Evidence map›Paper›PMID 42270945›Full record

ArticleScientific reports2026

Electronic and molecular dynamics mechanisms of wogonin adsorption on graphene nanocarriers.

Xiong Li, Wenxu Yang, Tao Yang, Wei Hu, Zuojian Zhou, Chenjun Hu, Jian Zhang, Kongfa Hu

Abstract read
In one paragraph

Article in Scientific reports, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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0citing papers in PubMed
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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

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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

8 authors.

Xiong LiJiangsu Province Engineering Research Center of TCM Intelligence Health Service, School of Artificial Intelligence and Information Technology, Nanjing University of Chinese Medicine, Nanjing, 210023, China. xli@njucm.edu.cn.ORCID http://orcid.org/0000-0002-1899-6542
Wenxu Yang *School of Pharmacy, Nanjing University of Chinese Medicine, Nanjing, 210023, China.
Tao YangJiangsu Province Engineering Research Center of TCM Intelligence Health Service, School of Artificial Intelligence and Information Technology, Nanjing University of Chinese Medicine, Nanjing, 210023, China.
Wei HuDepartment of Pharmacy, Nanjing University Medical School Affiliated Nanjing Drum Tower Hospital, Nanjing, 210008, China. huwei1929@sina.com.
Zuojian ZhouJiangsu Province Engineering Research Center of TCM Intelligence Health Service, School of Artificial Intelligence and Information Technology, Nanjing University of Chinese Medicine, Nanjing, 210023, China.
Chenjun HuJiangsu Province Engineering Research Center of TCM Intelligence Health Service, School of Artificial Intelligence and Information Technology, Nanjing University of Chinese Medicine, Nanjing, 210023, China.
Jian ZhangYangtze Delta Region Academy in Jiaxing, Beijing Institute of Technology, Jiaxing, 314019, China.
Kongfa HuJiangsu Province Engineering Research Center of TCM Intelligence Health Service, School of Artificial Intelligence and Information Technology, Nanjing University of Chinese Medicine, Nanjing, 210023, China.

Funding

The Open Project of Chinese Materia Medica First-Class Discipline of Nanjing University of Chinese Medicine No. ZYXYL2024-003The Project of Institute of Chinese Medicine, Nanjing University No. ICM2024037
6 · The paper itself

Abstract

Graphene is a promising substrate for adsorbing bioactive molecules like wogonin. This study investigates their adsorption mechanism using density functional theory (DFT) and 20 ns molecular dynamics (MD) simulations. Results show adsorption significantly enhances wogonin's planarity (MPP decreases from 0.244 to 0.173) and π-electron delocalization. Hirshfeld analysis confirms physical adsorption with negligible charge transfer. Crucially, binding energies calculated via B3LYP-D3 with gCP correction and high-level wB97X-D3 are - 149.45 and - 134.75 kJ/mol, respectively, while IGMH analysis visually confirms the dominance of π-π stacking. Furthermore, 20 ns MD trajectories demonstrate excellent dynamic stability in a biologically relevant aqueous environment without dissociation. This work provides a robust theoretical baseline for developing graphene-based drug delivery and biosensing platforms for traditional Chinese medicine components.

Indexed as

DFTElectronic propertiesGrapheneMDMolecular structureWogonin

Identifiers

PMID42270945
PMCPMC13542121

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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.