1
|
Parodi D, Dighero E, Biddau G, D'Amico F, Bauckneht M, Marini C, Garbarino S, Campi C, Piana M, Sambuceti G. Localized FDG loss in lung cancer lesions. EJNMMI Res 2024; 14:102. [PMID: 39485534 PMCID: PMC11530415 DOI: 10.1186/s13550-024-01161-y] [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: 06/10/2024] [Accepted: 10/04/2024] [Indexed: 11/03/2024] Open
Abstract
BACKGROUND Analysis of [18F]-Fluorodeoxyglucose (FDG) kinetics in cancer has been most often limited to the evaluation of the average uptake over relatively large volumes. Nevertheless, tumor lesions also contain inflammatory infiltrates whose cells are characterized by a significant radioactivity washout due to the hydrolysis of FDG-6P catalyzed by glucose-6P phosphatase. The present study aimed to verify whether voxel-wise compartmental analysis of dynamic imaging can identify tumor regions characterized by tracer washout. The study included 11 patients with lung cancer submitted to PET/CT imaging for staging purposes. Tumour was defined by drawing a volume of interest loosely surrounding the lesion and considering all inside voxels with a standardized uptake value (SUV) > 40% of the maximum. Eight whole-body scans were repeated after 20 min of dynamic imaging centered on the heart. Six parametric maps were generated progressively by computing a Patlak regression line for each voxel. Each analysis considered a different set of frames: starting with all eight frames, then the last seven frames, and so on, down to the last three frames. RESULTS Delaying the starting point of the compartmental analysis revealed a progressive increase in the prevalence of voxels with a negative slope. In the most delayed parametric map, these voxels represented 0.5-4.5% (median 2%) of the tumor volume. This effect was independent of tumor size and was predominantly located at the lesion borders. CONCLUSIONS The voxel-wise parametric maps provided by compartmental analysis identify a measurable volume characterized by radioactivity washout. The spatial localization of this pattern is compatible with the recognized preferential site of inflammatory infiltrates populating the tumor stroma and might improve the power of FDG imaging in monitoring the effectiveness of treatments aimed at empowering the host immune response against cancer. TRIAL REGISTRATION ClinicalTrials. The study was approved by the local ethical committee and it represented a single Institution ancillary trial within the expanded-access program for Nivolumab. NCT02475382. Registered 2015-06-16. URL: https://clinicaltrials.gov/study/NCT02475382?id=NCT02475382.&rank=1.
Collapse
Affiliation(s)
- Davide Parodi
- Università Campus Bio-Medico di Roma, Roma, Italy
- Dipartimento di Matematica, Università Degli Studi di Genova, Genoa, Italy
| | - Edoardo Dighero
- Dipartimento di Scienza Della Salute, Università Degli Studi di Genova, Genoa, Italy
| | - Giorgia Biddau
- Dipartimento di Matematica, Università Degli Studi di Genova, Genoa, Italy
| | - Francesca D'Amico
- Dipartimento di Scienza Della Salute, Università Degli Studi di Genova, Genoa, Italy
| | - Matteo Bauckneht
- Dipartimento di Scienza Della Salute, Università Degli Studi di Genova, Genoa, Italy
- Nuclear Medicine Unit, IRCCS Ospedale Policlinico San Martino, Genoa, Italy
| | - Cecilia Marini
- Institute of Molecular Bioimaging and Physiology, National Research Council (CNR), Genoa, Italy
- Nuclear Medicine Unit, IRCCS Ospedale Policlinico San Martino, Genoa, Italy
| | - Sara Garbarino
- Life Science Computational Laboratory, IRCCS Ospedale Policlinico San Martino, Genoa, Italy.
| | - Cristina Campi
- Dipartimento di Matematica, Università Degli Studi di Genova, Genoa, Italy
- Life Science Computational Laboratory, IRCCS Ospedale Policlinico San Martino, Genoa, Italy
| | - Michele Piana
- Dipartimento di Matematica, Università Degli Studi di Genova, Genoa, Italy
- Life Science Computational Laboratory, IRCCS Ospedale Policlinico San Martino, Genoa, Italy
| | - Gianmario Sambuceti
- Dipartimento di Scienza Della Salute, Università Degli Studi di Genova, Genoa, Italy
- Nuclear Medicine Unit, IRCCS Ospedale Policlinico San Martino, Genoa, Italy
| |
Collapse
|
2
|
Vitale F, Ghelardoni M, Chiesa S, Carta S, Losacco S, Orengo AM, Bruno S, Ravera S, Bauckneht M, Riondato M, Donegani I, Dighero E, Martinelli J, Marini C, Sambuceti G. The pivotal role of endoplasmic reticulum in FDG uptake in cancer cells. EJNMMI Res 2024; 14:64. [PMID: 38995321 PMCID: PMC11245458 DOI: 10.1186/s13550-024-01124-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/18/2024] [Accepted: 06/26/2024] [Indexed: 07/13/2024] Open
Affiliation(s)
- Francesca Vitale
- Nuclear Medicine Unit, IRCCS Ospedale Policlinico San Martino, Largo Rosanna Benzi 10, 16133, Genoa, Italy.
| | - Maddalena Ghelardoni
- Nuclear Medicine Unit, IRCCS Ospedale Policlinico San Martino, Largo Rosanna Benzi 10, 16133, Genoa, Italy
| | - Sabrina Chiesa
- Nuclear Medicine Unit, IRCCS Ospedale Policlinico San Martino, Largo Rosanna Benzi 10, 16133, Genoa, Italy
| | - Sonia Carta
- Nuclear Medicine Unit, IRCCS Ospedale Policlinico San Martino, Largo Rosanna Benzi 10, 16133, Genoa, Italy
| | - Serena Losacco
- Nuclear Medicine Unit, IRCCS Ospedale Policlinico San Martino, Largo Rosanna Benzi 10, 16133, Genoa, Italy
| | - Anna Maria Orengo
- Nuclear Medicine Unit, IRCCS Ospedale Policlinico San Martino, Largo Rosanna Benzi 10, 16133, Genoa, Italy
| | - Silvia Bruno
- Department of Experimental Medicine, Human Anatomy, University of Genoa, Genoa, Italy
| | - Silvia Ravera
- Department of Experimental Medicine, Human Anatomy, University of Genoa, Genoa, Italy
| | - Matteo Bauckneht
- Nuclear Medicine Unit, IRCCS Ospedale Policlinico San Martino, Largo Rosanna Benzi 10, 16133, Genoa, Italy
- Nuclear Medicine, Department of Health Science, University of Genoa, Genoa, Italy
| | - Mattia Riondato
- Nuclear Medicine Unit, IRCCS Ospedale Policlinico San Martino, Largo Rosanna Benzi 10, 16133, Genoa, Italy
- Nuclear Medicine, Department of Health Science, University of Genoa, Genoa, Italy
| | - Isabella Donegani
- Nuclear Medicine Unit, IRCCS Ospedale Policlinico San Martino, Largo Rosanna Benzi 10, 16133, Genoa, Italy
| | - Edoardo Dighero
- Nuclear Medicine, Department of Health Science, University of Genoa, Genoa, Italy
| | - Jonathan Martinelli
- Nuclear Medicine, Department of Health Science, University of Genoa, Genoa, Italy
| | - Cecilia Marini
- Nuclear Medicine Unit, IRCCS Ospedale Policlinico San Martino, Largo Rosanna Benzi 10, 16133, Genoa, Italy
- CNR Institute of Bioimages and Molecular Physiology, Milan, Italy
| | - Gianmario Sambuceti
- Nuclear Medicine Unit, IRCCS Ospedale Policlinico San Martino, Largo Rosanna Benzi 10, 16133, Genoa, Italy
- Nuclear Medicine, Department of Health Science, University of Genoa, Genoa, Italy
| |
Collapse
|
3
|
Okamoto M, Yamaguchi S, Sawaya R, Echizenya S, Ishi Y, Kaneko S, Motegi H, Toyonaga T, Hirata K, Fujimura M. Identifying G6PC3 as a Potential Key Molecule in Hypoxic Glucose Metabolism of Glioblastoma Derived from the Depiction of 18F-Fluoromisonidazole and 18F-Fluorodeoxyglucose Positron Emission Tomography. BIOMED RESEARCH INTERNATIONAL 2024; 2024:2973407. [PMID: 38449509 PMCID: PMC10917478 DOI: 10.1155/2024/2973407] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 07/14/2023] [Revised: 01/17/2024] [Accepted: 02/10/2024] [Indexed: 03/08/2024]
Abstract
Purpose Glioblastoma is the most aggressive primary brain tumor, characterized by its distinctive intratumoral hypoxia. Sequential preoperative examinations using fluorine-18-fluoromisonidazole (18F-FMISO) and fluorine-18-fluorodeoxyglucose (18F-FDG) positron emission tomography (PET) could depict the degree of glucose metabolism with hypoxic condition. However, molecular mechanism of glucose metabolism under hypoxia in glioblastoma has been unclear. The aim of this study was to identify the key molecules of hypoxic glucose metabolism. Methods Using surgically obtained specimens, gene expressions associated with glucose metabolism were analyzed in patients with glioblastoma (n = 33) who underwent preoperative 18F-FMISO and 18F-FDG PET to identify affected molecules according to hypoxic condition. Tumor in vivo metabolic activities were semiquantitatively evaluated by lesion-normal tissue ratio (LNR). Protein expression was confirmed by immunofluorescence staining. To evaluate prognostic value, relationship between gene expression and overall survival was explored in another independent nonoverlapping clinical cohort (n = 17) and validated by The Cancer Genome Atlas (TCGA) database (n = 167). Results Among the genes involving glucose metabolic pathway, mRNA expression of glucose-6-phosphatase 3 (G6PC3) correlated with 18F-FDG LNR (P = 0.03). In addition, G6PC3 mRNA expression in 18F-FMISO high-accumulated glioblastomas was significantly higher than that in 18F-FMISO low-accumulated glioblastomas (P < 0.01). Protein expression of G6PC3 was consistent with mRNA expression, which was confirmed by immunofluorescence analysis. These findings indicated that the G6PC3 expression might be facilitated by hypoxic condition in glioblastomas. Next, we investigated the clinical relevance of G6PC3 in terms of prognosis. Among the glioblastoma patients who received gross total resection, mRNA expressions of G6PC3 in the patients with poor prognosis (less than 1-year survival) were significantly higher than that in the patients who survive more than 3 years. Moreover, high mRNA expression of G6PC3 was associated with poor overall survival in glioblastoma, as validated by TCGA database. Conclusion G6PC3 was affluently expressed in glioblastoma tissues with coincidentally high 18F-FDG and 18F-FMISO accumulation. Further, it might work as a prognostic biomarker of glioblastoma. Therefore, G6PC3 is a potential key molecule of glucose metabolism under hypoxia in glioblastoma.
Collapse
Affiliation(s)
- Michinari Okamoto
- Department of Neurosurgery, Hokkaido University Graduate School of Medicine, North 15 West 7, Kita-ku, Sapporo 060-8638, Japan
| | - Shigeru Yamaguchi
- Department of Neurosurgery, Hokkaido University Graduate School of Medicine, North 15 West 7, Kita-ku, Sapporo 060-8638, Japan
| | - Ryosuke Sawaya
- Department of Neurosurgery, Hokkaido University Graduate School of Medicine, North 15 West 7, Kita-ku, Sapporo 060-8638, Japan
| | - Sumire Echizenya
- Department of Neurosurgery, Hokkaido University Graduate School of Medicine, North 15 West 7, Kita-ku, Sapporo 060-8638, Japan
| | - Yukitomo Ishi
- Department of Neurosurgery, Hokkaido University Graduate School of Medicine, North 15 West 7, Kita-ku, Sapporo 060-8638, Japan
| | - Sadahiro Kaneko
- Department of Neurosurgery, Hokkaido University Graduate School of Medicine, North 15 West 7, Kita-ku, Sapporo 060-8638, Japan
| | - Hiroaki Motegi
- Department of Neurosurgery, Hokkaido University Graduate School of Medicine, North 15 West 7, Kita-ku, Sapporo 060-8638, Japan
| | - Takuya Toyonaga
- Department of Diagnostic Imaging, Hokkaido University Graduate School of Medicine, North 15 West 7, Kita-ku, Sapporo 060-8638, Japan
| | - Kenji Hirata
- Department of Diagnostic Imaging, Hokkaido University Graduate School of Medicine, North 15 West 7, Kita-ku, Sapporo 060-8638, Japan
| | - Miki Fujimura
- Department of Neurosurgery, Hokkaido University Graduate School of Medicine, North 15 West 7, Kita-ku, Sapporo 060-8638, Japan
| |
Collapse
|
4
|
Wang T, Deng Y, Wang S, He J, Wang S. Kinetic 18F-FDG PET/CT imaging of hepatocellular carcinoma: a dual input four-compartment model. EJNMMI Phys 2024; 11:20. [PMID: 38386084 PMCID: PMC10884391 DOI: 10.1186/s40658-024-00619-1] [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: 06/18/2023] [Accepted: 01/29/2024] [Indexed: 02/23/2024] Open
Abstract
BACKGROUND The endoplasmic reticulum plays an important role in glucose metabolism and has not been explored in the kinetic estimation of hepatocellular carcinoma (HCC) via 18F-fluoro-2-deoxy-D-glucose PET/CT. METHODS A dual-input four-compartment (4C) model, regarding endoplasmic reticulum was preliminarily used for kinetic estimation to differentiate 28 tumours from background liver tissue from 24 patients with HCC. Moreover, parameter images of the 4C model were generated from one patient with negative findings on conventional metabolic PET/CT. RESULTS Compared to the dual-input three-compartment (3C) model, the 4C model has better fitting quality, a close transport rate constant (K1) and a dephosphorylation rate constant (k6/k4), and a different removal rate constant (k2) and phosphorylation rate constant (k3) in HCC and background liver tissue. The K1, k2, k3, and hepatic arterial perfusion index (HPI) from the 4C model and k3, HPI, and volume fraction of blood (Vb) from the 3C model were significantly different between HCC and background liver tissues (all P < 0.05). Meanwhile, the 4C model yielded additional kinetic parameters for differentiating HCC. The diagnostic performance of the top ten genes from the most to least common was HPI(4C), Vb(3C), HPI(3C), SUVmax, k5(4C), k3(3C), k2(4C), v(4C), K1(4C) and Vb(4C). Moreover, a patient who showed negative findings on conventional metabolic PET/CT had positive parameter images in the 4C model. CONCLUSIONS The 4C model with the endoplasmic reticulum performed better than the 3C model and produced additional useful parameters in kinetic estimation for differentiating HCC from background liver tissue.
Collapse
Affiliation(s)
- Tao Wang
- Faculty of Information Engineering and Automation, Yunnan Key Laboratory of Artificial Intelligence, Kunming University of Science and Technology, Kunming, 650500, Yunnan, China
| | - Yinglei Deng
- PET/CT Center, Affiliated Hospital of Kunming University of Science and Technology, First People's Hospital of Yunnan, Kunming, 650031, China
| | - Sidan Wang
- PET/CT Center, Affiliated Hospital of Kunming University of Science and Technology, First People's Hospital of Yunnan, Kunming, 650031, China
| | - Jianfeng He
- Faculty of Information Engineering and Automation, Yunnan Key Laboratory of Artificial Intelligence, Kunming University of Science and Technology, Kunming, 650500, Yunnan, China.
| | - Shaobo Wang
- PET/CT Center, Affiliated Hospital of Kunming University of Science and Technology, First People's Hospital of Yunnan, Kunming, 650031, China.
| |
Collapse
|
5
|
Patronas EM, Balber T, Miller A, Geist BK, Michligk A, Vraka C, Krisch M, Rohr-Udilova N, Haschemi A, Viernstein H, Hacker M, Mitterhauser M. A fingerprint of 2-[ 18F]FDG radiometabolites - How tissue-specific metabolism beyond 2-[ 18F]FDG-6-P could affect tracer accumulation. iScience 2023; 26:108137. [PMID: 37867937 PMCID: PMC10585399 DOI: 10.1016/j.isci.2023.108137] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/08/2023] [Revised: 08/01/2023] [Accepted: 10/02/2023] [Indexed: 10/24/2023] Open
Abstract
Studies indicate that the radiotracer 2-[18F]fluoro-2-deoxy-D-glucose (2-[18F]FDG) can be metabolized beyond 2-[18F]FDG-6-phosphate (2-[18F]FDG-6-P), but its metabolism is incompletely understood. Most importantly, it remains unclear whether downstream metabolism affects tracer accumulation in vivo. Here we present a fingerprint of 2-[18F]FDG radiometabolites over time in cancer cells, corresponding tumor xenografts and murine organs. Strikingly, radiometabolites representing glycogen metabolism or the oxPPP correlated inversely with tracer accumulation across all examined tissues. Recent studies suggest that not only hexokinase, but also hexose-6-phosphate dehydrogenase (H6PD), an enzyme of the oxidative pentose phosphate pathway (oxPPP), determines 2-[18F]FDG accumulation. However, little is known about the corresponding enzyme glucose-6-phosphate dehydrogenase (G6PD). Our mechanistic in vitro experiments on the role of the oxPPP propose that 2-[18F]FDG can be metabolized via both G6PD and H6PD, but data from separate enzyme knockdown suggest diverging roles in downstream tracer metabolism. Overall, we propose that tissue-specific metabolism beyond 2-[18F]FDG-6-P could matter for imaging.
Collapse
Affiliation(s)
- Eva-Maria Patronas
- Department of Biomedical Imaging and Image-guided Therapy, Division of Nuclear Medicine, Medical University of Vienna, Vienna 1090, Austria
- Division of Pharmaceutical Technology and Biopharmaceutics, Department of Pharmaceutical Sciences, University of Vienna, Vienna 1090, Austria
| | - Theresa Balber
- Department of Biomedical Imaging and Image-guided Therapy, Division of Nuclear Medicine, Medical University of Vienna, Vienna 1090, Austria
- Ludwig Boltzmann Institute Applied Diagnostics, Vienna 1090, Austria
| | - Anne Miller
- Center for Pathobiochemistry and Genetics, Medical University of Vienna, Vienna 1090, Austria
| | - Barbara Katharina Geist
- Department of Biomedical Imaging and Image-guided Therapy, Division of Nuclear Medicine, Medical University of Vienna, Vienna 1090, Austria
| | - Antje Michligk
- Department of Biomedical Imaging and Image-guided Therapy, Division of Nuclear Medicine, Medical University of Vienna, Vienna 1090, Austria
| | - Chrysoula Vraka
- Department of Biomedical Imaging and Image-guided Therapy, Division of Nuclear Medicine, Medical University of Vienna, Vienna 1090, Austria
| | - Maximilian Krisch
- Department of Biomedical Imaging and Image-guided Therapy, Division of Nuclear Medicine, Medical University of Vienna, Vienna 1090, Austria
| | - Nataliya Rohr-Udilova
- Division of Gastroenterology and Hepatology, Department of Internal Medicine III, Medical University of Vienna, Vienna 1090, Austria
| | - Arvand Haschemi
- Department of Laboratory Medicine, Medical University of Vienna, Vienna 1090, Austria
| | - Helmut Viernstein
- Division of Pharmaceutical Technology and Biopharmaceutics, Department of Pharmaceutical Sciences, University of Vienna, Vienna 1090, Austria
| | - Marcus Hacker
- Department of Biomedical Imaging and Image-guided Therapy, Division of Nuclear Medicine, Medical University of Vienna, Vienna 1090, Austria
| | - Markus Mitterhauser
- Department of Biomedical Imaging and Image-guided Therapy, Division of Nuclear Medicine, Medical University of Vienna, Vienna 1090, Austria
- Ludwig Boltzmann Institute Applied Diagnostics, Vienna 1090, Austria
- University of Vienna, Faculty of Chemistry, Institute of Inorganic Chemistry, Vienna 1090, Austria
| |
Collapse
|
6
|
Busk M, Sinning S, Alstrup AKO, Munk OL, Vendelbo MH. Nuclear Medicine Preclinical Research: The Role of Cell Cultures. Semin Nucl Med 2023; 53:558-569. [PMID: 37268499 DOI: 10.1053/j.semnuclmed.2023.04.007] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/20/2023] [Accepted: 04/30/2023] [Indexed: 06/04/2023]
Abstract
Cell lines are essential in biomedical research due to their adaptability and precise simulation of physiological and pathophysiological conditions. Cell culture techniques have greatly advanced our understanding of biology in various fields and are widely regarded as a reliable and durable tool. Their diverse applications make them indispensable in scientific research. Radiation-emitting compounds are commonly used in cell culture research to investigate biological processes. Radiolabeled compounds are utilized to study cell function, metabolism, molecular markers, receptor density, drug binding and kinetics, as well as to analyze the direct interaction of radiotracers with target organ cells. This allows for the examination of normal physiology and disease states. The In Vitro system simplifies the study and filters out nonspecific signals from the In Vivo environment, leading to more specific results. Moreover, cell cultures offer ethical advantages when evaluating new tracers and drugs in preclinical studies. While cell experiments cannot entirely replace animal experiments, they reduce the need for live animals in experimentation.
Collapse
Affiliation(s)
- Morten Busk
- Department of experimental clinical oncology, Aarhus University Hospital, Aarhus, Denmark; Danish Centre for Particle Therapy, Aarhus University Hospital, Aarhus, Denmark
| | - Steffen Sinning
- Department of Forensic Medicine, Aarhus University, Aarhus, Denmark
| | - Aage K O Alstrup
- Department of Clinical Medicine, Aarhus University, Aarhus, Denmark; Department of Nuclear Medicine and PET, Aarhus University Hospital, Aarhus, Denmark
| | - Ole L Munk
- Department of Clinical Medicine, Aarhus University, Aarhus, Denmark; Department of Nuclear Medicine and PET, Aarhus University Hospital, Aarhus, Denmark
| | - Mikkel H Vendelbo
- Department of Nuclear Medicine and PET, Aarhus University Hospital, Aarhus, Denmark; Department of Biomedicine, Aarhus University, Aarhus, Denmark.
| |
Collapse
|
7
|
Bauckneht M, Marini C, Cossu V, Campi C, Riondato M, Bruno S, Orengo AM, Vitale F, Carta S, Chiola S, Chiesa S, Miceli A, D’Amico F, Fornarini G, Terrone C, Piana M, Morbelli S, Signori A, Barboro P, Sambuceti G. Gene's expression underpinning the divergent predictive value of [18F]F-fluorodeoxyglucose and prostate-specific membrane antigen positron emission tomography in primary prostate cancer: a bioinformatic and experimental study. J Transl Med 2023; 21:3. [PMID: 36600265 PMCID: PMC9811737 DOI: 10.1186/s12967-022-03846-1] [Citation(s) in RCA: 7] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/07/2022] [Accepted: 12/23/2022] [Indexed: 01/05/2023] Open
Abstract
BACKGROUND Positron Emission Tomography (PET) imaging with Prostate-Specific Membrane Antigen (PSMA) and Fluorodeoxyglucose (FDG) represent promising biomarkers for risk-stratification of Prostate Cancer (PCa). We verified whether the expression of genes encoding for PSMA and enzymes regulating FDG cellular uptake are independent and additive prognosticators in PCa. METHODS mRNA expression of genes involved in glucose metabolism and PSMA regulation obtained from primary PCa specimens were retrieved from open-source databases and analyzed using an integrative bioinformatics approach. Machine Learning (ML) techniques were used to create predictive Progression-Free Survival (PFS) models. Cellular models of primary PCa with different aggressiveness were used to compare [18F]F-PSMA-1007 and [18F]F-FDG uptake kinetics in vitro. Confocal microscopy, immunofluorescence staining, and quantification analyses were performed to assess the intracellular and cellular membrane PSMA expression. RESULTS ML analyses identified a predictive functional network involving four glucose metabolism-related genes: ALDOB, CTH, PARP2, and SLC2A4. By contrast, FOLH1 expression (encoding for PSMA) did not provide any additive predictive value to the model. At a cellular level, the increase in proliferation rate and migratory potential by primary PCa cells was associated with enhanced FDG uptake and decreased PSMA retention (paralleled by the preferential intracellular localization). CONCLUSIONS The overexpression of a functional network involving four glucose metabolism-related genes identifies a higher risk of disease progression since the earliest phases of PCa, in agreement with the acknowledged prognostic value of FDG PET imaging. By contrast, the prognostic value of PSMA PET imaging is independent of the expression of its encoding gene FOLH1. Instead, it is influenced by the protein docking to the cell membrane, regulating its accessibility to tracer binding.
Collapse
Affiliation(s)
- Matteo Bauckneht
- grid.5606.50000 0001 2151 3065Department of Health Sciences, University of Genoa, 16132 Genoa, Italy ,grid.410345.70000 0004 1756 7871Nuclear Medicine Unit, IRCCS, Ospedale Policlinico San Martino, 16132 Genoa, Italy
| | - Cecilia Marini
- grid.410345.70000 0004 1756 7871Nuclear Medicine Unit, IRCCS, Ospedale Policlinico San Martino, 16132 Genoa, Italy ,grid.428490.30000 0004 1789 9809CNR, Institute of Molecular Bioimaging and Physiology (IBFM), 20054 Milan, Italy
| | - Vanessa Cossu
- grid.5606.50000 0001 2151 3065Department of Health Sciences, University of Genoa, 16132 Genoa, Italy ,grid.410345.70000 0004 1756 7871Nuclear Medicine Unit, IRCCS, Ospedale Policlinico San Martino, 16132 Genoa, Italy
| | - Cristina Campi
- grid.5606.50000 0001 2151 3065LISCOMP Lab, Department of Mathematics (DIMA), University of Genoa, 16132 Genoa, Italy
| | - Mattia Riondato
- grid.410345.70000 0004 1756 7871Nuclear Medicine Unit, IRCCS, Ospedale Policlinico San Martino, 16132 Genoa, Italy
| | - Silvia Bruno
- grid.5606.50000 0001 2151 3065Department of Experimental Medicine, Human Anatomy, University of Genoa, 16132 Genoa, Italy
| | - Anna Maria Orengo
- grid.410345.70000 0004 1756 7871Nuclear Medicine Unit, IRCCS, Ospedale Policlinico San Martino, 16132 Genoa, Italy
| | - Francesca Vitale
- grid.410345.70000 0004 1756 7871Nuclear Medicine Unit, IRCCS, Ospedale Policlinico San Martino, 16132 Genoa, Italy
| | - Sonia Carta
- grid.410345.70000 0004 1756 7871Nuclear Medicine Unit, IRCCS, Ospedale Policlinico San Martino, 16132 Genoa, Italy
| | - Silvia Chiola
- grid.410345.70000 0004 1756 7871Nuclear Medicine Unit, IRCCS, Ospedale Policlinico San Martino, 16132 Genoa, Italy
| | - Sabrina Chiesa
- grid.410345.70000 0004 1756 7871Nuclear Medicine Unit, IRCCS, Ospedale Policlinico San Martino, 16132 Genoa, Italy
| | - Alberto Miceli
- grid.5606.50000 0001 2151 3065Department of Health Sciences, University of Genoa, 16132 Genoa, Italy
| | - Francesca D’Amico
- grid.5606.50000 0001 2151 3065Department of Health Sciences, University of Genoa, 16132 Genoa, Italy
| | - Giuseppe Fornarini
- grid.410345.70000 0004 1756 7871Medical Oncology Unit 1, IRCCS Ospedale Policlinico San Martino, 16132 Genoa, Italy
| | - Carlo Terrone
- grid.410345.70000 0004 1756 7871Department of Urology, IRCCS Ospedale Policlinico San Martino, 16132 Genoa, Italy ,grid.5606.50000 0001 2151 3065Department of Surgical and Diagnostic Integrated Sciences (DISC), University of Genova, 16132 Genoa, Italy
| | - Michele Piana
- grid.5606.50000 0001 2151 3065LISCOMP Lab, Department of Mathematics (DIMA), University of Genoa, 16132 Genoa, Italy ,grid.482259.00000 0004 1774 9464CNR-SPIN Genoa, 16132 Genoa, Italy
| | - Silvia Morbelli
- grid.5606.50000 0001 2151 3065Department of Health Sciences, University of Genoa, 16132 Genoa, Italy ,grid.410345.70000 0004 1756 7871Nuclear Medicine Unit, IRCCS, Ospedale Policlinico San Martino, 16132 Genoa, Italy
| | - Alessio Signori
- grid.5606.50000 0001 2151 3065Department of Health Sciences, University of Genoa, 16132 Genoa, Italy
| | - Paola Barboro
- grid.410345.70000 0004 1756 7871Proteomic and Mass Spectrometry Unit, IRCCS, Ospedale Policlinico San Martino, 16132 Genoa, Italy
| | - Gianmario Sambuceti
- grid.5606.50000 0001 2151 3065Department of Health Sciences, University of Genoa, 16132 Genoa, Italy ,grid.410345.70000 0004 1756 7871Nuclear Medicine Unit, IRCCS, Ospedale Policlinico San Martino, 16132 Genoa, Italy
| |
Collapse
|
8
|
Bauckneht M, Lai R, D'Amico F, Miceli A, Donegani MI, Campi C, Schenone D, Raffa S, Chiola S, Lanfranchi F, Rebuzzi SE, Zanardi E, Cremante M, Marini C, Fornarini G, Morbelli S, Piana M, Sambuceti G. Opportunistic skeletal muscle metrics as prognostic tools in metastatic castration-resistant prostate cancer patients candidates to receive Radium-223. Ann Nucl Med 2022; 36:373-383. [PMID: 35044592 PMCID: PMC8938339 DOI: 10.1007/s12149-022-01716-w] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/27/2021] [Accepted: 01/07/2022] [Indexed: 12/11/2022]
Abstract
OBJECTIVE Androgen deprivation therapy alters body composition promoting a significant loss in skeletal muscle (SM) mass through inflammation and oxidative damage. We verified whether SM anthropometric composition and metabolism are associated with unfavourable overall survival (OS) in a retrospective cohort of metastatic castration-resistant prostate cancer (mCRPC) patients submitted to 18F-Fluorodeoxyglucose Positron Emission Tomography/Computed Tomography (FDG PET/CT) imaging before receiving Radium-223. PATIENTS AND METHODS Low-dose CT were opportunistically analysed using a cross-sectional approach to calculate SM and adipose tissue areas at the third lumbar vertebra level. Moreover, a 3D computational method was used to extract psoas muscles to evaluate their volume, Hounsfield Units (HU) and FDG retention estimated by the standardized uptake value (SUV). Baseline established clinical, lab and imaging prognosticators were also recorded. RESULTS SM area predicted OS at univariate analysis. However, this capability was not additive to the power of mean HU and maximum SUV of psoas muscles volume. These factors were thus combined in the Attenuation Metabolic Index (AMI) whose power was tested in a novel uni- and multivariable model. While Prostate-Specific Antigen (PSA), Alkaline Phosphatase (ALP), Lactate Dehydrogenase and Hemoglobin, Metabolic Tumor Volume, Total Lesion Glycolysis and AMI were associated with long-term OS at the univariate analyses, only PSA, ALP and AMI resulted in independent prognosticator at the multivariate analysis. CONCLUSION The present data suggest that assessing individual 'patients' SM metrics through an opportunistic operator-independent computational analysis of FDG PET/CT imaging provides prognostic insights in mCRPC patients candidates to receive Radium-223.
Collapse
Affiliation(s)
- Matteo Bauckneht
- Department of Health Sciences (DISSAL), University of Genova, Genova, Italy.
- Nuclear Medicine, IRCCS Ospedale Policlinico San Martino, Genova, Italy.
| | - Rita Lai
- Department of Mathematics (DIMA), University of Genoa, Genoa, Italy
| | - Francesca D'Amico
- Department of Health Sciences (DISSAL), University of Genova, Genova, Italy
| | - Alberto Miceli
- Department of Health Sciences (DISSAL), University of Genova, Genova, Italy
| | | | - Cristina Campi
- LISCOMP, Department of Mathematics (DIMA), University of Genoa, Genoa, Italy
| | - Daniela Schenone
- LISCOMP, Department of Mathematics (DIMA), University of Genoa, Genoa, Italy
| | - Stefano Raffa
- Department of Health Sciences (DISSAL), University of Genova, Genova, Italy
| | - Silvia Chiola
- Nuclear Medicine, IRCCS Ospedale Policlinico San Martino, Genova, Italy
| | | | - Sara Elena Rebuzzi
- Medical Oncology, Ospedale San Paolo, Savona, Italy
- Department of Internal Medicine and Medical Specialties (Di.M.I.), University of Genova, Genoa, Italy
| | - Elisa Zanardi
- Academic Unit of Medical Oncology, IRCCS Ospedale Policlinico San Martino, Genoa, Italy
| | - Malvina Cremante
- Medical Oncology Unit 1, IRCCS Ospedale Policlinico San Martino, Genoa, Italy
| | - Cecilia Marini
- Nuclear Medicine, IRCCS Ospedale Policlinico San Martino, Genova, Italy
- Bioimaging and Physiology (IBFM), CNR Institute of Molecular, Segrate, Milan, Italy
| | - Giuseppe Fornarini
- Medical Oncology Unit 1, IRCCS Ospedale Policlinico San Martino, Genoa, Italy
| | - Silvia Morbelli
- Department of Health Sciences (DISSAL), University of Genova, Genova, Italy
- Nuclear Medicine, IRCCS Ospedale Policlinico San Martino, Genova, Italy
| | - Michele Piana
- LISCOMP, Department of Mathematics (DIMA), University of Genoa, Genoa, Italy
- CNR-SPIN Genoa, Genoa, Italy
| | - Gianmario Sambuceti
- Department of Health Sciences (DISSAL), University of Genova, Genova, Italy
- Nuclear Medicine, IRCCS Ospedale Policlinico San Martino, Genova, Italy
| |
Collapse
|
9
|
Marini C, Cossu V, Kumar M, Milanese M, Cortese K, Bruno S, Bellese G, Carta S, Zerbo RA, Torazza C, Bauckneht M, Venturi C, Raffa S, Orengo AM, Donegani MI, Chiola S, Ravera S, Castellani P, Morbelli S, Sambuceti G, Bonanno G. The Role of Endoplasmic Reticulum in the Differential Endurance against Redox Stress in Cortical and Spinal Astrocytes from the Newborn SOD1 G93A Mouse Model of Amyotrophic Lateral Sclerosis. Antioxidants (Basel) 2021; 10:antiox10091392. [PMID: 34573024 PMCID: PMC8472526 DOI: 10.3390/antiox10091392] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/22/2021] [Revised: 08/19/2021] [Accepted: 08/27/2021] [Indexed: 12/01/2022] Open
Abstract
Recent studies reported that the uptake of [18F]-fluorodeoxyglucose (FDG) is increased in the spinal cord (SC) and decreased in the motor cortex (MC) of patients with ALS, suggesting that the disease might differently affect the two nervous districts with different time sequence or with different mechanisms. Here we show that MC and SC astrocytes harvested from newborn B6SJL-Tg (SOD1G93A) 1Gur mice could play different roles in the pathogenesis of the disease. Spectrophotometric and cytofluorimetric analyses showed an increase in redox stress, a decrease in antioxidant capacity and a relative mitochondria respiratory uncoupling in MC SOD1G93A astrocytes. By contrast, SC mutated cells showed a higher endurance against oxidative damage, through the increase in antioxidant defense, and a preserved respiratory function. FDG uptake reproduced the metabolic response observed in ALS patients: SOD1G93A mutation caused a selective enhancement in tracer retention only in mutated SC astrocytes, matching the activity of the reticular pentose phosphate pathway and, thus, of hexose-6P dehydrogenase. Finally, both MC and SC mutated astrocytes were characterized by an impressive ultrastructural enlargement of the endoplasmic reticulum (ER) and impairment in ER–mitochondria networking, more evident in mutated MC than in SC cells. Thus, SOD1G93A mutation differently impaired MC and SC astrocyte biology in a very early stage of life.
Collapse
Affiliation(s)
- Cecilia Marini
- CNR Institute of Molecular Bioimaging and Physiology (IBFM), Segrate, 20054 Milan, Italy
- Nuclear Medicine, IRCCS Ospedale Policlinico San Martino, 16132 Genoa, Italy; (M.B.); (A.M.O.); (S.C.); (S.M.); (G.S.)
- Correspondence:
| | - Vanessa Cossu
- Department of Health Sciences, University of Genoa, 16132 Genoa, Italy; (V.C.); (S.R.); (M.I.D.)
| | - Mandeep Kumar
- Department of Pharmacy, Section of Pharmacology and Toxicology, University of Genoa, 16148 Genoa, Italy; (M.K.); (M.M.); (R.A.Z.); (C.T.); (G.B.)
| | - Marco Milanese
- Department of Pharmacy, Section of Pharmacology and Toxicology, University of Genoa, 16148 Genoa, Italy; (M.K.); (M.M.); (R.A.Z.); (C.T.); (G.B.)
| | - Katia Cortese
- Department of Experimental Medicine, Human Anatomy, University of Genoa, 16132 Genoa, Italy; (K.C.); (S.B.); (G.B.); (C.V.); (S.R.)
| | - Silvia Bruno
- Department of Experimental Medicine, Human Anatomy, University of Genoa, 16132 Genoa, Italy; (K.C.); (S.B.); (G.B.); (C.V.); (S.R.)
| | - Grazia Bellese
- Department of Experimental Medicine, Human Anatomy, University of Genoa, 16132 Genoa, Italy; (K.C.); (S.B.); (G.B.); (C.V.); (S.R.)
| | - Sonia Carta
- Cell Biology Unit, IRCCS Ospedale Policlinico San Martino, 16132 Genoa, Italy; (S.C.); (P.C.)
| | - Roberta Arianna Zerbo
- Department of Pharmacy, Section of Pharmacology and Toxicology, University of Genoa, 16148 Genoa, Italy; (M.K.); (M.M.); (R.A.Z.); (C.T.); (G.B.)
| | - Carola Torazza
- Department of Pharmacy, Section of Pharmacology and Toxicology, University of Genoa, 16148 Genoa, Italy; (M.K.); (M.M.); (R.A.Z.); (C.T.); (G.B.)
| | - Matteo Bauckneht
- Nuclear Medicine, IRCCS Ospedale Policlinico San Martino, 16132 Genoa, Italy; (M.B.); (A.M.O.); (S.C.); (S.M.); (G.S.)
| | - Consuelo Venturi
- Department of Experimental Medicine, Human Anatomy, University of Genoa, 16132 Genoa, Italy; (K.C.); (S.B.); (G.B.); (C.V.); (S.R.)
| | - Stefano Raffa
- Department of Health Sciences, University of Genoa, 16132 Genoa, Italy; (V.C.); (S.R.); (M.I.D.)
| | - Anna Maria Orengo
- Nuclear Medicine, IRCCS Ospedale Policlinico San Martino, 16132 Genoa, Italy; (M.B.); (A.M.O.); (S.C.); (S.M.); (G.S.)
| | - Maria Isabella Donegani
- Department of Health Sciences, University of Genoa, 16132 Genoa, Italy; (V.C.); (S.R.); (M.I.D.)
| | - Silvia Chiola
- Nuclear Medicine, IRCCS Ospedale Policlinico San Martino, 16132 Genoa, Italy; (M.B.); (A.M.O.); (S.C.); (S.M.); (G.S.)
| | - Silvia Ravera
- Department of Experimental Medicine, Human Anatomy, University of Genoa, 16132 Genoa, Italy; (K.C.); (S.B.); (G.B.); (C.V.); (S.R.)
| | - Patrizia Castellani
- Cell Biology Unit, IRCCS Ospedale Policlinico San Martino, 16132 Genoa, Italy; (S.C.); (P.C.)
| | - Silvia Morbelli
- Nuclear Medicine, IRCCS Ospedale Policlinico San Martino, 16132 Genoa, Italy; (M.B.); (A.M.O.); (S.C.); (S.M.); (G.S.)
- Department of Health Sciences, University of Genoa, 16132 Genoa, Italy; (V.C.); (S.R.); (M.I.D.)
| | - Gianmario Sambuceti
- CNR Institute of Molecular Bioimaging and Physiology (IBFM), Segrate, 20054 Milan, Italy
- Nuclear Medicine, IRCCS Ospedale Policlinico San Martino, 16132 Genoa, Italy; (M.B.); (A.M.O.); (S.C.); (S.M.); (G.S.)
| | - Giambattista Bonanno
- Department of Pharmacy, Section of Pharmacology and Toxicology, University of Genoa, 16148 Genoa, Italy; (M.K.); (M.M.); (R.A.Z.); (C.T.); (G.B.)
- Pharmacology and Toxycology, IRCCS Ospedale Policlinico San Martino, 16132 Genoa, Italy
| |
Collapse
|
10
|
Mathematical Models for FDG Kinetics in Cancer: A Review. Metabolites 2021; 11:metabo11080519. [PMID: 34436460 PMCID: PMC8398381 DOI: 10.3390/metabo11080519] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/27/2021] [Revised: 07/28/2021] [Accepted: 08/02/2021] [Indexed: 11/21/2022] Open
Abstract
Compartmental analysis is the mathematical framework for the modelling of tracer kinetics in dynamical Positron Emission Tomography. This paper provides a review of how compartmental models are constructed and numerically optimized. Specific focus is given on the identifiability and sensitivity issues and on the impact of complex physiological conditions on the mathematical properties of the models.
Collapse
|
11
|
The Transplantation Resistance of Type II Diabetes Mellitus Adipose-Derived Stem Cells Is Due to G6PC and IGF1 Genes Related to the FoxO Signaling Pathway. Int J Mol Sci 2021; 22:ijms22126595. [PMID: 34205470 PMCID: PMC8235161 DOI: 10.3390/ijms22126595] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/17/2021] [Revised: 06/17/2021] [Accepted: 06/17/2021] [Indexed: 12/20/2022] Open
Abstract
In cases of patients with rapidly progressive diabetes mellitus (DM), autologous stem cell transplantation is considered as one of the regenerative treatments. However, whether the effects of autonomous stem cell transplantation on DM patients are equivalent to transplantation of stem cells derived from healthy persons is unclear. This study revealed that adipose-derived mesenchymal stem cells (ADSC) derived from type II DM patients had lower transplantation efficiency, proliferation potency, and stemness than those derived from healthy persons, leading to a tendency to induce apoptotic cell death. To address this issue, we conducted a cyclopedic mRNA analysis using a next-generation sequencer and identified G6PC3 and IGF1, genes related to the FoxO signaling pathway, as the genes responsible for lower performance. Moreover, it was demonstrated that the lower transplantation efficiency of ADSCs derived from type II DM patients might be improved by knocking down both G6PC3 and IGF1 genes. This study clarified the difference in transplantation efficiency between ADSCs derived from type II DM patients and those derived from healthy persons and the genes responsible for the lower performance of the former. These results can provide a new strategy for stabilizing the quality of stem cells and improving the therapeutic effects of regenerative treatments on autonomous stem cell transplantation in patients with DM.
Collapse
|
12
|
Sommariva S, Scussolini M, Cossu V, Marini C, Sambuceti G, Caviglia G, Piana M. The role of endoplasmic reticulum in in vivo cancer FDG kinetics. PLoS One 2021; 16:e0252422. [PMID: 34061902 PMCID: PMC8168898 DOI: 10.1371/journal.pone.0252422] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/24/2021] [Accepted: 05/17/2021] [Indexed: 11/18/2022] Open
Abstract
A recent result obtained by means of an in vitro experiment with cancer cultured cells has configured the endoplasmic reticulum as the preferential site for the accumulation of 2-deoxy-2-[18F]fluoro-D-glucose (FDG). Such a result is coherent with cell biochemistry and is made more significant by the fact that the reticular accumulation rate of FDG is dependent upon extracellular glucose availability. The objective of the present paper is to confirm in vivo the result obtained in vitro concerning the crucial role played by the endoplasmic reticulum in FDG cancer metabolism. This study utilizes data acquired by means of a Positron Emission Tomography scanner for small animals in the case of CT26 models of cancer tissues. The recorded concentration images are interpreted within the framework of a three-compartment model for FDG kinetics, which explicitly assumes that the endoplasmic reticulum is the dephosphorylation site for FDG in cancer cells. The numerical reduction of the compartmental model is performed by means of a regularized Gauss-Newton algorithm for numerical optimization. This analysis shows that the proposed three-compartment model equals the performance of a standard Sokoloff’s two-compartment system in fitting the data. However, it provides estimates of some of the parameters, such as the phosphorylation rate of FDG, more consistent with prior biochemical information. These results are made more solid from a computational viewpoint by proving the identifiability and by performing a sensitivity analysis of the proposed compartment model.
Collapse
Affiliation(s)
- Sara Sommariva
- Dipartimento di Matematica, Università di Genova, Genova, Italy
| | - Mara Scussolini
- Dipartimento di Matematica, Università di Genova, Genova, Italy
| | - Vanessa Cossu
- Dipartimento di Medicina Nucleare, Policlinico San Martino IRCCS, Genova, Italy
| | | | - Gianmario Sambuceti
- Dipartimento di Medicina Nucleare, Policlinico San Martino IRCCS, Genova, Italy
- Dipartimento di Scienze della Salute, Università di Genova, Genova, Italy
| | | | - Michele Piana
- Dipartimento di Matematica, Università di Genova, Genova, Italy
- CNR - SPIN, Genova, Italy
- * E-mail:
| |
Collapse
|
13
|
Sambuceti G, Cossu V, Bauckneht M, Morbelli S, Orengo A, Carta S, Ravera S, Bruno S, Marini C. 18F-fluoro-2-deoxy-d-glucose (FDG) uptake. What are we looking at? Eur J Nucl Med Mol Imaging 2021; 48:1278-1286. [PMID: 33864142 DOI: 10.1007/s00259-021-05368-2] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
Affiliation(s)
- Gianmario Sambuceti
- IRCCS Ospedale Policlinico San Martino, Nuclear Medicine, Largo Rosanna Benzi 10, 16132, Genoa, Italy. .,CNR Institute of Molecular Bioimaging and Physiology (IBFM), Milan, Italy.
| | - Vanessa Cossu
- Department of Health Sciences, University of Genoa, Genoa, Italy
| | - Matteo Bauckneht
- IRCCS Ospedale Policlinico San Martino, Nuclear Medicine, Largo Rosanna Benzi 10, 16132, Genoa, Italy
| | - Silvia Morbelli
- IRCCS Ospedale Policlinico San Martino, Nuclear Medicine, Largo Rosanna Benzi 10, 16132, Genoa, Italy.,Department of Health Sciences, University of Genoa, Genoa, Italy
| | - AnnaMaria Orengo
- IRCCS Ospedale Policlinico San Martino, Nuclear Medicine, Largo Rosanna Benzi 10, 16132, Genoa, Italy
| | - Sonia Carta
- IRCCS Ospedale Policlinico San Martino, Nuclear Medicine, Largo Rosanna Benzi 10, 16132, Genoa, Italy
| | - Silvia Ravera
- Department of Experimental Medicine, Human Anatomy, University of Genoa, Genoa, Italy
| | - Silvia Bruno
- Department of Experimental Medicine, Human Anatomy, University of Genoa, Genoa, Italy
| | - Cecilia Marini
- IRCCS Ospedale Policlinico San Martino, Nuclear Medicine, Largo Rosanna Benzi 10, 16132, Genoa, Italy.,CNR Institute of Molecular Bioimaging and Physiology (IBFM), Milan, Italy
| |
Collapse
|
14
|
Bauckneht M, Pastorino F, Castellani P, Cossu V, Orengo AM, Piccioli P, Emionite L, Capitanio S, Yosifov N, Bruno S, Lazzarini E, Ponzoni M, Ameri P, Rubartelli A, Ravera S, Morbelli S, Sambuceti G, Marini C. Increased myocardial 18F-FDG uptake as a marker of Doxorubicin-induced oxidative stress. J Nucl Cardiol 2020; 27:2183-2194. [PMID: 30737636 DOI: 10.1007/s12350-019-01618-x] [Citation(s) in RCA: 16] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/19/2018] [Accepted: 01/07/2019] [Indexed: 10/27/2022]
Abstract
BACKGROUND Oxidative stress and its interference on myocardial metabolism play a major role in Doxorubicin (DXR) cardiotoxic cascade. METHODS Mice models of neuroblastoma (NB) were treated with 5 mg DXR/kg, either free (Free-DXR) or encapsulated in untargeted (SL[DXR]) or in NB-targeting Stealth Liposomes (pep-SL[DXR] and TP-pep-SL[DXR]). Control mice received saline. FDG-PET was performed at baseline (PET1) and 7 days after therapy (PET2). At PET2 Troponin-I and NT-proBNP were assessed. Explanted hearts underwent biochemical, histological, and immunohistochemical analyses. Finally, FDG uptake and glucose consumption were simultaneously measured in cultured H9c2 in the presence/absence of Free-DXR (1 μM). RESULTS Free-DXR significantly enhanced the myocardial oxidative stress. Myocardial-SUV remained relatively stable in controls and mice treated with liposomal formulations, while it significantly increased at PET2 with respect to baseline in Free-DXR. At this timepoint, myocardial-SUV was directly correlated with both myocardial redox stress and hexose-6-phosphate-dehydrogenase (H6PD) enzymatic activity, which selectively sustain cellular anti-oxidant mechanisms. Intriguingly, in vitro, Free-DXR selectively increased FDG extraction fraction without altering the corresponding value for glucose. CONCLUSION The direct correlation between cardiac FDG uptake and oxidative stress indexes supports the potential role of FDG-PET as an early biomarker of DXR oxidative damage.
Collapse
Affiliation(s)
- Matteo Bauckneht
- Nuclear Medicine, IRCCS Ospedale Policlinico San Martino, Genoa, Italy.
- Nuclear Medicine, Department of Health Sciences (DISSAL), University of Genoa, Largo R. Benzi 10, 16132, Genoa, Italy.
| | - Fabio Pastorino
- Laboratory of Experimental Therapy in Oncology, Istituto Giannina Gaslini, Genoa, Italy
| | | | - Vanessa Cossu
- Nuclear Medicine, IRCCS Ospedale Policlinico San Martino, Genoa, Italy
| | - Anna Maria Orengo
- Nuclear Medicine, IRCCS Ospedale Policlinico San Martino, Genoa, Italy
| | - Patrizia Piccioli
- Cell Biology Unit, IRCCS Ospedale Policlinico San Martino, Genoa, Italy
| | - Laura Emionite
- Animal Facility, IRCCS Ospedale Policlinico San Martino, Genoa, Italy
| | - Selene Capitanio
- Nuclear Medicine, IRCCS Ospedale Policlinico San Martino, Genoa, Italy
| | - Nikola Yosifov
- Nuclear Medicine, IRCCS Ospedale Policlinico San Martino, Genoa, Italy
| | - Silvia Bruno
- Department of Experimental Medicine, University of Genoa, Genoa, Italy
| | - Edoardo Lazzarini
- Cardiovascular Disease Unit, IRCCS Ospedale Policlinico San Martino, Genova, Italy
- Department of Internal Medicine & Centre of Excellence for Biomedical Research, University of Genoa, Genoa, Italy
| | - Mirco Ponzoni
- Laboratory of Experimental Therapy in Oncology, Istituto Giannina Gaslini, Genoa, Italy
| | - Pietro Ameri
- Cardiovascular Disease Unit, IRCCS Ospedale Policlinico San Martino, Genova, Italy
- Department of Internal Medicine & Centre of Excellence for Biomedical Research, University of Genoa, Genoa, Italy
| | - Anna Rubartelli
- Cell Biology Unit, IRCCS Ospedale Policlinico San Martino, Genoa, Italy
| | - Silvia Ravera
- Department of Experimental Medicine, University of Genoa, Genoa, Italy
| | - Silvia Morbelli
- Nuclear Medicine, IRCCS Ospedale Policlinico San Martino, Genoa, Italy
- Nuclear Medicine, Department of Health Sciences (DISSAL), University of Genoa, Largo R. Benzi 10, 16132, Genoa, Italy
| | - Gianmario Sambuceti
- Nuclear Medicine, IRCCS Ospedale Policlinico San Martino, Genoa, Italy
- Nuclear Medicine, Department of Health Sciences (DISSAL), University of Genoa, Largo R. Benzi 10, 16132, Genoa, Italy
| | - Cecilia Marini
- Nuclear Medicine, Department of Health Sciences (DISSAL), University of Genoa, Largo R. Benzi 10, 16132, Genoa, Italy
- CNR Institute of Molecular Bioimaging and Physiology, Milan, Italy
| |
Collapse
|
15
|
Miceli A, Cossu V, Marini C, Castellani P, Raffa S, Donegani MI, Bruno S, Ravera S, Emionite L, Orengo AM, Grillo F, Nobili F, Morbelli S, Uccelli A, Sambuceti G, Bauckneht M. 18F-Fluorodeoxyglucose Positron Emission Tomography Tracks the Heterogeneous Brain Susceptibility to the Hyperglycemia-Related Redox Stress. Int J Mol Sci 2020; 21:ijms21218154. [PMID: 33142766 PMCID: PMC7672601 DOI: 10.3390/ijms21218154] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/16/2020] [Revised: 10/21/2020] [Accepted: 10/28/2020] [Indexed: 12/16/2022] Open
Abstract
In cognitively normal patients, mild hyperglycemia selectively decreases 18F-Fluorodeoxyglucose (FDG) uptake in the posterior brain, reproducing Alzheimer disease pattern, hampering the diagnostic accuracy of this widely used tool. This phenomenon might involve either a heterogeneous response of glucose metabolism or a different sensitivity to hyperglycemia-related redox stress. Indeed, previous studies reported a close link between FDG uptake and activation of a specific pentose phosphate pathway (PPP), triggered by hexose-6P-dehydrogenase (H6PD) and contributing to fuel NADPH-dependent antioxidant responses in the endoplasmic reticulum (ER). To clarify this issue, dynamic positron emission tomography was performed in 40 BALB/c mice four weeks after administration of saline (n = 17) or 150 mg/kg streptozotocin (n = 23, STZ). Imaging data were compared with biochemical and histological indexes of glucose metabolism and redox balance. Cortical FDG uptake was homogeneous in controls, while it was selectively decreased in the posterior brain of STZ mice. This difference was independent of the activity of enzymes regulating glycolysis and cytosolic PPP, while it was paralleled by a decreased H6PD catalytic function and enhanced indexes of oxidative damage. Thus, the relative decrease in FDG uptake of the posterior brain reflects a lower activation of ER-PPP in response to hyperglycemia-related redox stress in these areas.
Collapse
Affiliation(s)
- Alberto Miceli
- Department of Health Sciences, University of Genoa, 16132 Genova, Italy; (A.M.); (V.C.); (S.R.); (M.I.D.); (S.M.); (G.S.)
| | - Vanessa Cossu
- Department of Health Sciences, University of Genoa, 16132 Genova, Italy; (A.M.); (V.C.); (S.R.); (M.I.D.); (S.M.); (G.S.)
| | - Cecilia Marini
- Nuclear Medicine, IRCCS Ospedale Policlinico San Martino, 16132 Genova, Italy; (C.M.); (A.M.O.)
- CNR Institute of Molecular Bioimaging and Physiology (IBFM), 20090 Milano, Italy
| | | | - Stefano Raffa
- Department of Health Sciences, University of Genoa, 16132 Genova, Italy; (A.M.); (V.C.); (S.R.); (M.I.D.); (S.M.); (G.S.)
| | - Maria Isabella Donegani
- Department of Health Sciences, University of Genoa, 16132 Genova, Italy; (A.M.); (V.C.); (S.R.); (M.I.D.); (S.M.); (G.S.)
| | - Silvia Bruno
- Department of Experimental Medicine, Human Anatomy, University of Genoa, Genova 16132, Italy; (S.B.); (S.R.)
| | - Silvia Ravera
- Department of Experimental Medicine, Human Anatomy, University of Genoa, Genova 16132, Italy; (S.B.); (S.R.)
| | - Laura Emionite
- Animal Facility, IRCCS Ospedale Policlinico San Martino, 16132 Genova, Italy;
| | - Anna Maria Orengo
- Nuclear Medicine, IRCCS Ospedale Policlinico San Martino, 16132 Genova, Italy; (C.M.); (A.M.O.)
| | - Federica Grillo
- Department of Surgical Sciences and Integrated Diagnostics, Pathology Unit, University of Genoa, 16132 Genova, Italy;
| | - Flavio Nobili
- Department of Neuroscience, Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health, Center of Excellence for Biomedical Research, University of Genoa, 16132 Genoa, Italy; (F.N.); (A.U.)
- Clinical Neurology, IRCCS Ospedale Policlinico San Martino, 16132 Genoa, Italy
| | - Silvia Morbelli
- Department of Health Sciences, University of Genoa, 16132 Genova, Italy; (A.M.); (V.C.); (S.R.); (M.I.D.); (S.M.); (G.S.)
- Nuclear Medicine, IRCCS Ospedale Policlinico San Martino, 16132 Genova, Italy; (C.M.); (A.M.O.)
| | - Antonio Uccelli
- Department of Neuroscience, Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health, Center of Excellence for Biomedical Research, University of Genoa, 16132 Genoa, Italy; (F.N.); (A.U.)
- Clinical Neurology, IRCCS Ospedale Policlinico San Martino, 16132 Genoa, Italy
| | - Gianmario Sambuceti
- Department of Health Sciences, University of Genoa, 16132 Genova, Italy; (A.M.); (V.C.); (S.R.); (M.I.D.); (S.M.); (G.S.)
- Nuclear Medicine, IRCCS Ospedale Policlinico San Martino, 16132 Genova, Italy; (C.M.); (A.M.O.)
| | - Matteo Bauckneht
- Nuclear Medicine, IRCCS Ospedale Policlinico San Martino, 16132 Genova, Italy; (C.M.); (A.M.O.)
- Correspondence:
| |
Collapse
|
16
|
Marini C, Cossu V, Bonifacino T, Bauckneht M, Torazza C, Bruno S, Castellani P, Ravera S, Milanese M, Venturi C, Carlone S, Piccioli P, Emionite L, Morbelli S, Orengo AM, Donegani MI, Miceli A, Raffa S, Marra S, Signori A, Cortese K, Grillo F, Fiocca R, Bonanno G, Sambuceti G. Mechanisms underlying the predictive power of high skeletal muscle uptake of FDG in amyotrophic lateral sclerosis. EJNMMI Res 2020; 10:76. [PMID: 32638178 PMCID: PMC7340686 DOI: 10.1186/s13550-020-00666-6] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/22/2020] [Accepted: 06/25/2020] [Indexed: 02/06/2023] Open
Abstract
Background We recently reported that enhanced [18F]-fluorodeoxyglucose (FDG) uptake in skeletal muscles predicts disease aggressiveness in patients with amyotrophic lateral sclerosis (ALS). The present experimental study aimed to assess whether this predictive potential reflects the link between FDG uptake and redox stress that has been previously reported in different tissues and disease models. Methods The study included 15 SOD1G93A mice (as experimental ALS model) and 15 wildtype mice (around 120 days old). Mice were submitted to micro-PET imaging. Enzymatic pathways and response to oxidative stress were evaluated in harvested quadriceps and hearts by biochemical, immunohistochemical, and immunofluorescence analysis. Colocalization between the endoplasmic reticulum (ER) and the fluorescent FDG analog 2-[N-(7-nitrobenz-2-oxa-1,3-diazol-4-yl)amino]-2-deoxyglucose (2-NBDG) was performed in fresh skeletal muscle sections. Finally, mitochondrial ultrastructure and bioenergetics were evaluated in harvested quadriceps and hearts. Results FDG retention was significantly higher in hindlimb skeletal muscles of symptomatic SOD1G93A mice with respect to control ones. This difference was not explained by any acceleration in glucose degradation through glycolysis or cytosolic pentose phosphate pathway (PPP). Similarly, it was independent of inflammatory infiltration. Rather, the high FDG retention in SOD1G93A skeletal muscle was associated with an accelerated generation of reactive oxygen species. This redox stress selectively involved the ER and the local PPP triggered by hexose-6P-dehydrogenase. ER involvement was confirmed by the colocalization of the 2-NBDG with a vital ER tracker. The oxidative damage in transgenic skeletal muscle was associated with a severe impairment in the crosstalk between ER and mitochondria combined with alterations in mitochondrial ultrastructure and fusion/fission balance. The expected respiratory damage was confirmed by a deceleration in ATP synthesis and oxygen consumption rate. These same abnormalities were represented to a markedly lower degree in the myocardium, as a sample of non-voluntary striated muscle. Conclusion Skeletal muscle of SOD1G93A mice reproduces the increased FDG uptake observed in ALS patients. This finding reflects the selective activation of the ER-PPP in response to significant redox stress associated with alterations of mitochondrial ultrastructure, networking, and connection with the ER itself. This scenario is less severe in cardiomyocytes suggesting a relevant role for either communication with synaptic plaque or contraction dynamics.
Collapse
Affiliation(s)
- Cecilia Marini
- CNR Institute of Molecular Bioimaging and Physiology (IBFM), Milano, Italy. .,Nuclear Medicine, IRCCS Ospedale Policlinico San Martino, Largo Benzi 10, 16132, Genova, Italy.
| | - Vanessa Cossu
- Nuclear Medicine, IRCCS Ospedale Policlinico San Martino, Largo Benzi 10, 16132, Genova, Italy.,Department of Health Sciences, University of Genoa, Genova, Italy
| | - Tiziana Bonifacino
- Department of Pharmacy, Section of Pharmacology and Toxicology and Center of Excellence for Biomedical Research, University of Genoa, Genova, Italy
| | - Matteo Bauckneht
- Nuclear Medicine, IRCCS Ospedale Policlinico San Martino, Largo Benzi 10, 16132, Genova, Italy.,Department of Health Sciences, University of Genoa, Genova, Italy
| | - Carola Torazza
- Department of Pharmacy, Section of Pharmacology and Toxicology and Center of Excellence for Biomedical Research, University of Genoa, Genova, Italy
| | - Silvia Bruno
- Department of Experimental Medicine, Human Anatomy, University of Genoa, Genova, Italy
| | | | - Silvia Ravera
- Department of Experimental Medicine, Human Anatomy, University of Genoa, Genova, Italy
| | - Marco Milanese
- Department of Pharmacy, Section of Pharmacology and Toxicology and Center of Excellence for Biomedical Research, University of Genoa, Genova, Italy
| | - Consuelo Venturi
- Department of Experimental Medicine, Human Anatomy, University of Genoa, Genova, Italy
| | | | | | - Laura Emionite
- Animal Facility, IRCCS Ospedale Policlinico San Martino, Genova, Italy
| | - Silvia Morbelli
- Nuclear Medicine, IRCCS Ospedale Policlinico San Martino, Largo Benzi 10, 16132, Genova, Italy.,Department of Health Sciences, University of Genoa, Genova, Italy
| | - Anna Maria Orengo
- Nuclear Medicine, IRCCS Ospedale Policlinico San Martino, Largo Benzi 10, 16132, Genova, Italy
| | | | - Alberto Miceli
- Department of Health Sciences, University of Genoa, Genova, Italy
| | - Stefano Raffa
- Department of Health Sciences, University of Genoa, Genova, Italy
| | - Stefano Marra
- Department of Health Sciences, University of Genoa, Genova, Italy
| | - Alessio Signori
- Department of Health Sciences, University of Genoa, Genova, Italy
| | - Katia Cortese
- Department of Experimental Medicine, Human Anatomy, University of Genoa, Genova, Italy
| | - Federica Grillo
- Department of Surgical Sciences and Integrated Diagnostics, Pathology Unit, University of Genoa, Genova, Italy
| | - Roberto Fiocca
- Department of Surgical Sciences and Integrated Diagnostics, Pathology Unit, University of Genoa, Genova, Italy
| | - Giambattista Bonanno
- Department of Pharmacy, Section of Pharmacology and Toxicology and Center of Excellence for Biomedical Research, University of Genoa, Genova, Italy.,Pharmacology and Toxicology, IRCCS Ospedale Policlinico San Martino, Genova, Italy
| | - Gianmario Sambuceti
- Nuclear Medicine, IRCCS Ospedale Policlinico San Martino, Largo Benzi 10, 16132, Genova, Italy.,Department of Health Sciences, University of Genoa, Genova, Italy
| |
Collapse
|
17
|
Cossu V, Bauckneht M, Bruno S, Orengo AM, Emionite L, Balza E, Castellani P, Piccioli P, Miceli A, Raffa S, Borra A, Donegani MI, Carlone S, Morbelli S, Ravera S, Sambuceti G, Marini C. The Elusive Link Between Cancer FDG Uptake and Glycolytic Flux Explains the Preserved Diagnostic Accuracy of PET/CT in Diabetes. Transl Oncol 2020; 13:100752. [PMID: 32302773 PMCID: PMC7163080 DOI: 10.1016/j.tranon.2020.100752] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/04/2020] [Revised: 02/05/2020] [Accepted: 02/26/2020] [Indexed: 01/21/2023] Open
Abstract
This study aims to verify in experimental models of hyperglycemia induced by streptozotocin (STZ-DM) to what degree the high competition between unlabeled glucose and metformin (MET) treatment might affect the accuracy of cancer FDG imaging. The study included 36 “control” and 36 “STZ-DM” Balb/c mice, undergoing intraperitoneal injection of saline or streptozotocin, respectively. Two-weeks later, mice were subcutaneously implanted with breast (4 T1) or colon (CT26) cancer cells and subdivided in three subgroups for treatment with water or with MET at 10 or 750 mg/Kg/day. Two weeks after, mice were submitted to micro-PET imaging. Enzymatic pathways and response to oxidative stress were evaluated in harvested tumors. Finally, competition by glucose, 2-deoxyglucose (2DG) and the fluorescent analog 2-[N-(7-nitrobenz-2-oxa-1,3-diazol-4-yl)amino]-2-deoxyglucose (2-NBDG) on FDG uptake was studied in 4 T1 and CT26 cultured cells. STZ-DM slightly decreased cancer volume and FDG uptake rate (MRF). More importantly, it also abolished MET capability to decelerate lesion growth and MRF. This metabolic reprogramming closely agreed with the activity of hexose-6-phosphate dehydrogenase within the endoplasmic reticulum. Finally, co-incubation with 2DG virtually abolished FDG and 2-NBDG uptake within the endoplasmic reticulum in cultured cells. These data challenge the current dogma linking FDG uptake to glycolytic flux and introduce a new model to explain the relation between glucose analogue uptake and hexoses reticular metabolism. This selective fate of FDG contributes to the preserved sensitivity of PET imaging in oncology even in chronic moderate hyperglycemic conditions.
Collapse
Affiliation(s)
- Vanessa Cossu
- Nuclear Medicine, IRCCS Ospedale Policlinico San Martino, Genova, Italy; Department of Health Sciences, University of Genoa, Italy
| | - Matteo Bauckneht
- Nuclear Medicine, IRCCS Ospedale Policlinico San Martino, Genova, Italy; Department of Health Sciences, University of Genoa, Italy
| | - Silvia Bruno
- Department Experimental Medicine, University of Genoa, Italy
| | - Anna Maria Orengo
- Nuclear Medicine, IRCCS Ospedale Policlinico San Martino, Genova, Italy
| | - Laura Emionite
- Animal Facility, IRCCS Ospedale Policlinico San Martino, Genoa, Italy
| | - Enrica Balza
- Cell Biology Unit, IRCCS Ospedale Policlinico San Martino, Genoa, Italy
| | | | - Patrizia Piccioli
- Cell Biology Unit, IRCCS Ospedale Policlinico San Martino, Genoa, Italy
| | - Alberto Miceli
- Department of Health Sciences, University of Genoa, Italy
| | - Stefano Raffa
- Department of Health Sciences, University of Genoa, Italy
| | - Anna Borra
- Department of Health Sciences, University of Genoa, Italy
| | | | | | - Silvia Morbelli
- Nuclear Medicine, IRCCS Ospedale Policlinico San Martino, Genova, Italy
| | - Silvia Ravera
- Department Experimental Medicine, University of Genoa, Italy
| | - Gianmario Sambuceti
- Nuclear Medicine, IRCCS Ospedale Policlinico San Martino, Genova, Italy; Department of Health Sciences, University of Genoa, Italy
| | - Cecilia Marini
- Nuclear Medicine, IRCCS Ospedale Policlinico San Martino, Genova, Italy; CNR Institute of Molecular Bioimaging and Physiology (IBFM), Milan, Italy.
| |
Collapse
|
18
|
Bauckneht M, Lai R, Miceli A, Schenone D, Cossu V, Donegani MI, Raffa S, Borra A, Marra S, Campi C, Orengo A, Massone AM, Tagliafico A, Caponnetto C, Cabona C, Cistaro A, Chiò A, Morbelli S, Nobili F, Sambuceti G, Piana M, Marini C. Spinal cord hypermetabolism extends to skeletal muscle in amyotrophic lateral sclerosis: a computational approach to [18F]-fluorodeoxyglucose PET/CT images. EJNMMI Res 2020; 10:23. [PMID: 32201914 PMCID: PMC7085992 DOI: 10.1186/s13550-020-0607-5] [Citation(s) in RCA: 19] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/18/2019] [Accepted: 02/10/2020] [Indexed: 12/11/2022] Open
Abstract
PURPOSE Amyotrophic lateral sclerosis (ALS) is a neurodegenerative disease leading to neuromuscular palsy and death. We propose a computational approach to [18F]-fluorodeoxyglucose (FDG) PET/CT images to analyze the structure and metabolic pattern of skeletal muscle in ALS and its relationship with disease aggressiveness. MATERIALS AND METHODS A computational 3D method was used to extract whole psoas muscle's volumes and average attenuation coefficient (AAC) from CT images obtained by FDG PET/CT performed in 62 ALS patients and healthy controls. Psoas average standardized uptake value (normalized on the liver, N-SUV) and its distribution heterogeneity (defined as N-SUV variation coefficient, VC-SUV) were also extracted. Spinal cord and brain motor cortex FDG uptake were also estimated. RESULTS As previously described, FDG uptake was significantly higher in the spinal cord and lower in the brain motor cortex, in ALS compared to controls. While psoas AAC was similar in patients and controls, in ALS a significant reduction in psoas volume (3.6 ± 1.02 vs 4.12 ± 1.33 mL/kg; p < 0.01) and increase in psoas N-SUV (0.45 ± 0.19 vs 0.29 ± 0.09; p < 0.001) were observed. Higher heterogeneity of psoas FDG uptake was also documented in ALS (VC-SUV 8 ± 4%, vs 5 ± 2%, respectively, p < 0.001) and significantly predicted overall survival at Kaplan-Meier analysis. VC-SUV prognostic power was confirmed by univariate analysis, while the multivariate Cox regression model identified the spinal cord metabolic activation as the only independent prognostic biomarker. CONCLUSION The present data suggest the existence of a common mechanism contributing to disease progression through the metabolic impairment of both second motor neuron and its effector.
Collapse
Affiliation(s)
- Matteo Bauckneht
- Nuclear Medicine Unit, IRCCS Ospedale Policlinico San Martino, Genoa, Italy.
| | - Rita Lai
- Department of Mathematics (DIMA), University of Genoa, Genoa, Italy
| | - Alberto Miceli
- Department of Health Sciences (DISSAL), University of Genoa, Genoa, Italy
| | - Daniela Schenone
- Department of Mathematics (DIMA), University of Genoa, Genoa, Italy
| | - Vanessa Cossu
- Department of Health Sciences (DISSAL), University of Genoa, Genoa, Italy
| | | | - Stefano Raffa
- Department of Health Sciences (DISSAL), University of Genoa, Genoa, Italy
| | - Anna Borra
- Department of Health Sciences (DISSAL), University of Genoa, Genoa, Italy
| | - Stefano Marra
- Department of Health Sciences (DISSAL), University of Genoa, Genoa, Italy
| | - Cristina Campi
- Department of Medicine-DIMED, Padova University Hospital, Padua, Italy
| | - Annamaria Orengo
- Nuclear Medicine Unit, IRCCS Ospedale Policlinico San Martino, Genoa, Italy
| | | | - Alberto Tagliafico
- Department of Health Sciences (DISSAL), University of Genoa, Genoa, Italy
| | - Claudia Caponnetto
- Neurology Clinic, IRCCS Ospedale Policlinico San Martino, Genoa, Italy.,Department of Neuroscience, Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health, University of Genoa, Genoa, Italy
| | - Corrado Cabona
- Department of Neuroscience, Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health, University of Genoa, Genoa, Italy
| | | | - Adriano Chiò
- ALS Center, Rita Levi Montalcini Department of Neuroscience, University of Turin, Turin, Italy.,AUO Città della Salute e della Scienza, Turin, Italy
| | - Silvia Morbelli
- Nuclear Medicine Unit, IRCCS Ospedale Policlinico San Martino, Genoa, Italy.,Department of Health Sciences (DISSAL), University of Genoa, Genoa, Italy
| | - Flavio Nobili
- Neurology Clinic, IRCCS Ospedale Policlinico San Martino, Genoa, Italy.,Department of Neuroscience, Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health, University of Genoa, Genoa, Italy
| | - Gianmario Sambuceti
- Nuclear Medicine Unit, IRCCS Ospedale Policlinico San Martino, Genoa, Italy.,Department of Health Sciences (DISSAL), University of Genoa, Genoa, Italy
| | - Michele Piana
- Department of Mathematics (DIMA), University of Genoa, Genoa, Italy
| | - Cecilia Marini
- Nuclear Medicine Unit, IRCCS Ospedale Policlinico San Martino, Genoa, Italy.,CNR Institute of Molecular Bioimaging and Physiology (IBFM), Segrate (MI), Italy
| |
Collapse
|
19
|
FDG-PET Imaging of Doxorubicin-Induced Cardiotoxicity: a New Window on an Old Problem. CURRENT CARDIOVASCULAR IMAGING REPORTS 2019. [DOI: 10.1007/s12410-019-9517-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/25/2022]
|
20
|
Bauckneht M, Cossu V, Castellani P, Piccioli P, Orengo AM, Emionite L, Di Giulio F, Donegani MI, Miceli A, Raffa S, Borra A, Capitanio S, Morbelli S, Caviglia G, Bruno S, Ravera S, Maggi D, Sambuceti G, Marini C. FDG uptake tracks the oxidative damage in diabetic skeletal muscle: An experimental study. Mol Metab 2019; 31:98-108. [PMID: 31918925 PMCID: PMC6920267 DOI: 10.1016/j.molmet.2019.11.007] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/26/2019] [Revised: 10/29/2019] [Accepted: 11/03/2019] [Indexed: 01/01/2023] Open
Abstract
OBJECTIVES The present study aims to verify the relationship between glucose consumption and uptake of 18F-2-deoxy-glucose (FDG) in the skeletal muscle (SM) of experimental models of streptozotocin-induced diabetes mellitus (STZ-DM). METHODS The study included 36 Balb/c mice. Two weeks after intraperitoneal administration of saline (control group, n = 18) or 150 mg streptozotocin (STZ-DM group, n = 18), the two cohorts were submitted to an oral glucose tolerance test and were further subdivided into three groups (n = 6 each): untreated and treated with metformin (MTF) at low or high doses (10 or 750 mg/kg daily, respectively). Two weeks thereafter, all mice were submitted to dynamic micro-positron emission tomography (PET) imaging after prolonged fasting. After sacrifice, enzymatic pathways and response to oxidative stress were evaluated in harvested SM. RESULTS On PET imaging, the FDG uptake rate in hindlimb SM was significantly lower in nondiabetic mice as compared with STZ-DM-untreated mice. MTF had no significant effect on SM FDG uptake in untreated mice; however, its high dose induced a significant decrease in STZ-DM animals. Upon conventional analysis, the SM standard uptake value was higher in STZ-DM mice, while MTF was virtually ineffective in either control or STZ-DM models. This metabolic reprogramming was not explained by any change in cytosolic glucose metabolism. By contrast, it closely agreed with the catalytic function of hexose-6P-dehydrogenase (H6PD; i.e., the trigger of a specific pentose phosphate pathway selectively located within the endoplasmic reticulum). In agreement with this role, the H6PD enzymatic response to both STZ-DM and MTF matched the activation of the NADPH-dependent antioxidant responses to the increased generation of reactive oxygen species caused by chronic hyperglycemia. Ex vivo analysis of tracer kinetics confirmed that the enhanced SM avidity for FDG occurred despite a significant reduction in glucose consumption, while it was associated with increased radioactivity transfer to the endoplasmic reticulum. CONCLUSIONS These data challenge the current dogma linking FDG uptake to the glycolytic rate. They instead introduce a new model considering a strict link between the uptake of this glucose analog, H6PD reticular activity, and oxidative damage in diabetes, at least under fasting condition.
Collapse
Affiliation(s)
- Matteo Bauckneht
- Nuclear Medicine, IRCCS Ospedale Policlinico San Martino, Largo Benzi 10, 16132 Genoa, Italy; Department of Health Sciences, University of Genoa, Via Pastore 1, 16132 Genoa, Italy
| | - Vanessa Cossu
- Nuclear Medicine, IRCCS Ospedale Policlinico San Martino, Largo Benzi 10, 16132 Genoa, Italy; Department of Health Sciences, University of Genoa, Via Pastore 1, 16132 Genoa, Italy
| | - Patrizia Castellani
- Cell Biology Unit, IRCCS Ospedale Policlinico San Martino, Largo Benzi 10, 16132 Genoa, Italy
| | - Patrizia Piccioli
- Cell Biology Unit, IRCCS Ospedale Policlinico San Martino, Largo Benzi 10, 16132 Genoa, Italy
| | - Anna Maria Orengo
- Nuclear Medicine, IRCCS Ospedale Policlinico San Martino, Largo Benzi 10, 16132 Genoa, Italy
| | - Laura Emionite
- Animal Facility, IRCCS Ospedale Policlinico San Martino, Largo Benzi 10, 16132 Genoa, Italy
| | - Francesco Di Giulio
- Nuclear Medicine, IRCCS Ospedale Policlinico San Martino, Largo Benzi 10, 16132 Genoa, Italy
| | | | - Alberto Miceli
- Department of Health Sciences, University of Genoa, Via Pastore 1, 16132 Genoa, Italy
| | - Stefano Raffa
- Department of Health Sciences, University of Genoa, Via Pastore 1, 16132 Genoa, Italy
| | - Anna Borra
- Department of Health Sciences, University of Genoa, Via Pastore 1, 16132 Genoa, Italy
| | - Selene Capitanio
- Nuclear Medicine, IRCCS Ospedale Policlinico San Martino, Largo Benzi 10, 16132 Genoa, Italy
| | - Silvia Morbelli
- Nuclear Medicine, IRCCS Ospedale Policlinico San Martino, Largo Benzi 10, 16132 Genoa, Italy; Department of Health Sciences, University of Genoa, Via Pastore 1, 16132 Genoa, Italy
| | - Giacomo Caviglia
- Department Experimental Medicine, University of Genoa, Len Battista Alberti 2, 16132 Genoa, Italy
| | - Silvia Bruno
- Department of Internal Medicine, University of Genoa, Viale Benedetto XV 6, 16132 Genoa, Italy
| | - Silvia Ravera
- Department of Internal Medicine, University of Genoa, Viale Benedetto XV 6, 16132 Genoa, Italy
| | - Davide Maggi
- Diabetes Unit, IRCCS Ospedale Policlinico San Martino Genoa, Largo Benzi 10, 16132 Genoa, Italy; Department of Mathematics (DIMA), University of Genoa, Via Dodecaneso 35, 16146 Genoa, Italy
| | - Gianmario Sambuceti
- Nuclear Medicine, IRCCS Ospedale Policlinico San Martino, Largo Benzi 10, 16132 Genoa, Italy; Department of Health Sciences, University of Genoa, Via Pastore 1, 16132 Genoa, Italy
| | - Cecilia Marini
- Nuclear Medicine, IRCCS Ospedale Policlinico San Martino, Largo Benzi 10, 16132 Genoa, Italy; CNR Institute of Molecular Bioimaging and Physiology (IBFM), Via Fratelli Cervi 93, 20090 Segrate (MI), Italy.
| |
Collapse
|