Evidence map›Paper›PMID 40878698›Full record

ReviewAdvanced science (Weinheim, Baden-Wurttemberg, Germany)2025

Multi-Dimensional Synergistic Engineering for Boosting Nanozyme Catalysis.

Yuechun Li, Zhaowen Cui, Chenxin Ji, Cancan Jia, Wentao Zhang, Jianlong Wang, Yizhong Shen

Abstract readReview
In one paragraph

Review in Advanced science (Weinheim, Baden-Wurttemberg, Germany), 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 10 papers.

0numbers the graph read from it
0cells of the map it votes in
10citing 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

10 citing papers in PubMed.

  1. Sulfur-modified VRSC advances · 2026
    Article
  2. Review
  3. Review
  4. External Stimuli-Activable Single-Atom Nanozymes for Bioapplications.Small (Weinheim an der Bergstrasse, Germany) · 2026
    Review
  5. Lewis Pair-Engineered CuMnOAdvanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026
    Article
  6. Review
  7. Review
  8. Review
  9. Review
  10. Multi-Dimensional Synergistic Engineering for Boosting Nanozyme Catalysis.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2025
    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

7 authors.

Yuechun LiCollege of Food Science and Engineering, Northwest A&F University, 22 Xinong Road, Yangling, Shaanxi, 712100, China.ORCID https://orcid.org/0000-0002-6550-6569
Zhaowen CuiCollege of Food Science and Engineering, Northwest A&F University, 22 Xinong Road, Yangling, Shaanxi, 712100, China.
Chenxin JiCollege of Food Science and Engineering, Northwest A&F University, 22 Xinong Road, Yangling, Shaanxi, 712100, China.
Cancan JiaSchool of Food and Biological Engineering, Hefei University of Technology, 193 Tunxi Road Hefei, Anhui, 230009, China.
Wentao ZhangCollege of Food Science and Engineering, Northwest A&F University, 22 Xinong Road, Yangling, Shaanxi, 712100, China.
Jianlong WangCollege of Food Science and Engineering, Northwest A&F University, 22 Xinong Road, Yangling, Shaanxi, 712100, China.ORCID https://orcid.org/0000-0003-3529-542X
Yizhong ShenSchool of Food and Biological Engineering, Hefei University of Technology, 193 Tunxi Road Hefei, Anhui, 230009, China.ORCID https://orcid.org/0000-0002-4463-3729

Funding

National Key Research and Development Program of China 2023YFE0103300National Science Foundation of China 22 422 604 32 472 438Qinchuangyuan "Scientist+Engineer" 2022KXJ-070Qinghai Special Project of Innovation Platform for Basic Conditions of Scientific Research of China 2022-ZJ-Y18State Key Laboratory of Analytical Chemistry for Life ScienceTalent Promotion Program-Science & Technology Innovation Team of Shaanxi 2023-CX-TD-55
6 · The paper itself

Abstract

Pursuing nanozymes with predominant catalytic activities holds great potential in meeting the needs of multi-field applications, such as in the environment, yet remains challenging. Herein, the cutting-edge strategies for boosting nanozyme catalysis are systematically analyzed from four synergistic dimensions, and a theoretical framework is developed integrating morphological structure, electronic structure, external stimulation, and machine learning (ML)-aided design. From the morphological perspective, the structure-activity relationship between nanostructures and catalytic performance is elucidated, revealing the regulatory mechanism underlying active site exposure, substrate accessibility, and electron transfer kinetics. Subsequently, the electronic structure governed by catalytic activities through precisely optimizing adsorption energy and reaction pathways, such as d-band center, e

Indexed as

NanostructuresCatalysisMachine LearningStructure-Activity Relationshipboosting nanozyme catalysiselectronic structureexternal regulationmachine learningmorphological structure

Identifiers

PMID40878698
PMCPMC12533333

What OpenQuestion holds

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LicenceCC BY
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.