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Vermeulen R, Saberi Hosnijeh F, Bodinier B, Portengen L, Liquet B, Garrido-Manriquez J, Lokhorst H, Bergdahl IA, Kyrtopoulos SA, Johansson AS, Georgiadis P, Melin B, Palli D, Krogh V, Panico S, Sacerdote C, Tumino R, Vineis P, Castagné R, Chadeau-Hyam M, Botsivali M, Chatziioannou A, Valavanis I, Kleinjans JCS, de Kok TMCM, Keun HC, Athersuch TJ, Kelly R, Lenner P, Hallmans G, Stephanou EG, Myridakis A, Kogevinas M, Fazzo L, De Santis M, Comba P, Bendinelli B, Kiviranta H, Rantakokko P, Airaksinen R, Ruokojarvi P, Gilthorpe M, Fleming S, Fleming T, Tu YK, Lundh T, Chien KL, Chen WJ, Lee WC, Kate Hsiao C, Kuo PH, Hung H, Liao SF. Pre-diagnostic blood immune markers, incidence and progression of B-cell lymphoma and multiple myeloma: Univariate and functionally informed multivariate analyses. Int J Cancer 2018; 143:1335-1347. [PMID: 29667176 PMCID: PMC6100111 DOI: 10.1002/ijc.31536] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/27/2017] [Revised: 03/15/2018] [Accepted: 03/19/2018] [Indexed: 12/13/2022]
Abstract
Recent prospective studies have shown that dysregulation of the immune system may precede the development of B‐cell lymphomas (BCL) in immunocompetent individuals. However, to date, the studies were restricted to a few immune markers, which were considered separately. Using a nested case–control study within two European prospective cohorts, we measured plasma levels of 28 immune markers in samples collected a median of 6 years before diagnosis (range 2.01–15.97) in 268 incident cases of BCL (including multiple myeloma [MM]) and matched controls. Linear mixed models and partial least square analyses were used to analyze the association between levels of immune marker and the incidence of BCL and its main histological subtypes and to investigate potential biomarkers predictive of the time to diagnosis. Linear mixed model analyses identified associations linking lower levels of fibroblast growth factor‐2 (FGF‐2 p = 7.2 × 10−4) and transforming growth factor alpha (TGF‐α, p = 6.5 × 10−5) and BCL incidence. Analyses stratified by histological subtypes identified inverse associations for MM subtype including FGF‐2 (p = 7.8 × 10−7), TGF‐α (p = 4.08 × 10−5), fractalkine (p = 1.12 × 10−3), monocyte chemotactic protein‐3 (p = 1.36 × 10−4), macrophage inflammatory protein 1‐alpha (p = 4.6 × 10−4) and vascular endothelial growth factor (p = 4.23 × 10−5). Our results also provided marginal support for already reported associations between chemokines and diffuse large BCL (DLBCL) and cytokines and chronic lymphocytic leukemia (CLL). Case‐only analyses showed that Granulocyte‐macrophage colony stimulating factor levels were consistently higher closer to diagnosis, which provides further evidence of its role in tumor progression. In conclusion, our study suggests a role of growth‐factors in the incidence of MM and of chemokine and cytokine regulation in DLBCL and CLL. What's new? B‐cell lymphomas (BCL) are frequent in immunocompromised individuals, but most BCL cases are thought to occur as a consequence of minor immune perturbations in otherwise immunocompetent individuals. Here the authors prospectively examined a panel of immune markers in the blood from 268 patients afflicted with BCL and paired controls. The data uncover a functional role for growth factors (i.e. FGF‐2, TGF‐alpha) in the incidence and progression of multiple myeloma, a BCL subtype, and underscore the importance of chemokine and cytokine regulation in diffuse large B‐cell lymphoma and chronic lymphocytic leukemia.
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Affiliation(s)
- Roel Vermeulen
- Division of Environmental Epidemiology, Utrecht University, Institute for Risk Assessment Sciences, Utrecht, The Netherlands.,MRC-PHE Centre for Environment and Health, Department of Epidemiology and Biostatistics, Imperial College London, London, United Kingdom
| | - Fatemeh Saberi Hosnijeh
- Division of Environmental Epidemiology, Utrecht University, Institute for Risk Assessment Sciences, Utrecht, The Netherlands.,Immunology Department, Erasmus University Medical Center, Rotterdam, The Netherlands
| | - Barbara Bodinier
- MRC-PHE Centre for Environment and Health, Department of Epidemiology and Biostatistics, Imperial College London, London, United Kingdom
| | - Lützen Portengen
- Division of Environmental Epidemiology, Utrecht University, Institute for Risk Assessment Sciences, Utrecht, The Netherlands
| | - Benoît Liquet
- Laboratoire de Mathématiques et de leurs Applications, Université de Pau et des Pays de l'Adour, UMR CNRS, Pau, France.,ARC Centre of Excellence for Mathematical and Statistical Frontiers, Queensland University of Technology (QUT), Brisbane, Australia
| | - Javiera Garrido-Manriquez
- MRC-PHE Centre for Environment and Health, Department of Epidemiology and Biostatistics, Imperial College London, London, United Kingdom
| | - Henk Lokhorst
- Department of Hematology, University Medical Center Utrecht, Utrecht, The Netherlands
| | - Ingvar A Bergdahl
- Department of Public Health and Clinical Medicine, and Department of Biobank Research, Umeå University, Umeå, Sweden
| | - Soterios A Kyrtopoulos
- National Hellenic Research Foundation, Institute of Biology, Medicinal Chemistry and Biotechnology, Athens, Greece
| | | | - Panagiotis Georgiadis
- National Hellenic Research Foundation, Institute of Biology, Medicinal Chemistry and Biotechnology, Athens, Greece
| | - Beatrice Melin
- Department of Radiation Sciences, Oncology, Umeå University, Umeå, Sweden
| | - Domenico Palli
- The Institute for Cancer Research and Prevention, Florence, Italy
| | - Vittorio Krogh
- Fondazione IRCCS-Instituto Nazionale dei Tumori, Milan, Italy
| | - Salvatore Panico
- Department of Clinical Medicine and Surgery, University of Naples Frederico II, Naples, Italy
| | - Carlotta Sacerdote
- Piedmont Reference Centre for Epidemiology and Cancer Prevention (CPO Piemonte), Turin, Italy
| | - Rosario Tumino
- Cancer registry and Histopathology Unit, Azienda Ospedaliera 'Civile-M.P.Arezzo', Ragusa, Italy
| | - Paolo Vineis
- MRC-PHE Centre for Environment and Health, Department of Epidemiology and Biostatistics, Imperial College London, London, United Kingdom.,HuGeF Foundation, Torino, Italy
| | - Raphaële Castagné
- MRC-PHE Centre for Environment and Health, Department of Epidemiology and Biostatistics, Imperial College London, London, United Kingdom.,INSERM, UMR1027, Université Toulouse III-Paul Sabatier, Toulouse, France
| | - Marc Chadeau-Hyam
- Division of Environmental Epidemiology, Utrecht University, Institute for Risk Assessment Sciences, Utrecht, The Netherlands.,MRC-PHE Centre for Environment and Health, Department of Epidemiology and Biostatistics, Imperial College London, London, United Kingdom
| | | | - Maria Botsivali
- Institute of Biology, Medicinal Chemistry and Biotechnology, National Hellenic Research Foundation, Athens, Greece
| | - Aristotelis Chatziioannou
- Institute of Biology, Medicinal Chemistry and Biotechnology, National Hellenic Research Foundation, Athens, Greece
| | - Ioannis Valavanis
- Institute of Biology, Medicinal Chemistry and Biotechnology, National Hellenic Research Foundation, Athens, Greece
| | - Jos C S Kleinjans
- Department of Toxicogenomics, Maastricht University, Maastricht, The Netherlands
| | - Theo M C M de Kok
- Department of Toxicogenomics, Maastricht University, Maastricht, The Netherlands
| | - Hector C Keun
- Division of Cancer, Department of Surgery and Cancer, Imperial College London, Institute of Reproductive and Developmental Biology (IRDB), Hammersmith Hospital, London, United Kingdom
| | - Toby J Athersuch
- MRC-PHE Centre for Environment and Health, Department of Epidemiology and Biostatistics, Imperial College London, London, United Kingdom.,Division of Computational and Systems Medicine, Department of Surgery and Cancer, Faculty of Medicine, Imperial College London, London, United Kingdom
| | - Rachel Kelly
- Immunology Department, Erasmus University Medical Center, Rotterdam, The Netherlands.,Channing Division of Network Medicine, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, USA
| | - Per Lenner
- Department of Radiation Sciences, Oncology, Umeå University, Umeå, Sweden
| | - Goran Hallmans
- Nutrition Research, Department of Public Health and Clinical Medicine, and Department of Biobank Research, Umeå University, Umeå, Sweden
| | | | - Antonis Myridakis
- Environmental Chemical Processes Laboratory, University of Crete, Heraklion, Greece
| | - Manolis Kogevinas
- ISGlobal, Centre for Research in Environmental Epidemiology (CREAL), Barcelona, Spain
| | | | | | | | | | | | | | | | | | | | | | | | - Yu-Kang Tu
- University of Leeds, Leeds, United Kingdom
| | | | | | - Wei J Chen
- National Taiwan University, Taipei, Taiwan
| | | | | | | | - Hung Hung
- National Taiwan University, Taipei, Taiwan
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