The DOI matches its Crossref record; 53 of the 54 references it cites were found in a registry or an index.
Convergent somatic mutations in metabolism genes in chronic liver disease
Open accessAbstract
The progression of chronic liver disease to hepatocellular carcinoma is caused by the acquisition of somatic mutations that affect 20-30 cancer genes 1-8. Burdens of somatic mutations are higher and clonal expansions larger in chronic liver disease 9-13 than in normal liver 13-16, which enables positive selection to shape the genomic landscape 9-13. Here we analysed somatic mutations from 1,590 genomes across 34 liver samples, including healthy controls, alcohol-related liver disease and non-alcoholic fatty liver disease. Seven of the 29 patients with liver disease had mutations in FOXO1, the major transcription factor in insulin signalling. These mutations affected a single hotspot within the gene, impairing the insulin-mediated nuclear export of FOXO1. Notably, six of the seven patients with FOXO1 S22W hotspot mutations showed convergent evolution, with variants acquired independently by up to nine distinct hepatocyte clones per patient. CIDEB, which regulates lipid droplet metabolism in hepatocytes 17-19, and GPAM, which produces storage triacylglycerol from free fatty acids 20,21, also had a significant excess of mutations. We again observed frequent convergent evolution: up to fourteen independent clones per patient with CIDEB mutations and up to seven clones per patient with GPAM mutations. Mutations in metabolism genes were distributed across multiple anatomical segments of the liver, increased clone size and were seen in both alcohol-related liver disease and non-alcoholic fatty liver disease, but rarely in hepatocellular carcinoma. Master regulators of metabolic pathways are a frequent target of convergent somatic mutation in alcohol-related and non-alcoholic fatty liver disease.
Overview
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Verification
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
The source backs part of the claim, not all of it — or backs it for a different population, condition or comparison.
In the citing paper
“In NASH livers, Ng et. al. identified convergent mutations in genes central to insulin signaling and lipogenesis6.”
From Positive selection of somatically mutated clones identifies adaptive pathways in metabolic liver disease (2023) · cites this paper as [6]
Experimental — accuracy not yet measuredThe check wasn’t confident either way, so it gives no verdict — never disputed.
In the citing paper
“The HCC driver genes TP53 (tumor protein p53) and CTNNB1 (catenin beta 1) are not the most frequently observed mutant genes in the cirrhotic liver (7–9), suggesting that these mutations do not drive extensive clonal expansion events before tumor initiation.”
From The origin of hepatocellular carcinoma depends on metabolic zonation (2026) · cites this paper as [9]
Experimental — accuracy not yet measuredThe check wasn’t confident either way, so it gives no verdict — never disputed.
In the citing paper
“After decades of injury, cirrhotic livers consist of millions of nodules, most of which harbor somatic mutations (7–9).”
From The origin of hepatocellular carcinoma depends on metabolic zonation (2026) · cites this paper as [9]
Experimental — accuracy not yet measuredThe check wasn’t confident either way, so it gives no verdict — never disputed.
In the citing paper
“The HCC driver genes TP53 (tumor protein p53) and CTNNB1 (catenin beta 1) are not the most frequently observed mutant genes in the cirrhotic liver (7–9), suggesting that these mutations do not drive extensive clonal expansion events before tumor initiation.”
From The origin of hepatocellular carcinoma depends on metabolic zonation (2026) · cites this paper as [9]
Experimental — accuracy not yet measuredThe check wasn’t confident either way, so it gives no verdict — never disputed.
In the citing paper
“While this showed that CreER was not 100% efficient, it also faithfully modeled the somatic mosaicism seen in human livers before cancer development (7–9, 33).”
From The origin of hepatocellular carcinoma depends on metabolic zonation (2026) · cites this paper as [9]
Experimental — accuracy not yet measured
The check wasn’t confident either way, so it gives no verdict — never disputed.
In the citing paper
“Somatic mutations are common in nonmalignant liver tissues, but mutations in cancer drivers are observed less frequently than anticipated (7–9).”
From The origin of hepatocellular carcinoma depends on metabolic zonation (2026) · cites this paper as [9]
Experimental — accuracy not yet measuredThe check wasn’t confident either way, so it gives no verdict — never disputed.
In the citing paper
“These loss of function mutations in metabolic enzymes that generate hepatic lipids suggest that some somatic mutations can confer increased fitness through a reversal of the driving etiology of disease.”
From Positive selection of somatically mutated clones identifies adaptive pathways in metabolic liver disease (2023) · cites this paper as [6]
Experimental — accuracy not yet measuredThe check wasn’t confident either way, so it gives no verdict — never disputed.
In the citing paper
“This concept was strengthened by the fact that the same mutated genes such as Gpam and Acvr2a were selected for in both mouse and human tissues6.”
From Positive selection of somatically mutated clones identifies adaptive pathways in metabolic liver disease (2023) · cites this paper as [6]
Experimental — accuracy not yet measuredThe check wasn’t confident either way, so it gives no verdict — never disputed.
In the citing paper
“Interestingly, Acvr2a and Gpam are two of the most recurrently mutated genes in cirrhotic tissues from alcoholic liver disease and NASH patients6.”
From Positive selection of somatically mutated clones identifies adaptive pathways in metabolic liver disease (2023) · cites this paper as [6]
Experimental — accuracy not yet measuredThe check wasn’t confident either way, so it gives no verdict — never disputed.
In the citing paper
“Mutant clone expansion and recurrent mutations within and between individuals provide compelling evidence for increased mutant clone fitness in chronic liver disease6.”
From Positive selection of somatically mutated clones identifies adaptive pathways in metabolic liver disease (2023) · cites this paper as [6]
Experimental — accuracy not yet measuredThe check wasn’t confident either way, so it gives no verdict — never disputed.
In the citing paper
“A consistent pattern has been observed across most, if not all, tissues: after an initial expansion of the stem cell pool during early life, clonal heterogeneity tends to diminish over time (Figure 1).17-24”
From Evolution of Multiple Myeloma from a Genomic Perspective (2026) · cites this paper as [24]
Experimental — accuracy not yet measuredThe check wasn’t confident either way, so it gives no verdict — never disputed.
In the citing paper
“Interestingly, these selected and more fit clones may share genomic events such as nonsynonymous mutations initially thought to be restricted to cancer.17-24”
From Evolution of Multiple Myeloma from a Genomic Perspective (2026) · cites this paper as [24]
Experimental — accuracy not yet measuredThe check wasn’t confident either way, so it gives no verdict — never disputed.
In the citing paper
“Examples include the possible links between clonal haematopoiesis and cardiovascular disease54; between mutations in liver disease and insulin resistance55; and between driver mutations in cavernomas and brain haemorrhages49,53,56.”
From Somatic mutation rates scale with lifespan across mammals (2022) · cites this paper as [55]
Experimental — accuracy not yet measured
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Citations
Cites
Robinson, M. D., McCarthy, D. J., & Smyth, G. K. (2010) · Bioinformatics · doi:10.1093/bioinformatics/btp616 · Cited by 41,364
featureCounts: an efficient general purpose program for assigning sequence reads to genomic features
Liao, Y., Smyth, G. K., & Shi, W. (2014) · Bioinformatics · doi:10.1093/bioinformatics/btt656 · Cited by 27,219
Design and validation of a histological scoring system for nonalcoholic fatty liver disease†
Kleiner, D. E., Brunt, E. M., Van Natta, M., Behling, C., Contos, M. J., Cummings, O. W., Ferrell, L. D., Liu, Y., Torbenson, M. S., Unalp‐Arida, A., et al. (2005) · Hepatology · doi:10.1002/hep.20701 · Cited by 10,791
Histological grading and staging of chronic hepatitis.
Ishak, K., Baptista, A., Bianchi, L., Callea, F., Groote, J. D., Gudat, F., Denk, H., Desmet, V., Korb, G., Macsween, R. N., et al. (1995) · Journal of Hepatology · doi:10.1016/0168-8278(95)80226-6 · Cited by 5,290
MCMC Methods for Multi-Response Generalized Linear Mixed Models: The MCMCglmm R Package
Hadfield, J. D. (2010) · Journal of Statistical Software · doi:10.18637/jss.v033.i02 · Cited by 4,900
Mechanisms of NAFLD development and therapeutic strategies
Friedman, S. L., Neuschwander-Tetri, B. A., Rinella, M., & Sanyal, A. J. (2018) · Nature Medicine · doi:10.1038/s41591-018-0104-9 · Cited by 4,354
The repertoire of mutational signatures in human cancer
Alexandrov, L. B., Kim, J., Haradhvala, N. J., Huang, M. N., Tian Ng, A. W., Wu, Y., Boot, A., Covington, K. R., Gordenin, D. A., Bergstrom, E. N., et al. (2020) · Nature · doi:10.1038/s41586-020-1943-3 · Cited by 3,496
Self-citationComprehensive and Integrative Genomic Characterization of Hepatocellular Carcinoma
Ally, A., Balasundaram, M., Carlsen, R., Chuah, E., Clarke, A., Dhalla, N., Holt, R. A., Jones, S. J. M., Lee, D., Ma, Y., et al. (2017) · Cell · doi:10.1016/j.cell.2017.05.046 · Cited by 2,490
Massive genomic rearrangement acquired in a single catastrophic event during cancer development
Stephens, P. J., Greenman, C. D., Fu, B., Yang, F., Bignell, G. R., Mudie, L. J., Pleasance, E. D., Lau, K. W., Beare, D., Stebbings, L. A., et al. (2011) · Cell · doi:10.1016/j.cell.2010.11.055 · Cited by 2,414
Self-citationSchulze, K., Imbeaud, S., Letouzé, E., Alexandrov, L. B., Calderaro, J., Rebouissou, S., Couchy, G., Meiller, C., Shinde, J., Soysouvanh, F., et al. (2015) · Nature Genetics · doi:10.1038/ng.3252 · Cited by 1,803
Self-citation
Cited by
Sorted by citations
Lipid droplet biogenesis and functions in health and disease
Zadoorian, A., Du, X., & Yang, H. (2023) · Nature Reviews Endocrinology · doi:10.1038/s41574-023-00845-0 · Cited by 617
“Although >20 somatic CIDEB mutations have been identified in chronic liver disease 202 , rare germline mutations in CIDEB offer substantial protection against liver disease 203 .”
Clonal dynamics of haematopoiesis across the human lifespan
Mitchell, E., Chapman, M. S., Williams, N., Dawson, K. J., Mende, N., Calderbank, E. F., Jung, H., Mitchell, T. J., Coorens, T. H. H., Spencer, D. H., et al. (2022) · Nature · doi:10.1038/s41586-022-04786-y · Cited by 538
Self-citationSomatic mutation rates scale with lifespan across mammals
Cagan, A., Baez-Ortega, A., Brzozowska, N., Abascal, F., Coorens, T. H. H., Sanders, M. A., Lawson, A. R. J., Harvey, L. M. R., Bhosle, S., Jones, D., et al. (2022) · Nature · doi:10.1038/s41586-022-04618-z · Cited by 481
Self-citationTumor initiation and early tumorigenesis: molecular mechanisms and interventional targets
Zhang, S., Xiao, X., Yi, Y., Wang, X., Zhu, L., Shen, Y., Lin, D., & Wu, C. H. (2024) · Signal Transduction and Targeted Therapy · doi:10.1038/s41392-024-01848-7 · Cited by 463
Nonalcoholic steatohepatitis-related hepatocellular carcinoma: pathogenesis and treatment
Llovet, J. M., Willoughby, C. E., Singal, A. G., Greten, T. F., Heikenwälder, M., El-Serag, H. B., Finn, R. S., & Friedman, S. L. (2023) · Nature Reviews Gastroenterology & Hepatology · doi:10.1038/s41575-023-00754-7 · Cited by 354
Metadata
- Authors
- Ng, S. W. K., Rouhani, F. J., Brunner, S. F., Brzozowska, N., Aitken, S. J., Yang, M., Abascal, F., Moore, L., Nikitopoulou, E., Chappell, L., Leongamornlert, D., Ivovic, A., Robinson, P., Butler, T., Sanders, M. A., Williams, N., Coorens, T. H. H., Teague, J., Raine, K., Butler, A. P., Hooks, Y., Wilson, B., Birtchnell, N., Naylor, H., Davies, S. E., Stratton, M. R., Martincorena, I., Rahbari, R., Frezza, C., Hoare, M., & Campbell, P. J.
- Affiliations
- Wellcome Sanger Institute (GB)
- University of Cambridge (GB)
- Erasmus MC (NL)
- Addenbrooke's Hospital (GB)
- Wellcome/MRC Cambridge Stem Cell Institute (GB)
- Corresponding author
- Hoare, Matthew
- Campbell, Peter J.
- ORCID
- Ng, Stanley W. K.
- Rouhani, Foad J.
- Brunner, Simon F.
- Brzozowska, Natalia
- Aitken, Sarah J.
- Yang, Ming
- Abascal, Federico
- Moore, Luiza
- Nikitopoulou, Efterpi
- Chappell, Lia
- Leongamornlert, Daniel
- Ivovic, Aleksandra
- Robinson, Philip
- Butler, Timothy
- Sanders, Mathijs A.
- Williams, Nicholas
- Coorens, Tim H. H.
- Teague, Jon
- Raine, Keiran
- Naylor, Huw
- Davies, Susan E.
- Stratton, Michael R.
- Martincorena, Iñigo
- Rahbari, Raheleh
- Frezza, Christian
- Hoare, Matthew
- Campbell, Peter J.
- Venue
- Nature
- Published
- 2021-10-13
- Volume
- 598
- Issue
- 7881
- Pages
- 473-478
- ISSN
- 0028-0836 (ISSN-L)
- 1476-4687
- OpenAlex
- W3206615564
- Cited by
- 190
- References
- 54
- Citations by year
- 2026: 25 · 2025: 45 · 2024: 46 · 2023: 41 · 2022: 31 · 2021: 2
- FWCI
- 12.30
- Type
- journal article
- Language
- en
- Open access
- green
- pure.eur.nl
- Licence
- Locations
- Nature (publishedVersion)
- PubMed (publishedVersion)
- EUR Research Repository (Erasmus University Rotterdam) (publishedVersion, other-oa)
- EUR Research Repository (Erasmus University Rotterdam) (submittedVersion)
- RePEc: Research Papers in Economics (submittedVersion)
- Research Portal (King's College London) (submittedVersion)
- Apollo (University of Cambridge) (submittedVersion)
- Apollo
- Funders
- European Hematology Association (TRTH182)
- Wellcome Trust
- Cancer Research UK (26813, 29681, 19924, C14303 / A17197, 21777, 24032, 22310, 27114)
- National Institute for Health and Care Research (CL-2019-14-003, CL-2016-14-004)
- Academy of Medical Sciences (SGL019\1092)
- Medical Research Council (MC_UU_12022/6)
- Topics
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Cancer Research › Cancer Genomics and Diagnostics
- Health Sciences › Medicine › Hepatology › Liver Disease Diagnosis and Treatment
- Health Sciences › Medicine › Hepatology › Liver physiology and pathology
- Keywords
- somatic mutations, convergent evolution, chronic liver disease, hepatocellular carcinoma, FOXO1, CIDEB, GPAM, metabolic genes, alcoholic liver disease, non-alcoholic fatty liver disease, clonal expansion, driver mutations, insulin signaling, lipid droplet metabolism, triglyceride synthesis
- MeSH terms
- Forkhead Box Protein O1, Chronic Disease, Fatty Acids, Nonesterified, Female, Humans, Insulin Resistance, Liver, Liver Diseases, Liver Diseases, Alcoholic, Male, Mutation, Triglycerides, Cohort Studies, Active Transport, Cell Nucleus, Cell Line, Tumor, Apoptosis Regulatory Proteins, Non-alcoholic Fatty Liver Disease
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review