Evidence map›Paper›PMID 33248170›Full record

ArticleJournal of hepatology2021

Non-invasive stratification of hepatocellular carcinoma risk in non-alcoholic fatty liver using polygenic risk scores.

Cristiana Bianco, Oveis Jamialahmadi, Serena Pelusi, Guido Baselli, Paola Dongiovanni, Irene Zanoni, Luigi Santoro, Silvia Maier, Antonio Liguori, Marica Meroni and 20 more

Open access · hybridAbstract read
In one paragraph

Article in Journal of hepatology, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 195 papers, 6 of them syntheses that pooled it.

0numbers the graph read from it
0cells of the map it votes in
195citing papers in PubMed, 6 pooled it
29.2field-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

195 citing papers in PubMed, 6 syntheses or guidelines pooled it, 346 citations in OpenAlex.

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  7. Long-term hepatic safety of lomitapide in homozygous familial hypercholesterolaemia.Liver international : official journal of the International Association for the Study of the Liver · 2023
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  9. Article
  10. Age-Specific Associations of Polygenic Risk Scores With Advanced Fibrosis and Histological Activity in Biopsy-Proven MASLD.Liver international : official journal of the International Association for the Study of the Liver · 2026
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135 more citing papers are in PubMed but not listed here.

4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

30 authors at 14 institutions in 5 countries.

Cristiana BiancoTranslational Medicine - Department of Transfusion Medicine and Hematology, Fondazione IRCCS Ca' Granda Ospedale Maggiore Policlinico, Milan, Italy.
Oveis JamialahmadiDepartment of Clinical and Molecular Medicine, University of Gothenburg, Sahlgrenska University Hospital, Gothenburg, Sweden.
Serena PelusiTranslational Medicine - Department of Transfusion Medicine and Hematology, Fondazione IRCCS Ca' Granda Ospedale Maggiore Policlinico, Milan, Italy; Department of Pathophysiology and Transplantation, Università degli Studi di Milano, Milan, Italy.
Guido BaselliTranslational Medicine - Department of Transfusion Medicine and Hematology, Fondazione IRCCS Ca' Granda Ospedale Maggiore Policlinico, Milan, Italy.
Paola DongiovanniGeneral Medicine and Metabolic Diseases, Fondazione IRCCS Ca' Granda Ospedale Maggiore Policlinico, Milan, Italy.
Irene ZanoniTranslational Medicine - Department of Transfusion Medicine and Hematology, Fondazione IRCCS Ca' Granda Ospedale Maggiore Policlinico, Milan, Italy.
Luigi SantoroTranslational Medicine - Department of Transfusion Medicine and Hematology, Fondazione IRCCS Ca' Granda Ospedale Maggiore Policlinico, Milan, Italy.
Silvia MaierClinic of Internal Medicine - Liver Unit, Department of Medical Area (DAME), Università degli Studi di Udine, Udine, Italy.
Antonio LiguoriDepartment of Internal Medicine, Fondazione Policlinico A. Gemelli, Università Cattolica di Roma, Rome, Italy.
Marica MeroniGeneral Medicine and Metabolic Diseases, Fondazione IRCCS Ca' Granda Ospedale Maggiore Policlinico, Milan, Italy.
Vittorio BorroniUnit of Medicine, ASST Valle Olona, Ospedale di Gallarate, Varese, Italy.
Roberta D'AmbrosioDivision of Gastroenterology and Hepatology, CRC "A.M. and A. Migliavacca" Center for Liver Disease, Fondazione IRCCS Ca' Granda Ospedale Maggiore Policlinico, Milan, Italy.
Rocco SpagnuoloDepartment of Clinical and Molecular Medicine, University of Gothenburg, Sahlgrenska University Hospital, Gothenburg, Sweden.
Anna AlisiResearch Unit of Molecular Genetics of Complex Phenotypes, IRCCS Ospedale Bambino Gesù, Rome, Italy.
Alessandro FedericoDivision of Hepatogastroenterology, Deparment of Precision Medicine, Università della Campania "Luigi Vanvitelli", Naples, Italy.
Elisabetta BugianesiDepartment of Medical Sciences, Division of Gastro-Hepatology, A.O. Città della Salute e della Scienza di Torino, Università di Torino, Turin, Italy.
Salvatore PettaGastroenterology and Hepatology, PROMISE, Università di Palermo, Palermo, Italy.
Luca MieleDepartment of Internal Medicine, Fondazione Policlinico A. Gemelli, Università Cattolica di Roma, Rome, Italy.
Umberto Vespasiani-GentilucciDepartment of Hepatology, University Campus Bio-Medico di Roma, Rome, Italy.
Quentin M AnsteeTranslational and Clinical Research Institute, Faculty of Medical Sciences, Newcastle University, Newcastle upon Tyne, UK; Newcastle NIHR Biomedical Research Centre, Newcastle upon Tyne Hospitals NHS Foundation Trust, Newcastle upon Tyne, UK.
Felix StickelDepartment of Gastroenterology and Hepatology, University Hospital of Zürich, Switzerland.
Jochen HampeMedical Department 1, University Hospital Dresden, TU Dresden, Germany.
Janett FischerDivision of Hepatology, Department of Medicine II, Leipzig University Medical Center, Laboratory for Clinical and Experimental Hepatology, Leipzig, Germany.
Thomas BergDivision of Hepatology, Department of Medicine II, Leipzig University Medical Center, Laboratory for Clinical and Experimental Hepatology, Leipzig, Germany.
Anna Ludovica FracanzaniDepartment of Pathophysiology and Transplantation, Università degli Studi di Milano, Milan, Italy; General Medicine and Metabolic Diseases, Fondazione IRCCS Ca' Granda Ospedale Maggiore Policlinico, Milan, Italy.
Giorgio SoardoClinic of Internal Medicine - Liver Unit, Department of Medical Area (DAME), Università degli Studi di Udine, Udine, Italy; Italian Liver Foundation, Area Science Park, Basovizza Campus, Trieste, Italy.
Helen ReevesTranslational and Clinical Research Institute, Faculty of Medical Sciences, Newcastle University, Newcastle upon Tyne, UK; Newcastle NIHR Biomedical Research Centre, Newcastle upon Tyne Hospitals NHS Foundation Trust, Newcastle upon Tyne, UK.
Daniele PratiTranslational Medicine - Department of Transfusion Medicine and Hematology, Fondazione IRCCS Ca' Granda Ospedale Maggiore Policlinico, Milan, Italy.
Stefano RomeoDepartment of Clinical and Molecular Medicine, University of Gothenburg, Sahlgrenska University Hospital, Gothenburg, Sweden; Clinical Nutrition Unit, Department of Medical and Surgical Science, University Magna Graecia, Catanzaro, Italy. Electronic address: stefano.romeo@wlab.gu.se.
Luca ValentiTranslational Medicine - Department of Transfusion Medicine and Hematology, Fondazione IRCCS Ca' Granda Ospedale Maggiore Policlinico, Milan, Italy; Department of Pathophysiology and Transplantation, Università degli Studi di Milano, Milan, Italy. Electronic address: luca.valenti@unimi.it.
Fondazione IRCCS Ca' Granda Ospedale Maggiore Policlinico · ITSahlgrenska University Hospital · SEUniversity of Milan · ITAgostino Gemelli University Polyclinic · ITLeipzig University · DENewcastle upon Tyne Hospitals NHS Foundation Trust · GBUniversity of Udine · ITAzienda Ospedaliera Sant’Antonio Abate di Gallarate · ITBambino Gesù Children's Hospital · ITTechnische Universität Dresden · DEUniversità Campus Bio-Medico · ITUniversity Hospital of Zurich · CHUniversity of Campania "Luigi Vanvitelli" · ITUniversity of Palermo · IT

Funding

Cancer Research UK 23390Cancer Research UK 26813Cancer Research UK C18342/A23390Cancer Research UK C9380/A18084Cancer Research UK C9380/A26813Medical Research Council MC_PC_17228Medical Research Council MC_QA137853
6 · The paper itself

Abstract

BACKGROUND &

aimsHepatocellular carcinoma (HCC) risk stratification in individuals with dysmetabolism is a major unmet need. Genetic predisposition contributes to non-alcoholic fatty liver disease (NAFLD). We aimed to exploit robust polygenic risk scores (PRS) that can be evaluated in the clinic to gain insight into the causal relationship between NAFLD and HCC, and to improve HCC risk stratification.

methodsWe examined at-risk individuals (NAFLD cohort, n = 2,566; 226 with HCC; and a replication cohort of 427 German patients with NAFLD) and the general population (UK Biobank [UKBB] cohort, n = 364,048; 202 with HCC). Variants in PNPLA3-TM6SF2-GCKR-MBOAT7 were combined in a hepatic fat PRS (PRS-HFC), and then adjusted for HSD17B13 (PRS-5).

resultsIn the NAFLD cohort, the adjusted impact of genetic risk variants on HCC was proportional to the predisposition to fatty liver (p = 0.002) with some heterogeneity in the effect. PRS predicted HCC more robustly than single variants (p <10

conclusionsOur results are consistent with a causal relationship between hepatic fat and HCC. PRS improved the accuracy of HCC detection and may help stratify HCC risk in individuals with dysmetabolism, including those without severe liver fibrosis. Further studies are needed to validate our findings. LAY SUMMARY: By analyzing variations in genes that contribute to fatty liver disease, we developed two risk scores to help predict liver cancer in individuals with obesity-related metabolic complications. These risk scores can be easily tested in the clinic. We showed that the risk scores helped to identify the risk of liver cancer both in high-risk individuals and in the general population.

Indexed as

AdiposityCarcinoma, HepatocellularLiver NeoplasmsNon-alcoholic Fatty Liver DiseaseCross-Sectional StudiesEuropeFemaleGenetic Predisposition to DiseaseHumansLiverLiver CirrhosisMaleMediation AnalysisMiddle AgedMultifactorial InheritancePredictive Value of TestsBiomarkerCirrhosisGeneticsHepatic fatNon-alcoholic fatty liver disease

Identifiers

PMID33248170
PMCPMC7987554
OpenAlexW3106622583

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LicenceCC BY-NC-ND
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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.