Evidence map›Paper›PMID 40668817›Full record

ArticlePloS one2025

Chemometric analysis of ethoxylated polymer products using extracted MALDI-TOF-MS peak distribution features.

Elizabeth Dickinson, Richard N Cawthorne, Peter Dodds, Graham M Atkinson, Pablo F García Thomas, Lucy Jones, Molly Crosbie, Janet Cook, Julie Wilson

Abstract read
In one paragraph

Article in PloS one, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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0citing papers in PubMed
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1 · What the graph read from it

What it found

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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

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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

9 authors.

Elizabeth DickinsonDepartment of Mathematics, University of York, Heslington, York, United Kingdom.ORCID https://orcid.org/0000-0001-8961-3230
Richard N CawthorneCroda Europe Ltd, Goole, East Yorkshire, United Kingdom.
Peter DoddsCroda Europe Ltd, Goole, East Yorkshire, United Kingdom.
Graham M AtkinsonCroda Europe Ltd, Goole, East Yorkshire, United Kingdom.
Pablo F García ThomasCroda Europe Ltd, Goole, East Yorkshire, United Kingdom.
Lucy JonesCroda Europe Ltd, Goole, East Yorkshire, United Kingdom.
Molly CrosbieCroda Europe Ltd, Goole, East Yorkshire, United Kingdom.
Janet CookCroda Europe Ltd, Goole, East Yorkshire, United Kingdom.
Julie WilsonDepartment of Mathematics, University of York, Heslington, York, United Kingdom.ORCID https://orcid.org/0000-0002-5171-8480

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

MALDI-TOF MS (matrix-assisted laser desorption/ionization time-of-flight mass spectrometry) of ethoxylate products produces spectra with distributions of regularly spaced peaks resulting from the addition of monomer units of ethylene oxide to the oligomer. We show that overlapping peak distributions from the different ethoxylated constituents of natural raw materials can be resolved, so that features of the individual distributions (m/z at distribution maximum, intensity at the distribution maximum, width of the distribution at half height, and ratio of the distribution to the major peak distribution) can be extracted and used with statistical pattern recognition techniques to study ethoxylated products. Crucially, we weight the extracted features, so that features from a distribution with a high ratio to the main distribution are given more importance ('ratio-scaled'). We exemplify the method by characterizing the structural variation between types of compositionally diverse Polysorbate 80, PEG castor oil and Oleth-20, and compare the chemometric analysis using our extracted features with analysis of the full spectra. We demonstrate that using ratio-scaled extracted features gives superior results to the full spectrum, both in terms of identifying subtle compositional differences that would otherwise be missed, and in interpretability. Importantly, the integrated auto-assignment of peak distributions to possible compounds allows the results to be reported in terms of the most abundant oligomers of the raw material constituents. This simplification facilitates interpretation of the results and allows the comparison of closely related products.

Indexed as

ChemometricsPolymersSpectrometry, Mass, Matrix-Assisted Laser Desorption-IonizationPolyethylene GlycolsPolysorbatesPolyethylene GlycolsPolymersPolysorbates

Identifiers

PMID40668817
PMCPMC12266461

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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.