Evidence map›Paper›PMID 42007069›Full record

ArticleACS measurement science au2026

Dark Reactions in Microdroplets Explain Widespread Artifacts in Metabolomic Profiling.

Xiaowei Song, Jinheng Xu, Chenglong Sun, Lecheng Lyu, Hongqian Kui, Ruiping Zhang, Zeper Abliz, Richard N Zare

Abstract read
In one paragraph

Article in ACS measurement science au, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 5 papers.

0numbers the graph read from it
0cells of the map it votes in
5citing 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

5 citing papers in PubMed.

  1. Article
  2. Article
  3. Alkamines reveal a hidden layer of steroid and drug metabolism.bioRxiv : the preprint server for biology · 2026
    Article
  4. Pan-Metabolomics Repository Mapping of the Carnitine Landscape.bioRxiv : the preprint server for biology · 2026
    Article
  5. Navigating the conjugated metabolome.bioRxiv : the preprint server for biology · 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

8 authors.

Xiaowei SongDepartment of Chemistry, Stanford University, Stanford, 94305 California, United States.ORCID https://orcid.org/0000-0003-3611-2816
Jinheng XuDepartment of Chemistry, Stanford University, Stanford, 94305 California, United States.ORCID https://orcid.org/0009-0007-1187-5389
Chenglong SunSchool of Pharmaceutical Sciences, Qilu University of Technology, Jinan 250014, China.
Lecheng LyuDepartment of Chemistry, Stanford University, Stanford, 94305 California, United States.ORCID https://orcid.org/0009-0009-0599-700X
Hongqian KuiState Key Laboratory of Bioactive Substance and Function of Natural Medicines, Institute of Materia Medica, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing 100050, China.
Ruiping ZhangState Key Laboratory of Bioactive Substance and Function of Natural Medicines, Institute of Materia Medica, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing 100050, China.ORCID https://orcid.org/0000-0001-6482-9991
Zeper AblizState Key Laboratory of Bioactive Substance and Function of Natural Medicines, Institute of Materia Medica, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing 100050, China.ORCID https://orcid.org/0000-0002-4876-2392
Richard N ZareDepartment of Chemistry, Stanford University, Stanford, 94305 California, United States.ORCID https://orcid.org/0000-0001-5266-4253

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Reliable ion annotation and identification remain persistent challenges in mass-spectrometry-based untargeted metabolomics. Here, we elucidate the identities, sources, and formation mechanisms of numerous previously unexplained ions by showing that microdroplets formed during electrospray ionization can promote a wide array of chemical transformations. These include redox, addition, condensation, reductive amination, decarboxylative coupling, and radical reactions, many of which are facilitated at the gas-aqueous interface by reactive oxygen and nitrogen species. Activation of metabolite chemical bonds generates cations, anions, and radical intermediates through the loss of protons, electrons, or functional groups, ultimately leading to bond formation and the generation of artifactual ions or false positive ions. These artifacts are frequently misassigned as endogenous metabolites and account for hundreds of thousands of previously unidentified features. As an example, we show that in a recently published untargeted metabolomics analysis of 1969 ions, the annotation rate was substantially improved to over 50% from the previous value of 9%, showing the importance of this new form of identification. Finally, we describe practical strategies to minimize artifactual ion formation, thereby improving the reliability of metabolomic analyses.

Indexed as

dark metabolomicselectrospray ionizationinterfacial chemistrymass spectrometrywater microdroplet

Identifiers

PMID42007069
PMCPMC13087934

What OpenQuestion holds

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LicenceCC BY-NC-ND
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.