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      Investigation of circulating metabolites associated with breast cancer risk by untargeted metabolomics: a case–control study nested within the French E3N cohort

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          Abstract

          Background

          Perturbations in circulating metabolites prior to a breast cancer diagnosis are not well characterised. We aimed to gain more detailed knowledge to help understand and prevent the disease.

          Methods

          Baseline plasma samples from 791 breast cancer cases and 791 matched controls from the E3N (EPIC-France) cohort were profiled by nuclear magnetic resonance (NMR)-based untargeted metabolomics. Partial least-squares discriminant analysis (PLS-DA) models were built from NMR profiles to predict disease outcome, and odds ratios and false discovery rate (FDR)-adjusted CIs were calculated for 43 identified metabolites by conditional logistic regression.

          Results

          Breast cancer onset was predicted in the premenopausal subgroup with modest accuracy (AUC 0.61, 95% CI: 0.49–0.73), and 10 metabolites associated with risk, particularly histidine (OR = 1.70 per SD increase, FDR-adjusted CI 1.19–2.41), N-acetyl glycoproteins (OR = 1.53, FDR-adjusted CI 1.18–1.97), glycerol (OR = 1.55, FDR-adjusted CI 1.11–2.18) and ethanol (OR = 1.44, FDR-adjusted CI 1.05–1.97). No predictive capacity or significant metabolites were found overall or for postmenopausal women.

          Conclusions

          Perturbed metabolism compared to controls was observed in premenopausal but not postmenopausal cases. Histidine and NAC have known involvement in inflammatory pathways, and the robust association of ethanol with risk suggests the involvement of alcohol intake.

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          Most cited references38

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          Global Cancer Statistics 2018: GLOBOCAN Estimates of Incidence and Mortality Worldwide for 36 Cancers in 185 Countries

          This article provides a status report on the global burden of cancer worldwide using the GLOBOCAN 2018 estimates of cancer incidence and mortality produced by the International Agency for Research on Cancer, with a focus on geographic variability across 20 world regions. There will be an estimated 18.1 million new cancer cases (17.0 million excluding nonmelanoma skin cancer) and 9.6 million cancer deaths (9.5 million excluding nonmelanoma skin cancer) in 2018. In both sexes combined, lung cancer is the most commonly diagnosed cancer (11.6% of the total cases) and the leading cause of cancer death (18.4% of the total cancer deaths), closely followed by female breast cancer (11.6%), prostate cancer (7.1%), and colorectal cancer (6.1%) for incidence and colorectal cancer (9.2%), stomach cancer (8.2%), and liver cancer (8.2%) for mortality. Lung cancer is the most frequent cancer and the leading cause of cancer death among males, followed by prostate and colorectal cancer (for incidence) and liver and stomach cancer (for mortality). Among females, breast cancer is the most commonly diagnosed cancer and the leading cause of cancer death, followed by colorectal and lung cancer (for incidence), and vice versa (for mortality); cervical cancer ranks fourth for both incidence and mortality. The most frequently diagnosed cancer and the leading cause of cancer death, however, substantially vary across countries and within each country depending on the degree of economic development and associated social and life style factors. It is noteworthy that high-quality cancer registry data, the basis for planning and implementing evidence-based cancer control programs, are not available in most low- and middle-income countries. The Global Initiative for Cancer Registry Development is an international partnership that supports better estimation, as well as the collection and use of local data, to prioritize and evaluate national cancer control efforts. CA: A Cancer Journal for Clinicians 2018;0:1-31. © 2018 American Cancer Society.
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            Building Predictive Models inRUsing thecaretPackage

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              Molecular mechanisms of alcohol-mediated carcinogenesis.

              Approximately 3.6% of cancers worldwide derive from chronic alcohol drinking, including those of the upper aerodigestive tract, the liver, the colorectum and the breast. Although the mechanisms for alcohol-associated carcinogenesis are not completely understood, most recent research has focused on acetaldehyde, the first and most toxic ethanol metabolite, as a cancer-causing agent. Ethanol may also stimulate carcinogenesis by inhibiting DNA methylation and by interacting with retinoid metabolism. Alcohol-related carcinogenesis may interact with other factors such as smoking, diet and comorbidities, and depends on genetic susceptibility.
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                Author and article information

                Contributors
                joseph.rothwell@inserm.fr
                Journal
                Br J Cancer
                Br J Cancer
                British Journal of Cancer
                Nature Publishing Group UK (London )
                0007-0920
                1532-1827
                15 March 2021
                15 March 2021
                11 May 2021
                : 124
                : 10
                : 1734-1743
                Affiliations
                [1 ]GRID grid.493282.6, ISNI 0000 0004 0374 2720, Univ Lyon, CNRS, Université Claude Bernard Lyon 1, ENS de Lyon, Institut des Sciences Analytiques, UMR 5280, ; Villeurbanne, France
                [2 ]Université de Lyon, Centre Léon Bérard, Département d’Oncologie Médicale, Lyon, France
                [3 ]GRID grid.17703.32, ISNI 0000000405980095, Nutrition and Metabolism Section, International Agency for Research on Cancer, ; Lyon, France
                [4 ]GRID grid.5395.a, ISNI 0000 0004 1757 3729, Department of Clinical and Experimental Medicine, , University of Pisa, ; Pisa, Italy
                [5 ]GRID grid.14925.3b, ISNI 0000 0001 2284 9388, Université Paris-Saclay, UVSQ, Univ. Paris-Sud, Inserm, Gustave Roussy, Exposome and Heredity Team, Centre for Epidemiology and Population Health, ; Villejuif, France
                [6 ]GRID grid.418110.d, ISNI 0000 0004 0642 0153, Univ Grenoble Alpes, CNRS, INSERM, IAB, Allée des Alpes, ; Grenoble, France
                [7 ]GRID grid.8404.8, ISNI 0000 0004 1757 2304, Department of Statistics, , Computer Science and Applications “G. Parenti” (DISIA), University of Florence, ; Firenze, Italy
                Author information
                http://orcid.org/0000-0002-6927-3360
                Article
                1304
                10.1038/s41416-021-01304-1
                8110540
                33723391
                ca2bd595-2715-4b6d-970e-4a7df6a27019
                © The Author(s) 2021

                Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/.

                History
                : 16 October 2020
                : 1 February 2021
                : 4 February 2021
                Funding
                Funded by: FundRef https://doi.org/10.13039/501100006364, Institut National Du Cancer (French National Cancer Institute);
                Award ID: 12563
                Award ID: 12563
                Award Recipient :
                Categories
                Article
                Custom metadata
                © Cancer Research UK 2021

                Oncology & Radiotherapy
                breast cancer,predictive markers,epidemiology,lifestyle modification
                Oncology & Radiotherapy
                breast cancer, predictive markers, epidemiology, lifestyle modification

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