Evidence map›Paper›PMID 33962692›Full record

ArticleMicrobiome2021

Iron status influences non-alcoholic fatty liver disease in obesity through the gut microbiome.

Jordi Mayneris-Perxachs, Marina Cardellini, Lesley Hoyles, Jèssica Latorre, Francesca Davato, José Maria Moreno-Navarrete, María Arnoriaga-Rodríguez, Matteo Serino, James Abbott, Richard H Barton and 16 more

Open access · goldAbstract readVideo-Audio Media
In one paragraph

Article in Microbiome, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 93 papers, 3 of them syntheses that pooled it.

0numbers the graph read from it
0cells of the map it votes in
93citing papers in PubMed, 3 pooled it
9.7field-weighted citation impact, top 1% 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

93 citing papers in PubMed, 3 syntheses or guidelines pooled it, 147 citations in OpenAlex.

  1. Pooled it
  2. Serum Ferritin and Non-alcoholic Fatty Liver Disease: A Meta-analysis and Systematic Review.The Turkish journal of gastroenterology : the official journal of Turkish Society of Gastroenterology · 2023
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  8. Recent Trends in Metabolomics by NMR Spectroscopy.Angewandte Chemie (International ed. in English) · 2026
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  13. High Dietary Carbonyl Iron Reshapes the Gut Microbiome and Impairs Hepatic Insulin Sensitivity in a Time-Dependent Manner.FASEB journal : official publication of the Federation of American Societies for Experimental Biology · 2026
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33 more citing papers are in PubMed but not listed here.

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

26 authors at 13 institutions in 7 countries.

Jordi Mayneris-PerxachsDepartment of Endocrinology, Diabetes and Nutrition, Hospital of Girona "Dr Josep Trueta", Girona, Spain.
Marina CardelliniDepartment of Systems Medicine, University of Rome Tor Vergata, Via Montpellier 1, 00133, Rome, Italy.
Lesley HoylesSection of Biomolecular Medicine, Division of Systems Medicine, Department of Metabolism, Digestion and Reproduction, Imperial College London, Exhibition Road, London, SW7 2AZ, UK.
Jèssica LatorreDepartment of Endocrinology, Diabetes and Nutrition, Hospital of Girona "Dr Josep Trueta", Girona, Spain.
Francesca DavatoDepartment of Systems Medicine, University of Rome Tor Vergata, Via Montpellier 1, 00133, Rome, Italy.
José Maria Moreno-NavarreteDepartment of Endocrinology, Diabetes and Nutrition, Hospital of Girona "Dr Josep Trueta", Girona, Spain.
María Arnoriaga-RodríguezDepartment of Endocrinology, Diabetes and Nutrition, Hospital of Girona "Dr Josep Trueta", Girona, Spain.
Matteo SerinoInstitut National de la Santé et de la Recherche Médicale (INSERM), Toulouse, France.
James AbbottSection of Biomolecular Medicine, Division of Systems Medicine, Department of Metabolism, Digestion and Reproduction, Imperial College London, Exhibition Road, London, SW7 2AZ, UK.
Richard H BartonSection of Biomolecular Medicine, Division of Systems Medicine, Department of Metabolism, Digestion and Reproduction, Imperial College London, Exhibition Road, London, SW7 2AZ, UK.
Josep PuigDepartment of Endocrinology, Diabetes and Nutrition, Hospital of Girona "Dr Josep Trueta", Girona, Spain.
Xavier Fernández-RealEPFL, Lausanne, Switzerland.
Wifredo RicartDepartment of Endocrinology, Diabetes and Nutrition, Hospital of Girona "Dr Josep Trueta", Girona, Spain.
Christopher TomlinsonSection of Biomolecular Medicine, Division of Systems Medicine, Department of Metabolism, Digestion and Reproduction, Imperial College London, Exhibition Road, London, SW7 2AZ, UK.
Mark WoodbridgeSection of Biomolecular Medicine, Division of Systems Medicine, Department of Metabolism, Digestion and Reproduction, Imperial College London, Exhibition Road, London, SW7 2AZ, UK.
Paolo GentileschiDepartment of Surgery, University of Rome Tor Vergata, Rome, Italy.
Sarah A ButcherSection of Biomolecular Medicine, Division of Systems Medicine, Department of Metabolism, Digestion and Reproduction, Imperial College London, Exhibition Road, London, SW7 2AZ, UK.
Elaine HolmesSection of Biomolecular Medicine, Division of Systems Medicine, Department of Metabolism, Digestion and Reproduction, Imperial College London, Exhibition Road, London, SW7 2AZ, UK.
Jeremy K NicholsonSection of Biomolecular Medicine, Division of Systems Medicine, Department of Metabolism, Digestion and Reproduction, Imperial College London, Exhibition Road, London, SW7 2AZ, UK.
Vicente Pérez-BrocalUnidad Mixta de Investigación en Genómica y Salud, Fundación para el Fomento de la Investigación Sanitaria y Biomédica de la Comunitat Valenciana (FISABIO) and Instituto de Biología Integrativa de Sistemas, Universitat de València and Consejo Superior de Investigaciones Científicas (CSIC), València, Spain.
Andrés MoyaUnidad Mixta de Investigación en Genómica y Salud, Fundación para el Fomento de la Investigación Sanitaria y Biomédica de la Comunitat Valenciana (FISABIO) and Instituto de Biología Integrativa de Sistemas, Universitat de València and Consejo Superior de Investigaciones Científicas (CSIC), València, Spain.
Donald Mc ClainDepartment of Internal Medicine, Wake Forest School of Medicine, Winston Salem, NC, 27157, USA.
Rémy BurcelinInstitut National de la Santé et de la Recherche Médicale (INSERM), Toulouse, France.
Marc-Emmanuel DumasSection of Biomolecular Medicine, Division of Systems Medicine, Department of Metabolism, Digestion and Reproduction, Imperial College London, Exhibition Road, London, SW7 2AZ, UK.
Massimo FedericiDepartment of Systems Medicine, University of Rome Tor Vergata, Via Montpellier 1, 00133, Rome, Italy.
José-Manuel Fernández-RealDepartment of Endocrinology, Diabetes and Nutrition, Hospital of Girona "Dr Josep Trueta", Girona, Spain. jmfreal@idibgi.org.
Imperial College London · GBUniversity of Rome Tor Vergata · ITInstitut des Maladies Métaboliques et Cardiovasculaires · FRInstitut d'Investigació Biomèdica de Girona · ESInstituto de Salud Carlos III · ESCentre Hospitalier Universitaire de Lille · FRCentro Nacional de Microbiologia · ESClínica Girona · ESConsejo Superior de Investigaciones Científicas · ESÉcole Polytechnique Fédérale de Lausanne · CHInstitute for Integrative Systems Biology · ESUniversity of Girona · ESW. G. (Bill) Hefner VA Medical Center · US

Funding

Medical Research Council MR/L01632X/1Medical Research Council MR/M501797/1
6 · The paper itself

Abstract

backgroundThe gut microbiome and iron status are known to play a role in the pathophysiology of non-alcoholic fatty liver disease (NAFLD), although their complex interaction remains unclear.

resultsHere, we applied an integrative systems medicine approach (faecal metagenomics, plasma and urine metabolomics, hepatic transcriptomics) in 2 well-characterised human cohorts of subjects with obesity (discovery n = 49 and validation n = 628) and an independent cohort formed by both individuals with and without obesity (n = 130), combined with in vitro and animal models. Serum ferritin levels, as a markers of liver iron stores, were positively associated with liver fat accumulation in parallel with lower gut microbial gene richness, composition and functionality. Specifically, ferritin had strong negative associations with the Pasteurellaceae, Leuconostocaceae and Micrococcaea families. It also had consistent negative associations with several Veillonella, Bifidobacterium and Lactobacillus species, but positive associations with Bacteroides and Prevotella spp. Notably, the ferritin-associated bacterial families had a strong correlation with iron-related liver genes. In addition, several bacterial functions related to iron metabolism (transport, chelation, heme and siderophore biosynthesis) and NAFLD (fatty acid and glutathione biosynthesis) were also associated with the host serum ferritin levels. This iron-related microbiome signature was linked to a transcriptomic and metabolomic signature associated to the degree of liver fat accumulation through hepatic glucose metabolism. In particular, we found a consistent association among serum ferritin, Pasteurellaceae and Micrococcacea families, bacterial functions involved in histidine transport, the host circulating histidine levels and the liver expression of GYS2 and SEC24B. Serum ferritin was also related to bacterial glycine transporters, the host glycine serum levels and the liver expression of glycine transporters. The transcriptomic findings were replicated in human primary hepatocytes, where iron supplementation also led to triglycerides accumulation and induced the expression of lipid and iron metabolism genes in synergy with palmitic acid. We further explored the direct impact of the microbiome on iron metabolism and liver fact accumulation through transplantation of faecal microbiota into recipient's mice. In line with the results in humans, transplantation from 'high ferritin donors' resulted in alterations in several genes related to iron metabolism and fatty acid accumulation in recipient's mice.

conclusionsAltogether, a significant interplay among the gut microbiome, iron status and liver fat accumulation is revealed, with potential significance for target therapies. Video abstract.

Indexed as

Gastrointestinal MicrobiomeNon-alcoholic Fatty Liver DiseaseAnimalsIronMiceObesityIronFerritinGut microbiomeIron statusMetagenomicsNon-alcoholic fatty liver diseaseObesityShotgun sequencingSystems medicine

Identifiers

PMID33962692
PMCPMC8106161
OpenAlexW3155777109

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Registered trials

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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.