Evidence map›Paper›PMID 41745190›Full record

ArticleNanomaterials (Basel, Switzerland)2026

An AOP-Based Integrated In Vitro and In Vivo Assessment of the Non-Genotoxic Carcinogenic Potential of Multi-Walled Carbon Nanotubes.

Minju Kim, Heesung Hwang, Sulhwa Song, Keun-Soo Kim, JuHee Lee, Seung Min Oh

Abstract read
In one paragraph

Article in Nanomaterials (Basel, Switzerland), 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

6 authors.

Minju KimDepartment of Bio-Application Toxicity, Hoseo University, Asan 31499, Republic of Korea.
Heesung HwangDepartment of Bio-Application Toxicity, Hoseo University, Asan 31499, Republic of Korea.
Sulhwa SongDepartment of Nano Fusion Technology, Hoseo University, Asan 31499, Republic of Korea.
Keun-Soo KimDepartment of Bio-Application Toxicity, Hoseo University, Asan 31499, Republic of Korea.ORCID 0000-0002-8275-8362
JuHee LeeDepartment of Bio-Application Toxicity, Hoseo University, Asan 31499, Republic of Korea.ORCID 0000-0003-3538-8298
Seung Min OhDepartment of Bio-Application Toxicity, Hoseo University, Asan 31499, Republic of Korea.

Funding

Hoseo University 2025-0185-01National Research Foundation of Korea 2020R1F1A1077028
6 · The paper itself

Abstract

Multi-walled carbon nanotubes (MWCNTs) are increasingly incorporated into industrial and consumer products, raising concerns about potential carcinogenicity because their physicochemical properties vary widely among materials. Although Mitsui-7 has been classified as possibly carcinogenic to humans (IARC, Group 2B), the carcinogenic potential of domestically manufactured MWCNTs and the determinants underlying material-specific differences remain insufficiently characterized. Here, we applied an adverse outcome pathway (AOP)-oriented integrated testing strategy (ITS) to compare four domestically manufactured MWCNTs with Mitsui-7 using human bronchial epithelial BEAS-2B cells. Acute responses were assessed by measuring cytotoxicity and intracellular reactive oxygen species (ROS). Exposure concentrations for long-term studies were selected using range-finding assays, and cells were then exposed for four weeks at non-cytotoxic concentrations. Following chronic exposure, transformation-related phenotypes were evaluated using anchorage-independent growth, anchorage-dependent clonogenicity, wound healing migration, and Transwell-Matrigel invasion assays, and tumorigenic potential was examined in xenograft models using colony-derived cells. Highly aggregated MWCNTs elicited stronger oxidative stress and were associated with increased proliferation/clonal expansion, enhanced anchorage-independent colony formation, and increased tumor formation in vivo, whereas other materials showed more limited or endpoint-specific responses. Overall, the results indicate that MWCNT-associated carcinogenic potential is material-dependent rather than a uniform class effect and support the utility of an AOP-aligned ITS for nanosafety assessment and hazard differentiation of carbon-based nanomaterials.

Indexed as

adverse outcome pathway (AOP)clonal expansionintegrated testing strategy (ITS)multi-walled carbon nanotubes (MWCNTs)nanosafety assessmentnon-genotoxic carcinogenesisoxidative stresstumorigenicity

Identifiers

PMID41745190
PMCPMC12943768

What OpenQuestion holds

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Registered trials

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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.