Evidence map›Paper›PMID 41584104›Full record

ArticleACS sustainable chemistry & engineering2025

Computational Design of Natural Deep Eutectic Systems Using COSMO-RS for Ice Control Applications.

Akshat S Mallya, Priyanka Yadav, Stephanie Zakhia, Allison Hubel

Abstract read
In one paragraph

Article in ACS sustainable chemistry & engineering, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. Thermodynamic Principles of Emerging Cryopreservation Technologies.Methods in molecular biology (Clifton, N.J.) · 2026
    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

4 authors.

Akshat S MallyaDepartment of Mechanical Engineering, University of Minnesota Twin Cities, Minneapolis, Minnesota 55414, United States.ORCID 0000-0002-9833-584X
Priyanka YadavDepartment of Mechanical Engineering, University of Minnesota Twin Cities, Minneapolis, Minnesota 55414, United States.
Stephanie ZakhiaDepartment of Mechanical Engineering, University of Minnesota Twin Cities, Minneapolis, Minnesota 55414, United States.
Allison HubelDepartment of Mechanical Engineering, University of Minnesota Twin Cities, Minneapolis, Minnesota 55414, United States.ORCID 0000-0001-5856-0500

Funding

Development of a novel method for cryopreservation of Drosophila melanogasterR24OD028444 · OD · UNIVERSITY OF MINNESOTA · PI GOHL, DARYL, HUBEL, ALLISON · 2020 to 2023
$2.4M
Multicomponent solutions for the preservation of cell therapy productsR01HL154734 · NHLBI · UNIVERSITY OF MINNESOTA · PI HUBEL, ALLISON · 2020 to 2023
$1.6M
Multicomponent solutions for the preservation of cell therapy productsR01EB023880 · NIBIB · UNIVERSITY OF MINNESOTA · PI HUBEL, ALLISON · 2017 to 2019
$1.1M
NHLBI NIH HHS R01 HL154734NIBIB NIH HHS R01 EB023880NIH HHS R24 OD028444
6 · The paper itself

Abstract

Natural Deep Eutectic Systems (NADES) have shown great promise in sustainable and green chemistry applications due to their low toxicity and ease of preparation. Given the empirical approach to the selection of components and the mixing ratios for NADES, we aimed to create a methodology for in silico prescreening and eutectic composition prediction to optimize NADES for ice control applications. The activity coefficients of water for commonly used sugars (SUs), sugar alcohols (SAs), and amino acids (AAs) were predicted using the conductor-like screening model for real solvents (COSMO-RS) and used as a prescreening tool to identify potential NADES-forming compounds. Then, binary phase diagrams were generated for mixtures of these compounds using COSMO-RS to find the eutectic composition. Experimental characterization of the melting temperature, enthalpy of fusion, and glass transition temperature of the predicted eutectic compositions for select diluted AA-SA and SU-SA NADES was performed using differential scanning calorimetry (DSC), and their ice-forming characteristics were quantified using low-temperature Raman spectroscopy. The NADES exhibited significantly reduced enthalpies of fusion and ice crystal formation by over 70% and 50%, respectively, compared to pure water, highlighting their anti-icing potential. Comparisons with pure precursors showed similar or lower enthalpies of fusion for the predicted eutectic NADES combinations, underscoring their effectiveness while reducing environmental impact. Lastly, quantum chemical descriptors generated by COSMO-RS were analyzed for the different NADES-forming components to identify new prescreening parameters, such as the hydrogen bond donating moments, and propose potential new quantitative structure-property relationship (QSPR) model descriptors.

Indexed as

COSMO-RSdeep eutectic systemsDSCice controllow-temperature raman spectroscopyNADESQSPR

Identifiers

PMID41584104
PMCPMC12826655

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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.