Evidence map›Paper›PMID 33926456›Full record

ArticleBMC medicine2021

Metabolic signatures of greater body size and their associations with risk of colorectal and endometrial cancers in the European Prospective Investigation into Cancer and Nutrition.

Nathalie Kliemann, Vivian Viallon, Neil Murphy, Rebecca J Beeken, Joseph A Rothwell, Sabina Rinaldi, Nada Assi, Eline H van Roekel, Julie A Schmidt, Kristin Benjaminsen Borch and 26 more

Open access · goldAbstract read
In one paragraph

Article in BMC medicine, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 24 papers.

0numbers the graph read from it
0cells of the map it votes in
24citing papers in PubMed
3.4field-weighted citation impact, top 6% of its field
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

24 citing papers in PubMed, 50 citations in OpenAlex.

  1. Review
  2. Review
  3. Observational
  4. Article
  5. Metabolic profile of biodiverse diets in a healthy European cohort.The American journal of clinical nutrition · 2025
    Article
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  7. Identifying Metabolomic Mediators of the Physical Activity and Colorectal Cancer Relationship.Cancer epidemiology, biomarkers & prevention : a publication of the American Association for Cancer Research, cosponsored by the American Society of Preventive Oncology · 2025
    Article
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  11. Characteristics of Cancer Epidemiology Studies That Employ Metabolomics: A Scoping Review.Cancer epidemiology, biomarkers & prevention : a publication of the American Association for Cancer Research, cosponsored by the American Society of Preventive Oncology · 2023
    Article
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  16. Review
  17. 1α,25(OH)Theranostics · 2023
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4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

36 authors at 20 institutions in 10 countries.

Nathalie KliemannInternational Agency for Research on Cancer, World Health Organization, Lyon, France.
Vivian ViallonInternational Agency for Research on Cancer, World Health Organization, Lyon, France.
Neil MurphyInternational Agency for Research on Cancer, World Health Organization, Lyon, France.
Rebecca J BeekenLeeds Institute of Health Sciences, University of Leeds, Leeds, UK.
Joseph A RothwellHealth Across Generations team, Centre for Research in Epidemiology and Population Health (CESP), INSERM U1018, Villejuif, France.
Sabina RinaldiInternational Agency for Research on Cancer, World Health Organization, Lyon, France.
Nada AssiInternational Agency for Research on Cancer, World Health Organization, Lyon, France.
Eline H van RoekelDepartment of Epidemiology, GROW School for Oncology and Developmental Biology, Maastricht University, Maastricht, The Netherlands.
Julie A SchmidtCancer Epidemiology Unit, Nuffield Department of Population Health, University of Oxford, Oxford, UK.
Kristin Benjaminsen BorchDepartment of Community Medicine, Faculty of Health Sciences, UiT, The Arctic University of Norway, Tromsø, Norway.
Claudia AgnoliEpidemiology and Prevention Unit. Fondazione IRCCS Istituto Nazionale dei Tumori, Milan, Italy.
Ann H RosendahlClinical Sciences Lund, Oncology, Lund University and Skåne University Hospital, Lund, Sweden.
Hanna SartorDiagnostic Radiology, Lund University, Lund, Sweden.
José María HuertaCIBER Epidemiología y Salud Pública (CIBERESP), Madrid, Spain.
Anne TjønnelandDanish Cancer Society Research Center, Copenhagen, Denmark.
Jytte HalkjærDanish Cancer Society Research Center, Copenhagen, Denmark.
Bas Bueno-de-MesquitaDepartment for Determinants of Chronic Diseases, National Institute for Public Health and the Environment, Bilthoven, The Netherlands.
Audrey GicquiauInternational Agency for Research on Cancer, World Health Organization, Lyon, France.
David AchaintreInternational Agency for Research on Cancer, World Health Organization, Lyon, France.
Krasimira AleksandrovaNutrition, Immunity and Metabolism Senior Scientist Group, Department of Nutrition and Gerontology, German Institute of Human Nutrition Potsdam-Rehbruecke (DIfE), Nuthetal, Germany.
Matthias B SchulzeInstitute of Nutritional Science, University of Potsdam, Potsdam, Germany.
Alicia K HeathDepartment of Epidemiology and Biostatistics, School of Public Health, Imperial College London, London, UK.
Konstantinos K TsilidisDepartment of Epidemiology and Biostatistics, School of Public Health, Imperial College London, London, UK.
Giovanna MasalaCancer Risk Factors and Life-Style Epidemiology Unit, Institute for Cancer Research, Prevention and Clinical Network - ISPRO, Florence, Italy.
Salvatore PanicoDipartimento di Medicin Clinica e Chirurgia, Frederico II Univeristy, Naples, Italy.
Rudolf KaaksDivision of Cancer Epidemiology, German Cancer Research Center (DKFZ), 69120, Heidelberg, Germany.
Renée T FortnerDivision of Cancer Epidemiology, German Cancer Research Center (DKFZ), 69120, Heidelberg, Germany.
Bethany Van GuelpenDepartment of Radiation Sciences, Oncology, Wallenberg Centre for Molecular Medicine, Umeå University, Umeå, Sweden.
Laure DossusInternational Agency for Research on Cancer, World Health Organization, Lyon, France.
Augustin ScalbertInternational Agency for Research on Cancer, World Health Organization, Lyon, France.
Hector C KeunCancer Metabolism and Systems Toxicology Group, Division of Cancer, Department of Surgery and Cancer, Imperial College, London, UK.
Ruth C TravisCancer Epidemiology Unit, Nuffield Department of Population Health, University of Oxford, Oxford, UK.
Mazda JenabInternational Agency for Research on Cancer, World Health Organization, Lyon, France.
Mattias JohanssonInternational Agency for Research on Cancer, World Health Organization, Lyon, France.
Pietro FerrariInternational Agency for Research on Cancer, World Health Organization, Lyon, France.
Marc J GunterInternational Agency for Research on Cancer, World Health Organization, Lyon, France. GunterM@iarc.fr.
Centre International de Recherche sur le Cancer · FRDanish Cancer Society · DKGerman Cancer Research Center · DEImperial College London · GBUniversity of Oxford · GBCentre de recherche en Epidémiologie et Santé des Populations · FRCentro de Investigación Biomédica en Red de Epidemiología y Salud Pública · ESFondazione IRCCS Istituto Nazionale dei Tumori · ITGerman Institute of Human Nutrition · DELund University · SEMaastricht University · NLNational Institute for Public Health and the Environment · NLPiedmont Reference Center for Epidemiology and Cancer Prevention · ITSkåne University Hospital · SEUiT The Arctic University of Norway · NOUmeå University · SEUniversity College London · GBUniversity of Ioannina · GRUniversity of Naples Federico II · ITUniversity of Potsdam · DE

Funding

Cancer Research UK 14133Cancer Research UK 21351Cancer Research UK C1418/A14133Cancer Research UK C570/A16491Cancer Research UK C8221/A19170Medical Research Council MR/M012190/1World Health Organization 001
6 · The paper itself

Abstract

backgroundThe mechanisms underlying the obesity-cancer relationship are incompletely understood. This study aimed to characterise metabolic signatures of greater body size and to investigate their association with two obesity-related malignancies, endometrial and colorectal cancers, and with weight loss within the context of an intervention study.

methodsTargeted mass spectrometry metabolomics data from 4326 participants enrolled in the European Prospective Investigation into Cancer and Nutrition (EPIC) cohort and 17 individuals from a single-arm pilot weight loss intervention (Intercept) were used in this analysis. Metabolic signatures of body size were first determined in discovery (N = 3029) and replication (N = 1297) sets among EPIC participants by testing the associations between 129 metabolites and body mass index (BMI), waist circumference (WC), and waist-to-hip ratio (WHR) using linear regression models followed by partial least squares analyses. Conditional logistic regression models assessed the associations between the metabolic signatures with endometrial (N = 635 cases and 648 controls) and colorectal (N = 423 cases and 423 controls) cancer risk using nested case-control studies in EPIC. Pearson correlation between changes in the metabolic signatures and weight loss was tested among Intercept participants.

resultsAfter adjustment for multiple comparisons, greater BMI, WC, and WHR were associated with higher levels of valine, isoleucine, glutamate, PC aa C38:3, and PC aa C38:4 and with lower levels of asparagine, glutamine, glycine, serine, lysoPC C17:0, lysoPC C18:1, lysoPC C18:2, PC aa C42:0, PC ae C34:3, PC ae C40:5, and PC ae C42:5. The metabolic signature of BMI (OR

conclusionsObesity is associated with a distinct metabolic signature comprising changes in levels of specific amino acids and lipids which is positively associated with both colorectal and endometrial cancer and is potentially reversible following weight loss.

Indexed as

Colorectal NeoplasmsEndometrial NeoplasmsBody Mass IndexBody SizeFemaleHumansLogistic ModelsProspective StudiesRisk FactorsWaist CircumferenceCancerMetabolomicsObesityWeight loss

Identifiers

PMID33926456
PMCPMC8086283
OpenAlexW3158861964

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.