Evidence map›Paper›PMID 41669373›Full record

ArticleBMC methods2026

Road map for primary hepatocyte qualification in human liver organ models.

Mahboubeh Varmazyad, Dillon C Gavlock, Michael W Castiglione, Richard DeBiasio, Gregory LaRocca, Celeste Reese, Lawrence A Vernetti, Mark Schurdak, Andrew M Stern, D Lansing Taylor and 2 more

Abstract read
In one paragraph

Article in BMC methods, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing 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

2 citing papers in PubMed.

  1. Review
  2. 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

12 authors.

Mahboubeh VarmazyadOrgan Pathobiology and Therapeutic Institute, University of Pittsburgh, Pittsburgh, PA 15261 USA.
Dillon C GavlockOrgan Pathobiology and Therapeutic Institute, University of Pittsburgh, Pittsburgh, PA 15261 USA.
Michael W CastiglioneOrgan Pathobiology and Therapeutic Institute, University of Pittsburgh, Pittsburgh, PA 15261 USA.
Richard DeBiasioOrgan Pathobiology and Therapeutic Institute, University of Pittsburgh, Pittsburgh, PA 15261 USA.
Gregory LaRoccaOrgan Pathobiology and Therapeutic Institute, University of Pittsburgh, Pittsburgh, PA 15261 USA.
Celeste ReeseOrgan Pathobiology and Therapeutic Institute, University of Pittsburgh, Pittsburgh, PA 15261 USA.
Lawrence A VernettiOrgan Pathobiology and Therapeutic Institute, University of Pittsburgh, Pittsburgh, PA 15261 USA.
Mark SchurdakOrgan Pathobiology and Therapeutic Institute, University of Pittsburgh, Pittsburgh, PA 15261 USA.
Andrew M SternOrgan Pathobiology and Therapeutic Institute, University of Pittsburgh, Pittsburgh, PA 15261 USA.
D Lansing TaylorOrgan Pathobiology and Therapeutic Institute, University of Pittsburgh, Pittsburgh, PA 15261 USA.
Mark T MiedelOrgan Pathobiology and Therapeutic Institute, University of Pittsburgh, Pittsburgh, PA 15261 USA.
Jacquelyn A BrownOrgan Pathobiology and Therapeutic Institute, University of Pittsburgh, Pittsburgh, PA 15261 USA.

Funding

Qualification of Patient-Derived Biomimetic Liver MPS as Drug Discovery Tools for Drug Metabolism, Toxicity, Drug Efficacy Testing and Clinical Trial Cohort SelectionU2CTR004863 · NCATS · UNIVERSITY OF PITTSBURGH AT PITTSBURGH · PI Mark T. Miedel, Mark E Schurdak · 2024 to 2026
$6.1M
Implementing A QSP Platform to Predict and Test Drugs for Metabolic Associated Fatty Liver Disease Genetic Variants in an iPSC-cell Based Human Biomimetic Liver Microphysiology SystemR01DK135606 · NIDDK · UNIVERSITY OF PITTSBURGH AT PITTSBURGH · PI Mark T. Miedel · 2024 to 2026
$1.9M
Opera Phenix High-Content Imaging System for Drug DiscoveryS10OD028450 · OD · UNIVERSITY OF PITTSBURGH AT PITTSBURGH · PI TAYLOR, D. LANSING · 2020 to 2020
$1.0M
Re-engineering a human 3D liver tissue model for non-alcoholic fatty liver disease for drug screeningUH3TR004124 · NCATS · UNIVERSITY OF PITTSBURGH AT PITTSBURGH · PI Mark T. Miedel · 2024 to 2026
$716k
NCATS NIH HHS U2C TR004863NCATS NIH HHS UH3 TR004124NIDDK NIH HHS R01 DK135606NIH HHS S10 OD028450
6 · The paper itself

Abstract

Background: Microphysiological systems (MPS) are powerful tools for modeling human organ function and evaluating therapeutic interventions. The performance and translational relevance of MPS are highly dependent on the quality and suitability of the cells used. Given the expanding array of primary and stem cell-derived sources, there is a critical need for systematic frameworks to guide cell selection, particularly for disease-specific applications such as Metabolic Dysfunction-Associated Steatotic Liver Disease (MASLD). Methods: We developed a phased, stepwise methodology to evaluate and select primary human hepatocytes for use in a liver MPS model of MASLD. The protocol incorporates assessments of cell source quality, plating efficiency, viability, baseline liver function, and responsiveness to disease-inducing conditions. Quantitative metrics and pass/fail criteria were applied at each stage to ensure consistent and reproducible evaluation across cell lots. Results: Application of the protocol enabled effective triaging of hepatocyte sources, distinguishing cell lots with superior plating performance and functional profiles. Selected hepatocytes exhibited robust expression of liver-specific markers, maintained metabolic activity, and demonstrated disease-relevant phenotypes under MASLD-inducing conditions. Discussion: This structured evaluation framework facilitates the identification of high-quality hepatocytes for MPS liver models, improving reproducibility and disease modeling accuracy. While this protocol was tailored for MASLD, the approach is adaptable to other liver diseases or applications. Limitations include potential variability in donor tissue availability and the need for standardization across laboratories. Clinical trial number: Not applicable. Supplementary Information: The online version contains supplementary material available at 10.1186/s44330-026-00058-7.

Indexed as

Cell selection frameworkHepatocyte functional evaluationLiver disease modelingMetabolic Dysfunction-Associated steatotic liver disease (MASLD)Microphysiological systems (MPS)Primary human hepatocytes

Identifiers

PMID41669373
PMCPMC12883510

What OpenQuestion holds

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LicenceCC BY
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Registered trials

None linked

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.