Evidence map›Paper›PMID 42525744›Full record

ArticleScience advances2026

Mechanism visualization of nanocluster catalysis via in situ mass spectrometry.

Lili Zhang, Guojie Zhou, Detong Kong, Shanshan Lin, Dingding Lv, Fan Tian, Shunmin Ding, Xiaoyan Sun

Abstract read
In one paragraph

Article in Science advances, 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

8 authors.

Lili ZhangState Key Laboratory of Photoelectric Conversion and Utilization of Solar Energy, Qingdao New Energy Shandong Laboratory, Qingdao Institute of Bioenergy and Bioprocess Technology, Chinese Academy of Sciences, Qingdao 266101, China.ORCID 0009-0003-1467-150X
Guojie ZhouState Key Laboratory of Photoelectric Conversion and Utilization of Solar Energy, Qingdao New Energy Shandong Laboratory, Qingdao Institute of Bioenergy and Bioprocess Technology, Chinese Academy of Sciences, Qingdao 266101, China.
Detong KongState Key Laboratory of Photoelectric Conversion and Utilization of Solar Energy, Qingdao New Energy Shandong Laboratory, Qingdao Institute of Bioenergy and Bioprocess Technology, Chinese Academy of Sciences, Qingdao 266101, China.
Shanshan LinState Key Laboratory of Photoelectric Conversion and Utilization of Solar Energy, Qingdao New Energy Shandong Laboratory, Qingdao Institute of Bioenergy and Bioprocess Technology, Chinese Academy of Sciences, Qingdao 266101, China.
Dingding LvState Key Laboratory of Photoelectric Conversion and Utilization of Solar Energy, Qingdao New Energy Shandong Laboratory, Qingdao Institute of Bioenergy and Bioprocess Technology, Chinese Academy of Sciences, Qingdao 266101, China.ORCID 0000-0002-3998-9667
Fan TianSchool of Chemistry and Environmental Engineering, Wuhan Institute of Technology, Wuhan 430205, China.ORCID 0000-0003-0534-9749
Shunmin DingKey Laboratory of Jiangxi Province for Environment and Energy Catalysis, School of Chemistry and Chemical Engineering, Nanchang University, Nanchang 330031, China.ORCID 0000-0003-4667-5460
Xiaoyan SunState Key Laboratory of Photoelectric Conversion and Utilization of Solar Energy, Qingdao New Energy Shandong Laboratory, Qingdao Institute of Bioenergy and Bioprocess Technology, Chinese Academy of Sciences, Qingdao 266101, China.ORCID 0000-0003-0035-8371

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Visualizing catalytic reaction processes and elucidating their mechanisms continue to pose substantial challenges in the field of catalysis. A comprehensive understanding is often hindered by the inherent heterogeneity of most catalysts and the scarcity of tools capable of correlating structure with activity at atomic resolution. Here, we describe the potency of paper spray ionization mass spectrometry to study molecularly defined nanoclusters in catalytic reactions. We identified key reaction intermediates and tracked their evolution during the reduction of 4-nitrophenol and Suzuki-Miyaura cross-coupling reactions. Critical information about the rate-determining step, the dynamics of active sites, and the catalyst evolutions was obtained, which is difficult to acquire using conventional techniques prevalent in heterogeneous catalysis research. Moreover, we uncovered reaction mechanisms distinct from those previously reported. The approach presented here is expected to play an important role in decoding the "black box" of catalytic reaction processes.

Identifiers

PMID42525744
PMCPMC13418542

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC
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.