Evidence map›Paper›PMID 39809821›Full record

ArticleNature communications2025

Molecular dynamics-guided reaction discovery reveals endoperoxide-to-alkoxy radical isomerization as key branching point in α-pinene ozonolysis.

Huan Yang, Umberto Raucci, Siddharth Iyer, Galib Hasan, Thomas Golin Almeida, Shawon Barua, Anni Savolainen, Juha Kangasluoma, Matti Rissanen, Hanna Vehkamäki and 1 more

Abstract read
In one paragraph

Article in Nature communications, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers.

0numbers the graph read from it
0cells of the map it votes in
3citing 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

3 citing papers in PubMed.

  1. Review
  2. Article
  3. The seeds of the future are in the present: A blind exploration of metastable states.Proceedings of the National Academy of Sciences of the United States of America · 2026
    Article
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

11 authors.

Huan Yang *Institute for Atmospheric and Earth System Research/Physics, University of Helsinki, Helsinki, Finland. Huan.yang@mpic.de.ORCID http://orcid.org/0000-0003-4229-3705
Umberto Raucci *Atomistic Simulations, Italian Institute of Technology, Genova, Italy. Umberto.raucci@iit.it.ORCID http://orcid.org/0000-0002-8219-224X
Siddharth Iyer *Aerosol Physics Laboratory, Tampere University, Tampere, Finland.ORCID http://orcid.org/0000-0001-5989-609X
Galib HasanDepartment of Chemistry, University of Helsinki, Helsinki, Finland.
Thomas Golin AlmeidaDepartment of Chemistry, University of Helsinki, Helsinki, Finland.ORCID http://orcid.org/0000-0002-1794-1507
Shawon BaruaAerosol Physics Laboratory, Tampere University, Tampere, Finland.ORCID http://orcid.org/0000-0003-1683-2242
Anni SavolainenAerosol Physics Laboratory, Tampere University, Tampere, Finland.ORCID http://orcid.org/0009-0005-4398-2168
Juha KangasluomaInstitute for Atmospheric and Earth System Research/Physics, University of Helsinki, Helsinki, Finland.
Matti RissanenAerosol Physics Laboratory, Tampere University, Tampere, Finland.ORCID http://orcid.org/0000-0003-0463-8098
Hanna VehkamäkiInstitute for Atmospheric and Earth System Research/Physics, University of Helsinki, Helsinki, Finland.ORCID http://orcid.org/0000-0002-5018-1255
Theo KurténDepartment of Chemistry, University of Helsinki, Helsinki, Finland. Theo.Kurten@helsinki.fi.ORCID http://orcid.org/0000-0002-6416-4931

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Secondary organic aerosols (SOAs) significantly impact Earth's climate and human health. Although the oxidation of volatile organic compounds (VOCs) has been recognized as the major contributor to the atmospheric SOA budget, the mechanisms by which this process produces SOA-forming highly oxygenated organic molecules (HOMs) remain unclear. A major challenge is navigating the complex chemical landscape of these transformations, which traditional hypothesis-driven methods fail to thoroughly investigate. Here, we explore the oxidation of α-pinene, a critical atmospheric biogenic VOC, using a novel reaction discovery approach based on molecular dynamics and state-of-the-art enhanced sampling techniques. Our approach successfully identifies all established reaction pathways of α-pinene ozonolysis, as well as discovers multiple novel species and pathways without relying on a priori chemical knowledge. In particular, we unveil a key branching point that leads to the rapid formation of alkoxy radicals, whose high and diverse reactivity help to explain hitherto unexplained oxidation pathways suggested by mass spectral peaks observed in α-pinene ozonolysis experiments. This branching point is likely prevalent across a variety of atmospheric VOCs and could be crucial in establishing the missing link to SOA-forming HOMs.

Identifiers

PMID39809821
PMCPMC11733028

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Registered trials

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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.