for Theranostics, Jagiellonian University, Kraków, Poland
| | | | - Meysam Dadgar
- Marian Smoluchowski Institute of Physics, Jagiellonian University, Kraków, Poland
- Centre for Theranostics, Jagiellonian University, Kraków, Poland
| | - Manish Das
- Marian Smoluchowski Institute of Physics, Jagiellonian University, Kraków, Poland
- Centre for Theranostics, Jagiellonian University, Kraków, Poland
| | - Kamil Dulski
- Marian Smoluchowski Institute of Physics, Jagiellonian University, Kraków, Poland
- Centre for Theranostics, Jagiellonian University, Kraków, Poland
| | - Aleksander Gajos
- Marian Smoluchowski Institute of Physics, Jagiellonian University, Kraków, Poland
- Centre for Theranostics, Jagiellonian University, Kraków, Poland
| | - Marek Gorgol
- Institute of Physics, Maria Curie-Skłodowska University, Lublin, Poland
| | | | - Bożena Jasińska
- Institute of Physics, Maria Curie-Skłodowska University, Lublin, Poland
| | - Krzysztof Kacprzak
- Marian Smoluchowski Institute of Physics, Jagiellonian University, Kraków, Poland
- Centre for Theranostics, Jagiellonian University, Kraków, Poland
| | - Tevfik Kaplanoglu
- Marian Smoluchowski Institute of Physics, Jagiellonian University, Kraków, Poland
- Centre for Theranostics, Jagiellonian University, Kraków, Poland
| | - Łukasz Kapłon
- Marian Smoluchowski Institute of Physics, Jagiellonian University, Kraków, Poland
- Centre for Theranostics, Jagiellonian University, Kraków, Poland
| | - Konrad Klimaszewski
- Department of Complex Systems, National Centre for Nuclear Research, Otwock-Świerk, Poland
| | - Paweł Konieczka
- Department of Complex Systems, National Centre for Nuclear Research, Otwock-Świerk, Poland
| | - Grzegorz Korcyl
- Centre for Theranostics, Jagiellonian University, Kraków, Poland
- Institute of Applied Computer Science, Jagiellonian University, Kraków, Poland
| | - Tomasz Kozik
- Marian Smoluchowski Institute of Physics, Jagiellonian University, Kraków, Poland
- Centre for Theranostics, Jagiellonian University, Kraków, Poland
| | - Wojciech Krzemień
- High Energy Physics Division, National Centre for Nuclear Research, Otwock-Świerk, Poland
| | - Deepak Kumar
- Marian Smoluchowski Institute of Physics, Jagiellonian University, Kraków, Poland
- Centre for Theranostics, Jagiellonian University, Kraków, Poland
| | - Simbarashe Moyo
- Marian Smoluchowski Institute of Physics, Jagiellonian University, Kraków, Poland
- Centre for Theranostics, Jagiellonian University, Kraków, Poland
| | - Wiktor Mryka
- Marian Smoluchowski Institute of Physics, Jagiellonian University, Kraków, Poland
- Centre for Theranostics, Jagiellonian University, Kraków, Poland
| | - Szymon Niedźwiecki
- Marian Smoluchowski Institute of Physics, Jagiellonian University, Kraków, Poland
- Centre for Theranostics, Jagiellonian University, Kraków, Poland
| | - Szymon Parzych
- Marian Smoluchowski Institute of Physics, Jagiellonian University, Kraków, Poland
- Centre for Theranostics, Jagiellonian University, Kraków, Poland
| | - Elena Pérez Del Río
- Marian Smoluchowski Institute of Physics, Jagiellonian University, Kraków, Poland
- Centre for Theranostics, Jagiellonian University, Kraków, Poland
| | - Lech Raczyński
- Department of Complex Systems, National Centre for Nuclear Research, Otwock-Świerk, Poland
| | - Sushil Sharma
- Marian Smoluchowski Institute of Physics, Jagiellonian University, Kraków, Poland
- Centre for Theranostics, Jagiellonian University, Kraków, Poland
| | - Shivani Choudhary
- Marian Smoluchowski Institute of Physics, Jagiellonian University, Kraków, Poland
- Centre for Theranostics, Jagiellonian University, Kraków, Poland
| | - Roman Y Shopa
- Department of Complex Systems, National Centre for Nuclear Research, Otwock-Świerk, Poland
| | - Michał Silarski
- Marian Smoluchowski Institute of Physics, Jagiellonian University, Kraków, Poland
- Centre for Theranostics, Jagiellonian University, Kraków, Poland
| | - Magdalena Skurzok
- Marian Smoluchowski Institute of Physics, Jagiellonian University, Kraków, Poland
- Centre for Theranostics, Jagiellonian University, Kraków, Poland
| | - Ewa Ł Stępień
- Marian Smoluchowski Institute of Physics, Jagiellonian University, Kraków, Poland
- Centre for Theranostics, Jagiellonian University, Kraków, Poland
| | - Pooja Tanty
- Marian Smoluchowski Institute of Physics, Jagiellonian University, Kraków, Poland
- Centre for Theranostics, Jagiellonian University, Kraków, Poland
| | - Faranak Tayefi Ardebili
- Marian Smoluchowski Institute of Physics, Jagiellonian University, Kraków, Poland
- Centre for Theranostics, Jagiellonian University, Kraków, Poland
| | - Keyvan Tayefi Ardebili
- Marian Smoluchowski Institute of Physics, Jagiellonian University, Kraków, Poland
- Centre for Theranostics, Jagiellonian University, Kraków, Poland
| | - Kavya Valsan Eliyan
- Marian Smoluchowski Institute of Physics, Jagiellonian University, Kraków, Poland
- Centre for Theranostics, Jagiellonian University, Kraków, Poland
| | - Wojciech Wiślicki
- Department of Complex Systems, National Centre for Nuclear Research, Otwock-Świerk, Poland
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