Evidence map›Paper›PMID 41971799›Full record

ReviewFundamental research2026

Design strategies for dual-atom and multi-atom catalysts: Unlocking synergistic interactions in carbon-based electrocatalysis.

Xuanni Lin, Zhengfei Chen, Zhongjian Li, Bin Yang, Qinghua Zhang, Jianguo Lv, Lecheng Lei, Yuanyuan Li, Raul D Rodriguez, Yang Hou

Abstract readReview
In one paragraph

Review in Fundamental research, 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

10 authors.

Xuanni LinSchool of Biological and Chemical Engineering, Ningbo Tech University, Ningbo 315100, China.
Zhengfei ChenSchool of Biological and Chemical Engineering, Ningbo Tech University, Ningbo 315100, China.
Zhongjian LiKey Laboratory of Biomass Chemical Engineering of Ministry of Education, College of Chemical and Biological Engineering, Zhejiang University, Hangzhou 310027, China.
Bin YangKey Laboratory of Biomass Chemical Engineering of Ministry of Education, College of Chemical and Biological Engineering, Zhejiang University, Hangzhou 310027, China.
Qinghua ZhangKey Laboratory of Biomass Chemical Engineering of Ministry of Education, College of Chemical and Biological Engineering, Zhejiang University, Hangzhou 310027, China.
Jianguo LvState Key Laboratory of Silicon Materials, Key Laboratory for Biomedical Engineering of Ministry of Education, School of Materials Science and Engineering, Zhejiang University, Hangzhou 310027, China.
Lecheng LeiKey Laboratory of Biomass Chemical Engineering of Ministry of Education, College of Chemical and Biological Engineering, Zhejiang University, Hangzhou 310027, China.
Yuanyuan LiWallenberg Wood Science Center, Department of Fiber and Polymer Technology, KTH Royal Institute of Technology, Stockholm 10044, Sweden.
Raul D RodriguezTomsk Polytechnic University, Tomsk 634050, Russia.
Yang HouSchool of Biological and Chemical Engineering, Ningbo Tech University, Ningbo 315100, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Carbon-based heteronuclear diatomic and multi-atomic catalysts (e.g., tri-atomic, quadri-atomic, and penta-atomic systems) have emerged as a promising class of materials capable of overcoming the scaling relationship limitations inherent to single-atom catalysts. These advanced catalysts exhibit unique advantages in catalyzing complex reactions involving multi-intermediate processes and proton-coupled electron transfer, offering enhanced activity, selectivity, and tunability. However, the fundamental interaction mechanisms between heteronuclear sites in dual-atom and multi-atom systems remain poorly understood, hindering their rational design. Moreover, conventional synthesis methods often lead to the aggregation of heteronuclear metal atoms, posing significant challenges for the precise structural control required for electrocatalytic applications in the future. This review provides a comprehensive analysis of recent breakthroughs in the field, focusing on the synergistic coupling interactions between diatomic and multi-atomic sites, emerging catalytic mechanism research methods, innovative synthesis strategies for heteronuclear catalysts, and the integration of high-throughput screening and machine learning with theoretical calculations to accelerate catalyst discovery. By elucidating the underlying principles governing these systems, we aim to establish robust design guidelines for heteronuclear diatomic and multi-atomic catalysts in energy conversion and environmental remediation. Furthermore, this review highlights future directions for unraveling catalytic mechanisms and developing scalable fabrication methods, paving the way for the next generation of advanced electrocatalysts.

Indexed as

Carbon-based heteronuclear metal atom catalystsElectrocatalystsHigh-throughput screeningInteraction mechanismMachine learningSynthesis strategy

Identifiers

PMID41971799
PMCPMC13069863

What OpenQuestion holds

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LicenceCC BY-NC-ND
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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.