Evidence map›Paper›PMID 41104048›Full record

ArticleMaterials today. Bio2025

Understanding the role of polyethylene glycol coating in reducing the subcellular toxicity of MXene nanoparticles using a large multimodal model.

Aditya Yadav, Eugene Lee, Rui Chen, Soryong R Chae, Yujie Sun, Jiajie Diao

Abstract read
In one paragraph

Article in Materials today. Bio, 2025. 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. Article
  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

6 authors.

Aditya YadavDepartment of Cancer Biology, University of Cincinnati College of Medicine, Cincinnati, OH, 45267, USA.
Eugene LeeDepartment of Cancer Biology, University of Cincinnati College of Medicine, Cincinnati, OH, 45267, USA.
Rui ChenDepartment of Cancer Biology, University of Cincinnati College of Medicine, Cincinnati, OH, 45267, USA.
Soryong R ChaeDepartment of Chemical and Environmental Engineering, University of Cincinnati, Cincinnati, OH, 45221, USA.
Yujie SunDepartment of Chemistry, University of Cincinnati, Cincinnati, OH, 45221, USA.
Jiajie DiaoDepartment of Cancer Biology, University of Cincinnati College of Medicine, Cincinnati, OH, 45267, USA.

Funding

The crosstalk of organelles involved in autophagosome biogenesisR35GM128837 · NIGMS · UNIVERSITY OF CINCINNATI · PI Jiajie Diao · 2018 to 2026
$3.3M
NIGMS NIH HHS R35 GM128837
6 · The paper itself

Abstract

MXenes exhibit remarkable properties such as high electrical conductivity, mechanical strength, and versatile surface chemistry, positioning them as promising candidates for various applications in energy storage, biomedical engineering, and environmental remediation. However, concerns regarding their potential toxicity necessitate a deeper understanding of their interactions with biological systems. This study investigates the subcellular interactions of MXenes, focusing on the mitochondria, endoplasmic reticulum (ER), and lysosomes. Using structured illumination microscopy (SIM), the observations reveal that MXenes exhibit selective toxicity, primarily causing structural damage to the ER, while leaving mitochondria and lysosomes largely unaffected. This organelle-specific toxicity appears to be linked to the negative surface charge of MXenes, which modulates their interactions with cellular components. Notably, surface modification of MXenes with polyethylene glycol (PEG) significantly reduces ER toxicity, thereby improving biocompatibility and offering a promising strategy for safer biomedical applications. Building on these findings, it also introduces a novel methodology that employs a large multimodal model (LMM), a state-of-the-art artificial intelligence (AI) framework, for the automated analysis and interpretation of super-resolution microscopy images.

Indexed as

Artificial intelligenceLarge multimodal modelMXenesPolyethylene glycolStructured illumination microscopySubcellular interactionsToxicity

Identifiers

PMID41104048
PMCPMC12524171

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC-ND
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.