Evidence map›Paper›PMID 41828583›Full record

ArticleInternational journal of molecular sciences2026

Artificial Neural Network-Guided Discovery of Antioxidant Peptides from Peony (

Tianrong Zhang, Xin Wang, Peng Ye, Yuhan Liu, Ming Zhao, Ziyan Liu, Yuan Zhao, Jinling Fan, Bin Zhang

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in International journal of molecular sciences, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

9 authors.

Tianrong ZhangCollege of Food and Bioengineering, Henan University of Science and Technology, Luoyang 471023, China.
Xin WangCollege of Food and Bioengineering, Henan University of Science and Technology, Luoyang 471023, China.
Peng YeDepartment of Chemical Engineering, Tsinghua University, Beijing 100084, China.
Yuhan LiuCollege of Food and Bioengineering, Henan University of Science and Technology, Luoyang 471023, China.
Ming ZhaoCollege of Food and Bioengineering, Henan University of Science and Technology, Luoyang 471023, China.
Ziyan LiuCollege of Food and Bioengineering, Henan University of Science and Technology, Luoyang 471023, China.
Yuan ZhaoCollege of Agriculture/College of Tree Peony, Henan University of Science and Technology, Luoyang 471023, China.
Jinling FanCollege of Food and Bioengineering, Henan University of Science and Technology, Luoyang 471023, China.
Bin ZhangCollege of Food and Bioengineering, Henan University of Science and Technology, Luoyang 471023, China.ORCID 0000-0003-2811-7158

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Peony seed meal (PSM), a protein-rich by-product of oil extraction from

Indexed as

AntioxidantsNeural Networks, ComputerPaeoniaPeptidesSeedsBioactive Peptides, DietaryHep G2 CellsHumansKelch-Like ECH-Associated Protein 1Molecular Docking SimulationMolecular Dynamics SimulationProteomicsAntioxidantsBioactive Peptides, DietaryKEAP1 protein, humanKelch-Like ECH-Associated Protein 1Peptidesantioxidant peptideartificial neural networkKeap1–Nrf2 pathwaymolecular dockingmolecular dynamics simulationpeony seed mealpeptidomics

Identifiers

PMID41828583
PMCPMC12986296

What OpenQuestion holds

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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.