Evidence map›Paper›PMID 35820779›Full record

ArticleGut2023

Accurate liquid biopsy for the diagnosis of non-alcoholic steatohepatitis and liver fibrosis.

Giulia Angelini, Simona Panunzi, Lidia Castagneto-Gissey, Francesca Pellicanò, Andrea De Gaetano, Maurizio Pompili, Laura Riccardi, Matteo Garcovich, Marco Raffaelli, Luigi Ciccoritti and 11 more

2 registry-linked trialsOpen access · hybridAbstract readMulticenter Study
In one paragraph

Article in Gut, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to 2 registered trials, which are not on this map. Cited by 30 papers.

0numbers the graph read from it
0cells of the map it votes in
30citing papers in PubMed
8.1field-weighted citation impact, top 2% 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.

NCT03524365 nacompletednot on this map

A Randomized Controlled Study on the Effects of Roux-en-Y Gastric Bypass Versus Sleeve Gastrectomy or Intensive Lifestyle Modifications on Non Alcoholic Steato-Hepatitis

TypeinterventionalSponsorCatholic University of the Sacred HeartRan2018 to 2022Enrolled288ConditionsNon Alcoholic SteatohepatitisArmsRYGB, SG, Intensive Lifestyle Modification
NCT04677101 completednot on this map

Liquid Biopsy as a Non-invasive Tool for the Diagnosis of NASH and Liver Fibrosis

TypeobservationalSponsorCatholic University of the Sacred HeartRan2020 to 2021Enrolled150ConditionsNASH - Nonalcoholic Steatohepatitis, Liver FibrosesArmsLiver Biopsy
3 · Its place in the literature

Who cites it

30 citing papers in PubMed, 54 citations in OpenAlex.

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  6. A risk score model for post-endoscopic retrograde cholangiopancreatography complications in elderly patients with choledocholithiasis.Saudi journal of gastroenterology : official journal of the Saudi Gastroenterology Association · 2025
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  19. NAFLD and NAFLD Related HCC: Emerging Treatments and Clinical Trials.International journal of molecular sciences · 2025
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4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

21 authors at 8 institutions in 5 countries.

Giulia AngeliniUniversità Cattolica del Sacro Cuore, Rome, Italy.
Simona PanunziCNR-IASI,Consiglio Nazionale delle Ricerche, Istituto di Analisi dei Sistemi ed Informatica, Laboratorio di Biomatematica, Rome, Italy.
Lidia Castagneto-GisseyDepartment of Surgical Sciences, University of Rome La Sapienza, Rome, Italy.
Francesca PellicanòCNR-IASI,Consiglio Nazionale delle Ricerche, Istituto di Analisi dei Sistemi ed Informatica, Laboratorio di Biomatematica, Rome, Italy.
Andrea De GaetanoCNR-IASI,Consiglio Nazionale delle Ricerche, Istituto di Analisi dei Sistemi ed Informatica, Laboratorio di Biomatematica, Rome, Italy.
Maurizio PompiliUniversità Cattolica del Sacro Cuore, Rome, Italy.
Laura RiccardiDepartment of Medical and Surgical Sciences, Fondazione Policlinico Universitario A. Gemelli IRCCS, Rome, Italy.
Matteo GarcovichDepartment of Medical and Surgical Sciences, Fondazione Policlinico Universitario A. Gemelli IRCCS, Rome, Italy.
Marco RaffaelliUniversità Cattolica del Sacro Cuore, Rome, Italy.
Luigi CiccorittiDepartment of Medical and Surgical Sciences, Fondazione Policlinico Universitario A. Gemelli IRCCS, Rome, Italy.
Ornella VerrastroUniversità Cattolica del Sacro Cuore, Rome, Italy.
Maria Francesca RussoUniversità Cattolica del Sacro Cuore, Rome, Italy.
Fabio Maria VecchioUniversità Cattolica del Sacro Cuore, Rome, Italy.
Giovanni CasellaDepartment of Surgical Sciences, University of Rome La Sapienza, Rome, Italy.
James Casella-MarioloSan Camillo Forlanini Foundation, Roma, Italy.
Luigi PapaSan Camillo Forlanini Foundation, Roma, Italy.
Pier Luigi MariniSan Camillo Forlanini Foundation, Roma, Italy.
Francesco RubinoBariatric and Metabolic Surgery; King's College Hospital, London, UK.
Carel W le RouxDiabetes Complications Research Centre, Conway Institute, University College Dublin, Dublin, Ireland.
Stefan BornsteinDepartment of Medicine III, Universitätsklinikum Carl Gustav Carus an der Technischen Universität Dresden, Dresden, Germany.
Geltrude MingroneUniversità Cattolica del Sacro Cuore, Rome, Italy geltrude.mingrone@unicatt.it.ORCID 0000-0003-2021-528X
Università Cattolica del Sacro Cuore · ITAgostino Gemelli University Polyclinic · ITCarlo Forlanini Hospital · ITIstituto di Analisi dei Sistemi ed Informatica Antonio Ruberti · ITSapienza University of Rome · ITAmerican Society for Metabolic and Bariatric Surgery · USKing's College London · GBUniversity College Dublin · IE

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

objectiveClinical diagnosis and approval of new medications for non-alcoholic steatohepatitis (NASH) require invasive liver biopsies. The aim of our study was to identify non-invasive biomarkers of NASH and/or liver fibrosis.

designThis multicentre study includes 250 patients (discovery cohort, n=100 subjects (Bariatric Surgery Versus Non-alcoholic Steato-hepatitis - BRAVES trial); validation cohort, n=150 (Liquid Biopsy for NASH and Liver Fibrosis - LIBRA trial)) with histologically proven non-alcoholic fatty liver (NAFL) or NASH with or without fibrosis. Proteomics was performed in monocytes and hepatic stellate cells (HSCs) with iTRAQ-nano- Liquid Chromatography - Mass Spectrometry/Mass Spectrometry (LC-MS/MS), while flow cytometry measured perilipin-2 (PLIN2) and RAB14 in peripheral blood CD14

resultsThe algorithm for NASH using PLIN2 mean florescence intensity (MFI) combined with waist circumference, triglyceride, alanine aminotransferase (ALT) and presence/absence of diabetes as covariates had an accuracy of 93% in the discovery cohort and of 92% in the validation cohort. Sensitivity and specificity were 95% and 90% in the discovery cohort and 88% and 100% in the validation cohort, respectively.The area under the receiver operating characteristic (AUROC) for NAS level prediction ranged from 83.7% (CI 75.6% to 91.8%) in the discovery cohort to 97.8% (CI 95.8% to 99.8%) in the validation cohort.The algorithm including RAB14 MFI, age, waist circumference, high-density lipoprotein cholesterol, plasma glucose and ALT levels as covariates to predict the presence of liver fibrosis yielded an AUROC of 95.9% (CI 87.9% to 100%) in the discovery cohort and 99.3% (CI 98.1% to 100%) in the validation cohort, respectively. Accuracy was 99.25%, sensitivity 100% and specificity 95.8% in the discovery cohort and 97.6%, 99% and 89.6% in the validation cohort. This novel biomarker was superior to currently used FIB4, non-alcoholic fatty liver disease fibrosis score and aspartate aminotransferase (AST)-to-platelet ratio and was comparable to ultrasound two-dimensional shear wave elastography.

conclusionsThe proposed novel liquid biopsy is accurate, sensitive and specific in diagnosing the presence and severity of NASH or liver fibrosis and is more reliable than currently used biomarkers. CLINICAL TRIALS: Discovery multicentre cohort: Bariatric Surgery versus Non-Alcoholic Steatohepatitis, BRAVES, ClinicalTrials.gov identifier: NCT03524365.Validation multicentre cohort: Liquid Biopsy for NASH and Fibrosis, LIBRA, ClinicalTrials.gov identifier: NCT04677101.

Indexed as

Liquid BiopsyLiverLiver CirrhosisNon-alcoholic Fatty Liver DiseaseBiomarkersChromatography, LiquidHumansrab GTP-Binding ProteinsTandem Mass SpectrometryBiomarkersRab14 protein, humanrab GTP-Binding ProteinsHEPATIC FIBROSISNONALCOHOLIC STEATOHEPATITIS

Identifiers

PMID35820779
PMCPMC9872242
OpenAlexW4285094431

What OpenQuestion holds

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LicenceCC BY-NC
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Registered trials

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.