Evidence map›Paper›PMID 41521364›Full record

ReviewNano-micro letters2026

Bright Sparks of Single-Atom and Nano-Islands in Catalysis: Breaking Activity-Stability Trade-Off.

Xinyu Liu, Suhua Chen, Shenglian Luo, Bo Li, Jiajie Wang, Gaoxia Zhang, Yuqi Zhu, Jianping Zou

Abstract readReview
In one paragraph

Review in Nano-micro letters, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers.

0numbers the graph read from it
0cells of the map it votes in
4citing 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

4 citing papers in PubMed.

  1. Review
  2. Article
  3. Review
  4. 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

8 authors.

Xinyu LiuKey Laboratory of Jiangxi Province for Persistent Pollutants Control and Resource Reuse, School of Environmental and Chemical Engineering, Nanchang Hangkong University, Nanchang, 330063, People's Republic of China.
Suhua ChenKey Laboratory of Jiangxi Province for Persistent Pollutants Control and Resource Reuse, School of Environmental and Chemical Engineering, Nanchang Hangkong University, Nanchang, 330063, People's Republic of China. s-hchen@nchu.edu.cn.
Shenglian LuoKey Laboratory of Jiangxi Province for Persistent Pollutants Control and Resource Reuse, School of Environmental and Chemical Engineering, Nanchang Hangkong University, Nanchang, 330063, People's Republic of China. sllou@hnu.edu.cn.
Bo LiSchool of Environment and Energy, South China University of Technology, Guangzhou Higher Education Mega Centre, Guangzhou, 510006, People's Republic of China. bondboli@163.com.
Jiajie WangKey Laboratory of Jiangxi Province for Persistent Pollutants Control and Resource Reuse, School of Environmental and Chemical Engineering, Nanchang Hangkong University, Nanchang, 330063, People's Republic of China.
Gaoxia ZhangCarbon Neutrality Research Institute of Power China Jiangxi Electric Power Construction Co., Ltd., Nanchang, 330001, People's Republic of China.
Yuqi ZhuKey Laboratory of Jiangxi Province for Persistent Pollutants Control and Resource Reuse, School of Environmental and Chemical Engineering, Nanchang Hangkong University, Nanchang, 330063, People's Republic of China.
Jianping ZouKey Laboratory of Jiangxi Province for Persistent Pollutants Control and Resource Reuse, School of Environmental and Chemical Engineering, Nanchang Hangkong University, Nanchang, 330063, People's Republic of China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Single-atom catalysts (SACs) are among the most cutting-edge catalysts in the multiphase catalysis track due to their unique geometrical and electronic properties, the highest atom utilization efficiency, and uniform active sites. SACs have been facing an unresolved problem in practical applications: the opposing contradiction of activity-stability. The successful development of single-atom nano-islands (SANIs) cleverly combines the ultra-high atom utilization efficiency of SACs with the confinement effect and structural stability of nano-island structures, realizing the "moving but not aggregation" of SACs, which fundamentally solves this inherent contradiction. Although research on the precise loading of single atoms on nano-islands continues to advance, existing reviews have not yet established a closed-loop cognitive framework encompassing "models-synthesis-high stability mechanisms-high activity essence-applications." This work fills this critical gap by systematically integrating the basic conceptual models and cutting-edge synthesis strategies of SANIs, focusing on revealing the underlying mechanisms by which SANIs overcome the stability bottleneck of SACs, elucidating the role of nano-islands and their synergistic mechanisms to clarify the high activity essence, and establishing the structure-activity relationship between atomic confinement effects and macroscopic performance, ultimately achieving breakthrough validation across catalytic systems. This review aims to open new perspectives, drive a paradigm shift in understanding the multi-dimensional advantages of SANIs, and thereby spur breakthrough progress in this frontier field.

Indexed as

Bright sparksInteractionsMechanismsNano-islandsSingle-atom catalysts

Identifiers

PMID41521364
PMCPMC12791110

What OpenQuestion holds

Textmetadata
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.