Evidence map›Paper›PMID 40319041›Full record

ArticleScientific reports2025

Understanding stability and reactivity of transition metal single-atoms on graphene.

Wesley Oliveira Morais, João Paulo Cerqueira Felix, Gabriel Reynald da Silva, Carlos Maciel de Oliveira Bastos, Alexandre C Dias, Efracio Mamani Flores, Celso R C Rêgo, Vinícius da Silva Ramos de Sousa, Diego Guedes-Sobrinho, Maurício J Piotrowski

Abstract read
In one paragraph

Article in Scientific reports, 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

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3 · Its place in the literature

Who cites it

2 citing papers in PubMed.

  1. BSrPrecision chemistry · 2026
    Article
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4 · The record

Corrections and comments

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5 · Who and what money

Authors and funding

10 authors.

Wesley Oliveira MoraisDepartment of Physics, Federal University of Pelotas, Pelotas, 96010-900, Brazil.
João Paulo Cerqueira FelixInstitute of Physics Armando Dias Tavares, Rio de Janeiro State University, Rio de Janeiro, 20550-900, Brazil.
Gabriel Reynald da SilvaChemistry Department, Federal University of Paraná, Curitiba, 81531-980, Brazil.
Carlos Maciel de Oliveira BastosInstitute of Physics and International Center of Physics, University of Brasília, Brasília, 70919-970, Brazil.
Alexandre C DiasInstitute of Physics and International Center of Physics, University of Brasília, Brasília, 70919-970, Brazil.
Efracio Mamani FloresDepartment of Physics, Jorge Basadre Grohmann National University, Tacna, 23000, Peru.
Celso R C RêgoInstitute of Nanotechnology Hermann-von-Helmholtz-Platz, Karlsruhe Institute of Technology, Karlsruhe, 76021, Germany. celso.rego@kit.edu.
Vinícius da Silva Ramos de SousaInstitute of Physics Armando Dias Tavares, Rio de Janeiro State University, Rio de Janeiro, 20550-900, Brazil.
Diego Guedes-SobrinhoChemistry Department, Federal University of Paraná, Curitiba, 81531-980, Brazil.
Maurício J PiotrowskiDepartment of Physics, Federal University of Pelotas, Pelotas, 96010-900, Brazil.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Recently, single-atom catalysts (SACs) based on transition metals (TMs) have been identified as highly active catalysts with excellent atomic efficiency, reduced consumption of expensive materials, well-defined active centers, and tunable activity and selectivity. Furthermore, when carbon-based supports (including graphene-derived materials) are employed in SACs, their unique structural and electronic properties, such as high electrical conductivity and mechanical strength, can be integrated. However, for this application, the primary objective is to maintain proper stability-reactivity balance, ensuring the system remains stable while preserving its high chemical activity. In this context, we explore the adsorption behavior of TM single atoms (Co, Ni, Rh, Pd, Ir, Pt) on pristine graphene (pGR), hexagonal boron nitride (hBN), and graphene with monovacancies (GRm) using DFT-PBE+D3 calculations. From the adsorption energy trends, we observe weak chemisorption on pGR and physisorption on hBN, with adsorption energies ranging from 0.5 eV (Co/hBN) to 1.80 eV (Rh/pGR). In contrast, the adsorption strength is significantly enhanced on GRm (strong chemisorption), with adsorption energies reaching up to 9.11 eV for Ir/GRm, attributed to the strong defect-induced reactivity and improved orbital overlap. Electronic structure analysis reveals that pGR retains its semimetallic nature, hBN remains an insulator, and GRm transitions to metallic behavior due to the strong interactions between TM-C. Bader charge analysis indicates significant charge transfer in GRm, consistent with its catalytic potential, while hybridization indices show substantial pd orbital mixing, favoring improved TM anchoring. Thus, our results identify GRm as the most promising substrate for SACs, pGR as a balanced platform for controlled reactivity, and hBN as a stable support for selective catalysis or dielectric applications. Finally, defect engineering is a powerful strategy for designing next-generation catalysts, ensuring the right balance between stability and reactivity.

Indexed as

AdsorptionDensity functional theoryNanocatalysisSingle-atom catalystsSubstratesTransition-metalsvan der Waals

Identifiers

PMID40319041
PMCPMC12049553

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