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Nanni C, Deroose CM, Balogova S, Lapa C, Withofs N, Subesinghe M, Jamet B, Zamagni E, Ippolito D, Delforge M, Kraeber-Bodéré F. EANM guidelines on the use of [ 18F]FDG PET/CT in diagnosis, staging, prognostication, therapy assessment, and restaging of plasma cell disorders. Eur J Nucl Med Mol Imaging 2024; 52:171-192. [PMID: 39207486 PMCID: PMC11599630 DOI: 10.1007/s00259-024-06858-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/24/2024] [Accepted: 07/21/2024] [Indexed: 09/04/2024]
Abstract
We provide updated guidance and standards for the indication, acquisition, and interpretation of [18F]FDG PET/CT for plasma cell disorders. Procedures and characteristics are reported and different scenarios for the clinical use of [18F]FDG PET/CT are discussed. This document provides clinicians and technicians with the best available evidence to support the implementation of [18F]FDG PET/CT imaging in routine practice and future research.
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Affiliation(s)
- Cristina Nanni
- Nuclear Medicine, IRCCS Azienda Ospedaliero-Universitaria di Bologna, Bologna, Italy
| | - Christophe M Deroose
- Nuclear Medicine, University Hospitals (UZ) Leuven, 3000, Leuven, Belgium
- Nuclear Medicine and Molecular Imaging, Department of Imaging and Pathology, KU Leuven, Leuven, Belgium
| | - Sona Balogova
- Nuclear Medicine, Comenius University, Bratislava, Slovakia
- Médecine Nucléaire, Hôpital Tenon, GH AP.SU, Paris, France
| | - Constantin Lapa
- Nuclear Medicine, Faculty of Medicine, University of Augsburg, Augsburg, Germany
| | - Nadia Withofs
- Division of Nuclear Medicine and Oncological Imaging, Department of Medical Physics, CHU of Liege, Liege, Belgium
- GIGA-CRC in Vivo Imaging, University of Liege, Liege, Belgium
| | - Manil Subesinghe
- Department of Cancer Imaging, School of Biomedical Engineering and Imaging Sciences, King's College London, London, UK
| | - Bastien Jamet
- Médecine Nucléaire, CHU Nantes, F-44000, Nantes, France
| | - Elena Zamagni
- IRCCS Azienda Ospedaliero-Universitaria di Bologna, Istituto di Ematologia "Seràgnoli", Bologna, Italy.
- Dipartimento di Scienze Mediche e Chirurgiche, Università di Bologna, Bologna, Italy.
| | - Davide Ippolito
- Department of Diagnostic Radiology, Fondazione IRCCS San Gerardo dei Tintori, Via Pergolesi 33, 20900, Monza, Italy
- University of Milano-Bicocca, School of Medicine, Via Cadore 33, 20090, Monza, Italy
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Rossi A, Cattabriga A, Bezzi D. Symptomatic Myeloma: PET, Whole-Body MR Imaging with Diffusion-Weighted Imaging or Both. PET Clin 2024; 19:525-534. [PMID: 38969566 DOI: 10.1016/j.cpet.2024.05.004] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 07/07/2024]
Abstract
According to international guidelines, patients with suspected myeloma should primarily undergo low-dose whole-body computed tomography (CT) for diagnostic purposes. To optimize sensitivity and specificity and enable treatment response assessment, whole-body MR (WB-MR) imaging should include diffusion-weighted imaging with apparent diffusion coefficient maps and T1-weighted Dixon sequences with bone marrow Fat Fraction Quantification. At baseline WB-MR imaging shows greater sensitivity for the detecting focal lesions and diffuse bone marrow infiltration pattern than 18F-fluorodeoxyglucose PET-CT, which is considered of choice for evaluating response to treatment and minimal residual disease and imaging of extramedullary disease.
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Affiliation(s)
- Alice Rossi
- Radiology Unit, IRCCS Istituto Romagnolo per lo Studio dei Tumori (IRST) "Dino Amadori", Meldola, Italy
| | - Arrigo Cattabriga
- Department of Radiology, IRCCS Azienda Ospedaliero-Universitaria di Bologna; Dipartimento di Scienze Mediche e Chirurgiche, Via Massarenti 9, 40138 Bologna, Italy
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3
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Durand R, Bellanger C, Descamps G, Dousset C, Maïga S, Derrien J, Thirouard L, Bouard L, Asnagli H, Beer P, Parker A, Gomez‐Bougie P, Devilder M, Moreau P, Touzeau C, Moreau‐Aubry A, Chiron D, Pellat‐Deceunynck C. Combined inhibition of CTPS1 and ATR is a metabolic vulnerability in p53-deficient myeloma cells. Hemasphere 2024; 8:e70016. [PMID: 39380841 PMCID: PMC11460984 DOI: 10.1002/hem3.70016] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/16/2024] [Revised: 07/12/2024] [Accepted: 07/31/2024] [Indexed: 10/10/2024] Open
Abstract
In multiple myeloma, as in B-cell malignancies, mono- and especially bi-allelic TP53 gene inactivation is a high-risk factor for treatment resistance, and there are currently no therapies specifically targeting p53 deficiency. In this study, we evaluated if the loss of cell cycle control in p53-deficient myeloma cells would confer a metabolically actionable vulnerability. We show that CTP synthase 1 (CTPS1), which encodes a CTP synthesis rate-limiting enzyme essential for DNA and RNA synthesis in lymphoid cells, is overexpressed in samples from myeloma patients displaying a high proliferation rate (high MKI67 expression) or a low p53 score (synonymous with TP53 deletion and/or mutation). This overexpression of CTPS1 was associated with reduced survival in two cohorts. Using scRNA-seq analysis in 24 patient samples, we further demonstrate that myeloma cells in the S or G2/M phase display high CTPS1 expression. Pharmacological inhibition of CTPS1 by STP-B induced cell cycle arrest in early S phase in isogenic NCI-H929 or XG7 TP53 +/+, TP53 -/-, and TP53 R175H/R175H cells and in a TP53 -/R123STOP patient sample. The functional annotation of transcriptional changes in 10 STP-B-treated myeloma cell lines revealed a decrease in protein translation and confirmed the blockade of cells into the S phase. The pharmacological inhibition of ATR, which governs the intrinsic S/G2 checkpoint, in STP-B-induced S-phase arrested cells synergistically induced cell death in TP53 +/+, TP53 -/-, and TP53 R175H/R175H isogenic cell lines (Bliss score >15). This combination induced replicative stress and caspase-mediated cell death and was highly effective in resistant/refractory patient samples with TP53 deletion and/or mutation and in TP53 -/- NCI-H929 xenografted NOD-scid IL2Rgamma mice. Our in vitro, ex vivo, and in vivo data provide the rationale for combined CTPS1 and ATR inhibition for the treatment of p53-deficient patients.
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Affiliation(s)
- Romane Durand
- Nantes Université, INSERM, CHU NantesCNRS, Université d'Angers, CRCI2NANantesFrance
| | - Céline Bellanger
- Nantes Université, INSERM, CHU NantesCNRS, Université d'Angers, CRCI2NANantesFrance
| | - Géraldine Descamps
- Nantes Université, INSERM, CHU NantesCNRS, Université d'Angers, CRCI2NANantesFrance
| | - Christelle Dousset
- Nantes Université, INSERM, CHU NantesCNRS, Université d'Angers, CRCI2NANantesFrance
| | - Sophie Maïga
- Nantes Université, INSERM, CHU NantesCNRS, Université d'Angers, CRCI2NANantesFrance
| | - Jennifer Derrien
- Nantes Université, INSERM, CHU NantesCNRS, Université d'Angers, CRCI2NANantesFrance
| | - Laura Thirouard
- Nantes Université, INSERM, CHU NantesCNRS, Université d'Angers, CRCI2NANantesFrance
| | - Louise Bouard
- Nantes Université, INSERM, CHU NantesCNRS, Université d'Angers, CRCI2NANantesFrance
| | | | | | | | | | | | - Philippe Moreau
- Nantes Université, INSERM, CHU NantesCNRS, Université d'Angers, CRCI2NANantesFrance
| | - Cyrille Touzeau
- Nantes Université, INSERM, CHU NantesCNRS, Université d'Angers, CRCI2NANantesFrance
| | - Agnès Moreau‐Aubry
- Nantes Université, INSERM, CHU NantesCNRS, Université d'Angers, CRCI2NANantesFrance
| | - David Chiron
- Nantes Université, INSERM, CHU NantesCNRS, Université d'Angers, CRCI2NANantesFrance
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Marchiori S, Cousin F, Papadopoulos I, Bernard C, Thys M, De Prijck B, Pirotte M, Donneau AF, Hustinx R, Caers J, Withofs N. Prognostic value of visual IMPeTUs criteria and metabolic tumor burden at baseline [ 18F]FDG PET/CT in patients with newly diagnosed multiple myeloma. EJNMMI Res 2024; 14:51. [PMID: 38806885 PMCID: PMC11133264 DOI: 10.1186/s13550-024-01113-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/05/2024] [Accepted: 05/22/2024] [Indexed: 05/30/2024] Open
Abstract
BACKGROUND 2-[18F]fluoro-2-deoxy-D-glucose ([18F]FDG) positron emission tomography combined with low-dose computed tomography (PET/CT) can be used at diagnosis to identify myeloma-defining events and also provides prognostic factors. The aim of this study was to assess the prognostic significance of baseline [18F]FDG PET/CT visual IMPeTUs (Italian myeloma criteria for PET Use)-based parameters and/or total metabolic tumor volume (TMTV) in a single-center population of patients with newly diagnosed multiple myeloma (NDMM) eligible for transplantation. METHODS Patients with MM who underwent a baseline [18F]FDG PET/CT were retrospectively selected from a large internal database of the University Hospital of Liege (Liege, Belgium). Initially, all PET/CT images were visually analyzed using IMPeTUs criteria, followed by delineation of TMTV using a semi-automatic lesion delineation workflow, including [18F]FDG-positive MM focal lesions (FL) with an absolute SUV threshold set at 4.0. In a first step, to ensure PET/CT scans accurate reporting, the agreement between two nuclear medicine physicians with distinct experience was assessed. In the second step, univariable and multivariable analyses were conducted to determine the prognostic significance of [18F]FDG PET/CT parameters on progression free survival (PFS) and overall survival (OS), respectively. RESULTS A total of 40 patients with NDMM were included in the study. The observers agreement in the analysis [18F]FDG PET/CT images was substantial for the presence of spine FL, extra spine FL, at least one fracture and paramedullary disease (Cohen's kappa 0.79, 0.87, 0.75 and 0.64, respectively). For the presence of skull FL and extramedullary disease the agreement was moderate (Cohen's kappa 0.56 and 0.53, respectively). Among [18F]FDG PET/CT parameters, a high number of delineated volumes of interest (VOI) using the SUV4.0 threshold was the only independent prognostic factor associated with PFS [HR (95% CI): 1.03 (1.004-1.05), P = 0.019] while a high number of FL (n > 10; F group 4) was the only independent prognostic factor associated with OS [HR (95% CI): 19.10 (1.90-191.95), P = 0.01]. CONCLUSION Our work confirms the reproducibility IMPeTUs criteria. Furthermore, it demonstrates that a high number of FL (n > 10; IMPeTUs F group 4), reflecting a high [18F]FDG-avid tumor burden, is an independent prognostic factor for OS. The prognostic value of the TMTV delineated using a SUV4.0 threshold was not significant. Nevertheless, the count of delineated [18F]FDG-avid lesions VOI using a SUV4.0 threshold was an independent prognostic factor for PFS.
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Affiliation(s)
- Silvano Marchiori
- Division of Nuclear Medicine and Oncological Imaging, Department of Medical Physics, CHU of Liege, Liège, Belgium.
| | - François Cousin
- Division of Nuclear Medicine and Oncological Imaging, Department of Medical Physics, CHU of Liege, Liège, Belgium
| | - Iraklis Papadopoulos
- Biostatistics and Research Methods Center (B-STAT), University of Liege, Liège, Belgium
| | - Claire Bernard
- Division of Nuclear Medicine and Oncological Imaging, Department of Medical Physics, CHU of Liege, Liège, Belgium
| | - Marie Thys
- Medico-Economic Information Department / Data Analysis, CHU of Liège, Liège, Belgium
| | | | | | | | - Roland Hustinx
- Division of Nuclear Medicine and Oncological Imaging, Department of Medical Physics, CHU of Liege, Liège, Belgium
- GIGA-CRC in Vivo Imaging, University of Liege, Liège, Belgium
| | - Jo Caers
- Department of Hematology, CHU de Liège, Liège, Belgium
- Laboratory of Hematology, GIGA I3, University of Liège, Liège, Belgium
| | - Nadia Withofs
- Division of Nuclear Medicine and Oncological Imaging, Department of Medical Physics, CHU of Liege, Liège, Belgium
- GIGA-CRC in Vivo Imaging, University of Liege, Liège, Belgium
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Ju SH, Lee SE, Yi S, Choi NR, Kim KH, Kim SM, Koh JY, Kim SK, Kim SY, Heo JY, Park JO, Park S, Koo BS, Kang YE. Transcriptomic characteristics according to tumor size and SUV max in papillary thyroid cancer patients. Sci Rep 2024; 14:11005. [PMID: 38745021 PMCID: PMC11094162 DOI: 10.1038/s41598-024-61839-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/07/2023] [Accepted: 05/10/2024] [Indexed: 05/16/2024] Open
Abstract
The SUVmax is a measure of FDG uptake and is related with tumor aggressiveness in thyroid cancer, however, its association with molecular pathways is unclear. Here, we investigated the relationship between SUVmax and gene expression profiles in 80 papillary thyroid cancer (PTC) patients. We conducted an analysis of DEGs and enriched pathways in relation to SUVmax and tumor size. SUVmax showed a positive correlation with tumor size and correlated with glucose metabolic process. The genes that indicate thyroid differentiation, such as SLC5A5 and TPO, were negatively correlated with SUVmax. Unsupervised analysis revealed that SUVmax positively correlated with DNA replication(r = 0.29, p = 0.009), pyrimidine metabolism(r = 0.50, p < 0.0001) and purine metabolism (r = 0.42, p = 0.0001). Based on subgroups analysis, we identified that PSG5, TFF3, SOX2, SL5A5, SLC5A7, HOXD10, FER1L6, and IFNA1 genes were found to be significantly associated with tumor aggressiveness. Both high SUVmax PTMC and macro-PTC are enriched in pathways of DNA replication and cell cycle, however, gene sets for purine metabolic pathways are enriched only in high SUVmax macro-PTC but not in high SUVmax PTMC. Our findings demonstrate the molecular characteristics of high SUVmax tumor and metabolism involved in tumor growth in differentiated thyroid cancer.
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Affiliation(s)
- Sang-Hyeon Ju
- Division of Endocrinology and Metabolism, Department of Internal Medicine, Chungnam National University Hospital and College of Medicine, Daejeon, Republic of Korea
| | - Seong Eun Lee
- Research Center for Endocrine and Metabolic Disease, Research Institute for Medical Sciences, College of Medicine, Chungnam National University, Daejeon, 35015, Republic of Korea
| | - Shinae Yi
- Research Center for Endocrine and Metabolic Disease, Research Institute for Medical Sciences, College of Medicine, Chungnam National University, Daejeon, 35015, Republic of Korea
| | - Na Rae Choi
- Research Center for Endocrine and Metabolic Disease, Research Institute for Medical Sciences, College of Medicine, Chungnam National University, Daejeon, 35015, Republic of Korea
| | - Kun Ho Kim
- Department of Nuclear Medicine, Chungnam National University Hospital and College of Medicine, Daejeon, Republic of Korea
| | - Seong Min Kim
- Department of Nuclear Medicine, Chungnam National University Hospital and College of Medicine, Daejeon, Republic of Korea
| | - June-Young Koh
- GENOME INSIGHT THECNOLOGY Inc, Daejeon, 35015, Republic of Korea
| | - Seon-Kyu Kim
- Personalized Genomic Medicine Research Center, Korea Research Institute of Bioscience and Biotechnology, Daejeon, Republic of Korea
| | - Seon-Young Kim
- Korea Bioinformation Center, Korea Research Institute of Bioscience and Biotechnology, Daejeon, Republic of Korea
| | - Jun Young Heo
- Department of Biochemistry, College of Medicine, Chungnam National University, Daejeon, Republic of Korea
| | - Junyoung O Park
- Department of Chemical and Biomolecular Engineering, University of California, Los Angeles, Los Angeles, CA, USA
| | - Seongyeol Park
- GENOME INSIGHT THECNOLOGY Inc, Daejeon, 35015, Republic of Korea.
| | - Bon Seok Koo
- Department of Otolaryngology-Head and Neck Surgery, Chungnam National University Hospital and College of Medicine, Daejeon, 35015, Republic of Korea.
| | - Yea Eun Kang
- Division of Endocrinology and Metabolism, Department of Internal Medicine, Chungnam National University Hospital and College of Medicine, Daejeon, Republic of Korea.
- Research Center for Endocrine and Metabolic Disease, Research Institute for Medical Sciences, College of Medicine, Chungnam National University, Daejeon, 35015, Republic of Korea.
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Durand R, Descamps G, Bellanger C, Dousset C, Maïga S, Alberge JB, Derrien J, Cruard J, Minvielle S, Lilli NL, Godon C, Le Bris Y, Tessoulin B, Amiot M, Gomez-Bougie P, Touzeau C, Moreau P, Chiron D, Moreau-Aubry A, Pellat-Deceunynck C. A p53 score derived from TP53 CRISPR/Cas9 HMCLs predicts survival and reveals a major role of BAX in the response to BH3 mimetics. Blood 2024; 143:1242-1258. [PMID: 38096363 DOI: 10.1182/blood.2023021581] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/23/2023] [Revised: 10/27/2023] [Accepted: 11/29/2023] [Indexed: 03/25/2024] Open
Abstract
ABSTRACT To establish a strict p53-dependent gene-expression profile, TP53-/- clones were derived from TP53+/+ and TP53-/mut t(4;14) human myeloma cell lines (HMCLs) using CRISPR/Cas9 technology. From the 17 dysregulated genes shared between the TP53-/- clones from TP53+/+ HMCLs, we established a functional p53 score, involving 13 genes specifically downregulated upon p53 silencing. This functional score segregated clones and myeloma cell lines as well as other cancer cell lines according to their TP53 status. The score efficiently identified samples from patients with myeloma with biallelic TP53 inactivation and was predictive of overall survival in Multiple Myeloma Research Foundation-coMMpass and CASSIOPEA cohorts. At the functional level, we showed that among the 13 genes, p53-regulated BAX expression correlated with and directly affected the MCL1 BH3 mimetic S63845 sensitivity of myeloma cells by decreasing MCL1-BAX complexes. However, resistance to S63845 was overcome by combining MCL1 and BCL2 BH3 mimetics, which displayed synergistic efficacy. The combination of BH3 mimetics was effective in 97% of patient samples with or without del17p. Nevertheless, single-cell RNA sequencing analysis showed that myeloma cells surviving the combination had lower p53 score, showing that myeloma cells with higher p53 score were more sensitive to BH3 mimetics. Taken together, we established a functional p53 score that identifies myeloma cells with biallelic TP53 invalidation, demonstrated that p53-regulated BAX is critical for optimal cell response to BH3 mimetics, and showed that MCL1 and BCL2 BH3 mimetics in combination may be of greater effectiveness for patients with biallelic TP53 invalidation, for whom there is still an unmet medical need.
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Affiliation(s)
- Romane Durand
- Molecular Vulnerabilities of Tumor Escape in B-cell Malignancies, Nantes Université, Centre National de la Recherche Scientifique (CNRS), INSERM, Centre de Recherche en Cancérologie et Immunologie Intégrée Nantes Angers (CRCI2NA), Nantes, France
- Hematology Department, Site de Recherche Intégrée sur le Cancer, Imaging and Longitudinal Investigations to Ameliorate Decision-making (SIRIC ILIAD), Nantes, France
| | - Géraldine Descamps
- Molecular Vulnerabilities of Tumor Escape in B-cell Malignancies, Nantes Université, Centre National de la Recherche Scientifique (CNRS), INSERM, Centre de Recherche en Cancérologie et Immunologie Intégrée Nantes Angers (CRCI2NA), Nantes, France
- Hematology Department, Site de Recherche Intégrée sur le Cancer, Imaging and Longitudinal Investigations to Ameliorate Decision-making (SIRIC ILIAD), Nantes, France
| | - Céline Bellanger
- Molecular Vulnerabilities of Tumor Escape in B-cell Malignancies, Nantes Université, Centre National de la Recherche Scientifique (CNRS), INSERM, Centre de Recherche en Cancérologie et Immunologie Intégrée Nantes Angers (CRCI2NA), Nantes, France
- Hematology Department, Site de Recherche Intégrée sur le Cancer, Imaging and Longitudinal Investigations to Ameliorate Decision-making (SIRIC ILIAD), Nantes, France
| | - Christelle Dousset
- Hematology Department, Site de Recherche Intégrée sur le Cancer, Imaging and Longitudinal Investigations to Ameliorate Decision-making (SIRIC ILIAD), Nantes, France
- Hematology Department, Nantes Université, Centre Hospitalier Universitaire (CHU) de Nantes, CNRS, INSERM, CRCI2NA, Nantes, France
| | - Sophie Maïga
- Hematology Department, Site de Recherche Intégrée sur le Cancer, Imaging and Longitudinal Investigations to Ameliorate Decision-making (SIRIC ILIAD), Nantes, France
- Hematology Department, Nantes Université, Centre Hospitalier Universitaire (CHU) de Nantes, CNRS, INSERM, CRCI2NA, Nantes, France
| | - Jean-Baptiste Alberge
- Molecular Vulnerabilities of Tumor Escape in B-cell Malignancies, Nantes Université, Centre National de la Recherche Scientifique (CNRS), INSERM, Centre de Recherche en Cancérologie et Immunologie Intégrée Nantes Angers (CRCI2NA), Nantes, France
- Hematology Department, Site de Recherche Intégrée sur le Cancer, Imaging and Longitudinal Investigations to Ameliorate Decision-making (SIRIC ILIAD), Nantes, France
| | - Jennifer Derrien
- Molecular Vulnerabilities of Tumor Escape in B-cell Malignancies, Nantes Université, Centre National de la Recherche Scientifique (CNRS), INSERM, Centre de Recherche en Cancérologie et Immunologie Intégrée Nantes Angers (CRCI2NA), Nantes, France
- Hematology Department, Site de Recherche Intégrée sur le Cancer, Imaging and Longitudinal Investigations to Ameliorate Decision-making (SIRIC ILIAD), Nantes, France
| | - Jonathan Cruard
- Molecular Vulnerabilities of Tumor Escape in B-cell Malignancies, Nantes Université, Centre National de la Recherche Scientifique (CNRS), INSERM, Centre de Recherche en Cancérologie et Immunologie Intégrée Nantes Angers (CRCI2NA), Nantes, France
- Hematology Department, Site de Recherche Intégrée sur le Cancer, Imaging and Longitudinal Investigations to Ameliorate Decision-making (SIRIC ILIAD), Nantes, France
| | - Stéphane Minvielle
- Molecular Vulnerabilities of Tumor Escape in B-cell Malignancies, Nantes Université, Centre National de la Recherche Scientifique (CNRS), INSERM, Centre de Recherche en Cancérologie et Immunologie Intégrée Nantes Angers (CRCI2NA), Nantes, France
- Hematology Department, Site de Recherche Intégrée sur le Cancer, Imaging and Longitudinal Investigations to Ameliorate Decision-making (SIRIC ILIAD), Nantes, France
| | | | | | - Yannick Le Bris
- Hematology Department, Nantes Université, Centre Hospitalier Universitaire (CHU) de Nantes, CNRS, INSERM, CRCI2NA, Nantes, France
| | - Benoit Tessoulin
- Hematology Department, Site de Recherche Intégrée sur le Cancer, Imaging and Longitudinal Investigations to Ameliorate Decision-making (SIRIC ILIAD), Nantes, France
- Hematology Department, Nantes Université, Centre Hospitalier Universitaire (CHU) de Nantes, CNRS, INSERM, CRCI2NA, Nantes, France
| | - Martine Amiot
- Molecular Vulnerabilities of Tumor Escape in B-cell Malignancies, Nantes Université, Centre National de la Recherche Scientifique (CNRS), INSERM, Centre de Recherche en Cancérologie et Immunologie Intégrée Nantes Angers (CRCI2NA), Nantes, France
- Hematology Department, Site de Recherche Intégrée sur le Cancer, Imaging and Longitudinal Investigations to Ameliorate Decision-making (SIRIC ILIAD), Nantes, France
| | - Patricia Gomez-Bougie
- Hematology Department, Site de Recherche Intégrée sur le Cancer, Imaging and Longitudinal Investigations to Ameliorate Decision-making (SIRIC ILIAD), Nantes, France
- Hematology Department, Nantes Université, Centre Hospitalier Universitaire (CHU) de Nantes, CNRS, INSERM, CRCI2NA, Nantes, France
| | - Cyrille Touzeau
- Hematology Department, Site de Recherche Intégrée sur le Cancer, Imaging and Longitudinal Investigations to Ameliorate Decision-making (SIRIC ILIAD), Nantes, France
- Hematology Department, Nantes Université, Centre Hospitalier Universitaire (CHU) de Nantes, CNRS, INSERM, CRCI2NA, Nantes, France
| | - Philippe Moreau
- Hematology Department, Site de Recherche Intégrée sur le Cancer, Imaging and Longitudinal Investigations to Ameliorate Decision-making (SIRIC ILIAD), Nantes, France
- Hematology Department, Nantes Université, Centre Hospitalier Universitaire (CHU) de Nantes, CNRS, INSERM, CRCI2NA, Nantes, France
| | - David Chiron
- Molecular Vulnerabilities of Tumor Escape in B-cell Malignancies, Nantes Université, Centre National de la Recherche Scientifique (CNRS), INSERM, Centre de Recherche en Cancérologie et Immunologie Intégrée Nantes Angers (CRCI2NA), Nantes, France
- Hematology Department, Site de Recherche Intégrée sur le Cancer, Imaging and Longitudinal Investigations to Ameliorate Decision-making (SIRIC ILIAD), Nantes, France
| | - Agnès Moreau-Aubry
- Molecular Vulnerabilities of Tumor Escape in B-cell Malignancies, Nantes Université, Centre National de la Recherche Scientifique (CNRS), INSERM, Centre de Recherche en Cancérologie et Immunologie Intégrée Nantes Angers (CRCI2NA), Nantes, France
- Hematology Department, Site de Recherche Intégrée sur le Cancer, Imaging and Longitudinal Investigations to Ameliorate Decision-making (SIRIC ILIAD), Nantes, France
| | - Catherine Pellat-Deceunynck
- Molecular Vulnerabilities of Tumor Escape in B-cell Malignancies, Nantes Université, Centre National de la Recherche Scientifique (CNRS), INSERM, Centre de Recherche en Cancérologie et Immunologie Intégrée Nantes Angers (CRCI2NA), Nantes, France
- Hematology Department, Site de Recherche Intégrée sur le Cancer, Imaging and Longitudinal Investigations to Ameliorate Decision-making (SIRIC ILIAD), Nantes, France
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7
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Kraeber-Bodéré F, Jamet B, Bezzi D, Zamagni E, Moreau P, Nanni C. New Developments in Myeloma Treatment and Response Assessment. J Nucl Med 2023; 64:1331-1343. [PMID: 37591548 PMCID: PMC10478822 DOI: 10.2967/jnumed.122.264972] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/16/2023] [Revised: 07/06/2023] [Indexed: 08/19/2023] Open
Abstract
Recent innovative strategies have dramatically redefined the therapeutic landscape for treating multiple myeloma patients. In particular, the development and application of immunotherapy and high-dose therapy have demonstrated high response rates and have prolonged remission duration. Over the past decade, new morphologic or hybrid imaging techniques have gradually replaced conventional skeletal surveys. PET/CT using 18F-FDG is a powerful imaging tool for the workup at diagnosis and for therapeutic evaluation allowing medullary and extramedullary assessment. The independent negative prognostic value for progression-free and overall survival derived from baseline PET-derived parameters such as the presence of extramedullary disease or paramedullary disease, as well as the number of focal bone lesions and SUVmax, has been reported in several large prospective studies. During therapeutic evaluation, 18F-FDG PET/CT is considered the reference imaging technique because it can be performed much earlier than MRI, which lacks specificity. Persistence of significant abnormal 18F-FDG uptake after therapy is an independent negative prognostic factor, and 18F-FDG PET/CT and medullary flow cytometry are complementary tools for detecting minimal residual disease before maintenance therapy. The definition of a PET metabolic complete response has recently been standardized and the interpretation criteria harmonized. The development of advanced PET analysis and radiomics using machine learning, as well as hybrid imaging with PET/MRI, offers new perspectives for multiple myeloma imaging. Most recently, innovative radiopharmaceuticals such as C-X-C chemokine receptor type 4-targeted small molecules and anti-CD38 radiolabeled antibodies have shown promising results for tumor phenotype imaging and as potential theranostics.
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Affiliation(s)
- Françoise Kraeber-Bodéré
- Médecine nucléaire, CHU Nantes, Nantes Université, Université Angers, INSERM, CNRS, CRCI2NA, F-44000, Nantes, France
| | - Bastien Jamet
- Médecine nucléaire, CHU Nantes, F-44000, Nantes, France
| | - Davide Bezzi
- Department of Nuclear Medicine, Alma Mater Studiorum, University of Bologna, Bologna. Italy
| | - Elena Zamagni
- IRCCS Azienda Ospedaliero-Universitaria di Bologna, Istituto di Ematologia "Seràgnoli," Bologna, Italy
- Dipartimento di Scienze Mediche e Chirurgiche, Università di Bologna, Bologna, Italy
| | - Philippe Moreau
- Hématologie, CHU Nantes, Nantes Université, Université Angers, INSERM, CNRS, CRCI2NA, F-44000, Nantes, France; and
| | - Cristina Nanni
- Nuclear Medicine, IRCCS Azienda Ospedaliero-Universitaria di Bologna, Bologna, Italy
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Bezzi D, Ambrosini V, Nanni C. Clinical Value of FDG-PET/CT in Multiple Myeloma: An Update. Semin Nucl Med 2023; 53:352-370. [PMID: 36446644 DOI: 10.1053/j.semnuclmed.2022.10.008] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/13/2022] [Revised: 10/27/2022] [Accepted: 10/28/2022] [Indexed: 11/28/2022]
Abstract
FDG-PET/CT is a standardized imaging technique that has reached a great importance in the management of patients affected by Multiple Myeloma. It is proved, in fact, that it allows a deep evaluation of therapy efficacy and provides several prognostic indexes both at staging and after therapy. For this reason, it is now recognised as a gold standard for therapy assessment. Beside this, in reacent years FDG-PET/CT contribution to the understanding of Multiple Myeloma has progressively grown. Papers have been published analyzing the prognostic value of active disease volume measurement and standardization issues, the meaning of FDG positive paramedullary and extrameduallary disease, the prognostic impact of FDG positive minimal residual disease, the relation between focal lesions and clonal eterogenity of this disease and the comparison with whole body DWI-MR in terms of detection and therapy assessment. These newer aspects not of clinical impact yet, of FDG-PET/CT in Multiple Myeloma will be presented and discussed in this review.
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Affiliation(s)
- Davide Bezzi
- Nuclear Medicine, Alma Mater Studiorum, University of Bologna, Bologna, Italy
| | - Valentina Ambrosini
- Nuclear Medicine, Alma Mater Studiorum, University of Bologna, Bologna, Italy; Nuclear Medicine, IRCCS Azienda Ospedaliero-Universitaria di Bologna, Bologna, Italy
| | - Cristina Nanni
- Nuclear Medicine, IRCCS Azienda Ospedaliero-Universitaria di Bologna, Bologna, Italy.
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Cao YJ, Zheng YH, Li Q, Zheng J, Ma LT, Zhao CJ, Li T. MSC Senescence-Related Genes Are Associated with Myeloma Prognosis and Lipid Metabolism-Mediated Resistance to Proteasome Inhibitors. JOURNAL OF ONCOLOGY 2022; 2022:4705654. [PMID: 36467498 PMCID: PMC9711959 DOI: 10.1155/2022/4705654] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 08/20/2022] [Revised: 10/01/2022] [Accepted: 10/10/2022] [Indexed: 01/12/2024]
Abstract
BACKGROUND Complex carcinogenic mechanisms and the existence of tumour heterogeneity in multiple myeloma (MM) prevent the most commonly used staging system from effectively interpreting the prognosis of patients. Since the microenvironment plays an important role in driving tumour development and MM occurs most often in middle-aged and elderly patients, we hypothesize that ageing of bone marrow mesenchymal stem cells (BM-MSCs) may be associated with the progression of MM. METHODS In this study, we collected the transcriptome data on MM from The Cancer Genome Atlas (TCGA) and the Gene Expression Omnibus (GEO) databases. Differentially expressed genes in both senescent MSCs and MM tumour cells were considered relevant damaged genes. GO and KEGG analyses were applied for functional evaluation. A PPI network was constructed to identify hub genes. Subsequently, we studied the damaged genes that affected the prognosis of MM. Least absolute shrinkage and selection operator (lasso) regression was used to identify the most important features, and a risk model was created. The reliability of the risk model was evaluated with the other 3 GEO validation cohorts. In addition, ROC analysis was used to evaluate the novel risk model. An analysis of immune checkpoint-related genes, tumour immune dysfunction and exclusion (TIDE), and immunophenotypic scoring (IPS) were performed to assess the immune status of risk groups. pRRophetic was utilized to predict the sensitivity to administration of chemotherapeutic agents. RESULTS We identified that MAPK, PI3K, and p53 signalling pathways were activated in both senescent MSCs and tumour cells, and we also located hub genes. In addition, we constructed a 14-gene prognostic risk model, which was analysed with the ROC and validated in different datasets. Further analysis revealed significant differences in predicted risk values across the International Staging System (ISS) stage, sex, and 1q21 copy number. A high-risk group with higher immunogenicity was predicted to have low proteasome inhibitor sensitivity and respond poorly to immunotherapy. Lipid metabolism pathways were found to be significantly different between high-risk and low-risk groups. A nomogram was created by combining clinical data, and the optimization model was further improved. Finally, real-time qPCR was used to validate two bortezomib-resistant myeloma cell lines, and the test confirmed that 10 genes were detected to be expressed in resistant cell lines with the same trend as in the high-risk cohort compared to nonresistant cells. CONCLUSION Fourteen genes related to ageing in BM-MSCs were associated with the prognosis of MM, and by combining this genotypic information with clinical factors, a promising clinical prognostic model was established.
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Affiliation(s)
- Yang-Jia Cao
- State Key Laboratory of Experimental Hematology, National Clinical Research Center for Blood Diseases, Haihe Laboratory of Cell Ecosystem, Institute of Hematology & Blood Diseases Hospital, Chinese Academy of Medical Sciences & Peking Union Medical College, Tianjin 300020, China
- Department of Hematology, The First Affiliated Hospital of Xi'an Jiaotong University, Xi'an, Shaanxi, China
| | - Yan-Hua Zheng
- Department of Hematology, Tangdu Hospital, Fourth Military Medical University (Air Force Medical University), Xi'an, Shaanxi, China
| | - Qing Li
- State Key Laboratory of Experimental Hematology, National Clinical Research Center for Blood Diseases, Haihe Laboratory of Cell Ecosystem, Institute of Hematology & Blood Diseases Hospital, Chinese Academy of Medical Sciences & Peking Union Medical College, Tianjin 300020, China
| | - Jin Zheng
- Department of Traditional Chinese Medicine, Tangdu Hospital, Fourth Military Medical University (Air Force Medical University), Xi'an, China
| | - Li-Tian Ma
- Department of Traditional Chinese Medicine, Tangdu Hospital, Fourth Military Medical University (Air Force Medical University), Xi'an, China
- Department of Gastroenterology, Tangdu Hospital, Fourth Military Medical University (Air Force Medical University), Xi'an, China
| | - Can-Jun Zhao
- Department of Traditional Chinese Medicine, Tangdu Hospital, Fourth Military Medical University (Air Force Medical University), Xi'an, China
| | - Tian Li
- School of Basic Medicine, Fourth Military Medical University (Air Force Medical University), 169 Changle West Road, Xi'an, China
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