Evidence map›Paper›PMID 40046382›Full record

ReviewCureus2025

Efficacy of Non-invasive Biomarkers in Diagnosing Non-alcoholic Fatty Liver Disease (NAFLD) and Predicting Disease Progression: A Systematic Review.

Sheenam Garg, Mansey Varghese, Fahmida Shaik, Fnu Jatin, Dheerja Sachdeva, Fathima Wafa Eranhikkal, Sweta Sahu, Salma Younas

Abstract readReview
In one paragraph

Review in Cureus, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 7 papers.

0numbers the graph read from it
0cells of the map it votes in
7citing papers in PubMed
–field-weighted citation impact
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

7 citing papers in PubMed.

  1. Article
  2. Article
  3. Review
  4. Review
  5. Article
  6. Article
  7. Article
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

8 authors.

Sheenam GargMedicine, Punjab Institute of Medical Sciences, Jalandhar, IND.
Mansey VargheseMedicine, SMBT Institute of Medical Sciences and Research Centre, Nashik, IND.
Fahmida ShaikMedical Education, Gandhi Medical College, Secunderabad, IND.
Fnu JatinInternal Medicine, Maharaja Agrasen Medical College, Sonipat, IND.
Dheerja SachdevaInternal Medicine, Hamdard Institute of Medical Sciences and Research, New Delhi, IND.
Fathima Wafa EranhikkalMedicine, Teaching University Geomedi, Tablisi, GEO.
Sweta SahuInternal Medicine, J.J.M. Medical College, Davanagere, IND.
Salma YounasPharmacy, Punjab University College of Pharmacy, Lahore, PAK.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Non-alcoholic fatty liver disease (NAFLD) is a leading cause of chronic liver disease, with significant global prevalence and a strong association with metabolic syndrome, obesity, and diabetes. Early diagnosis and prediction of disease progression are critical for effective management. Non-invasive biomarkers have emerged as promising alternatives to liver biopsy, offering safer and more accessible diagnostic and prognostic options. This systematic review evaluates the efficacy of non-invasive biomarkers in diagnosing NAFLD and predicting disease progression, focusing on diagnostic accuracy, clinical utility, and limitations. A systematic review was conducted following Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) guidelines, including studies published between 2010 and 2024. Databases such as PubMed, Embase, and Scopus were searched using relevant keywords and Boolean operators. Inclusion criteria comprised studies evaluating adults (18+) with NAFLD using non-invasive biomarkers, compared to liver biopsy or other standards, and reporting diagnostic metrics such as sensitivity, specificity, and area under the curve (AUC). Data were extracted systematically, and study quality was assessed using QUADAS-2 (Quality Assessment of Diagnostic Accuracy Studies) and the Newcastle-Ottawa Scale. The nine studies include a range of biomarkers such as serum markers (Pro-C3, NIS4), imaging techniques (MRI-PDFF, cT1), and composite scores (cTAG, NFS). Diagnostic accuracy was high, with area under the curve (AUC) values ranging from 0.81 to 0.90 for detecting significant fibrosis and at-risk non-alcoholic steatohepatitis (NASH). Imaging tools such as MRI-PDFF offered superior reproducibility and whole-liver assessments, while composite biomarkers such as NIS4 demonstrated robust sensitivity but moderate specificity. Notable heterogeneity in populations and methodologies was observed. Non-invasive biomarkers show comparable diagnostic performance to liver biopsy while offering significant advantages in safety, scalability, and patient adherence. However, gaps remain, including the need for validation in diverse populations and improved specificity for advanced fibrosis. Integrating non-invasive biomarkers into clinical practice could revolutionize NAFLD management by enabling early diagnosis, guiding treatment, and reducing reliance on invasive methods. Future research should focus on validating these tools across diverse cohorts and developing novel biomarkers to address existing limitations.

Indexed as

diagnosisdiagnostic efficacyefficacynon-alcoholic fatty liver disease (nafld)non-invasive biomarker

Identifiers

PMID40046382
PMCPMC11881788

What OpenQuestion holds

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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.