Evidence map›Paper›PMID 40313508›Full record

ArticleFrontiers in toxicology2025

Developing a predictive model for blood-brain-barrier permeability to explore relevance of

Siena E Illa, Yumei Feng Earley, Li Li, Dingsheng Li

Abstract read
In one paragraph

Article in Frontiers in toxicology, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers.

0numbers the graph read from it
0cells of the map it votes in
3citing 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

3 citing papers in PubMed.

  1. Frontiers in toxicology · 2026
    Article
  2. Review
  3. Review
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

4 authors.

Siena E IllaSchool of Public Health, University of Nevada, Reno, NV, United States.
Yumei Feng EarleyDepartment of Medicine, University of Rochester Medical Center, Rochester, NY, United States.
Li LiSchool of Public Health, University of Nevada, Reno, NV, United States.
Dingsheng LiSchool of Public Health, University of Nevada, Reno, NV, United States.

Funding

The Neural Mechanisms of HypertensionR01HL122770 · NHLBI · UNIVERSITY OF ROCHESTER · PI FENG EARLEY, YUMEI · 2015 to 2023
$4.2M
Neural mechanisms regulating glucose homeostasisR01DK135621 · NIDDK · UNIVERSITY OF ROCHESTER · PI Yumei Feng Earley · 2023 to 2026
$2.2M
NHLBI NIH HHS R01 HL122770NIDDK NIH HHS R01 DK135621
6 · The paper itself

Abstract

Introduction: Despite recent rapid advancements in Methods: We collected permeability data from parallel artificial membrane permeability assays for brain membranes (PAMPA-BBB) for 106 compounds with varied physicochemical properties. This was utilized to develop an empirical model to expand the potential coverage of chemicals. A list of 23 chemicals with available Results: The PAMPA-BBB predictive model showed promising results, with an R2 of 0.71 (measured vs predicted permeabilities). Considering permeability did not improve the correlation between Discussion: This weak correlation may stem from model uncertainty and the exclusion of other toxicokinetic processes, along with interspecies toxicodynamics differences. Our results indicate more detailed information on how neurotoxic substances behave inside the body is essential to better utilize the

Indexed as

blood-brain-barrierin vitroin vivoneurotoxicitypermeabilitytoxicokinetic

Identifiers

PMID40313508
PMCPMC12044339

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

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.