Evidence map›Paper›PMID 40957694›Full record

ArticleAnalytical chemistry2025

A Microfluidics-Based Ultrahigh-Throughput Screening Unveils Diverse Ketoreductases Relevant to Pharmaceutical Synthesis.

Laura Blas-Muñoz, Alejandro H Orrego, Michael Hofmeister, John Martínez-Salvador, Carmen Ortega, Vanessa Rondón Berrio, Jorge Díaz-Rullo, James Finnigan, Simon Charnock, Wolf-Dieter Fessner and 2 more

Abstract read
In one paragraph

Article in Analytical chemistry, 2025. 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

12 authors.

Laura Blas-MuñozCentro de Biología Molecular Severo Ochoa, Universidad Autónoma de Madrid-Consejo Superior de Investigaciones Científicas (UAM-CSIC), Nicolás Cabrera 1, Madrid 28049, Spain.
Alejandro H OrregoCentro de Biología Molecular Severo Ochoa, Universidad Autónoma de Madrid-Consejo Superior de Investigaciones Científicas (UAM-CSIC), Nicolás Cabrera 1, Madrid 28049, Spain.ORCID 0000-0003-4412-1579
Michael HofmeisterTechnische Universität Darmstadt, Institute of Organic Chemistry and Biochemistry, Alarich-Weiss-Str. 4, Darmstadt 64287, Germany.
John Martínez-SalvadorCentro de Biología Molecular Severo Ochoa, Universidad Autónoma de Madrid-Consejo Superior de Investigaciones Científicas (UAM-CSIC), Nicolás Cabrera 1, Madrid 28049, Spain.
Carmen OrtegaCentro de Biología Molecular Severo Ochoa, Universidad Autónoma de Madrid-Consejo Superior de Investigaciones Científicas (UAM-CSIC), Nicolás Cabrera 1, Madrid 28049, Spain.
Vanessa Rondón BerrioCentro de Biología Molecular Severo Ochoa, Universidad Autónoma de Madrid-Consejo Superior de Investigaciones Científicas (UAM-CSIC), Nicolás Cabrera 1, Madrid 28049, Spain.
Jorge Díaz-RulloCentro de Astrobiología, (CSIC-INTA), Ctra de Torrejón a Ajalvir, km 4, Torrejón de Ardoz 28850, Spain.
James FinniganProzomix Ltd., Building 4, West End Ind. Estate, Haltwhistle, Northumberland NE49 9HA, United Kingdom.
Simon CharnockProzomix Ltd., Building 4, West End Ind. Estate, Haltwhistle, Northumberland NE49 9HA, United Kingdom.
Wolf-Dieter FessnerTechnische Universität Darmstadt, Institute of Organic Chemistry and Biochemistry, Alarich-Weiss-Str. 4, Darmstadt 64287, Germany.ORCID 0000-0002-9787-0752
José Eduardo González-PastorCentro de Astrobiología, (CSIC-INTA), Ctra de Torrejón a Ajalvir, km 4, Torrejón de Ardoz 28850, Spain.
Aurelio HidalgoCentro de Biología Molecular Severo Ochoa, Universidad Autónoma de Madrid-Consejo Superior de Investigaciones Científicas (UAM-CSIC), Nicolás Cabrera 1, Madrid 28049, Spain.ORCID 0000-0001-5740-5584

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Ketoreductases (KREDs) have become increasingly valuable biocatalysts due to their ability to produce chiral alcohols with high enantioselectivity. Prior to our work, Thai et al. developed an efficient and easy assay for their discovery, but the throughput was limited. Based on their work, we developed an ultrahigh-throughput screening assay to discover KREDs. First, we optimized Thai's assay by adapting it to a droplet format and increased its throughput by combining droplet microfluidics and fluorescence-activated cell sorting (FACS). Then, we demonstrated that our new assay was reliable and sensitive by successfully screening a library of 1.5 million clones. This allowed us to discover KREDs with low identity with known enzymes or with a previously undescribed substrate scope, which could not have been predicted computationally. In conclusion, our assay was used to carry out the first metagenomic screening for KREDs in microdroplets, and it can be used to screen any large KRED library toward enzyme discovery or evolution, as well as to enable coupled ultrahigh-throughput screening assays for other enzyme activities.

Indexed as

Alcohol OxidoreductasesHigh-Throughput Screening AssaysMicrofluidic Analytical TechniquesMicrofluidicsFlow CytometryAlcohol Oxidoreductases

Identifiers

PMID40957694
PMCPMC12489886

What OpenQuestion holds

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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.