Evidence map›Paper›PMID 39372433›Full record

ArticleFrontiers in bioengineering and biotechnology2024

SERS-based microdroplet platform for high-throughput screening of

Lin Hu, Ruoshi Luo, Dan Wang, Fanzhen Lin, Kaixing Xiao, Yaqi Kang

Erratum issuedAbstract read
In one paragraph

Article in Frontiers in bioengineering and biotechnology, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. An erratum has been issued. 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. Enhancement of levopimaradiene production inChinese herbal medicines · 2026
    Article
  2. Article
  3. Review
4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

6 authors.

Lin Hu *Department of Chemical Engineering, School of Chemistry and Chemical Engineering, Chongqing University, Chongqing, China.
Ruoshi Luo *Department of Chemical Engineering, School of Chemistry and Chemical Engineering, Chongqing University, Chongqing, China.
Dan WangDepartment of Chemical Engineering, School of Chemistry and Chemical Engineering, Chongqing University, Chongqing, China.
Fanzhen LinDepartment of Chemical Engineering, School of Chemistry and Chemical Engineering, Chongqing University, Chongqing, China.
Kaixing XiaoDepartment of Chemical Engineering, School of Chemistry and Chemical Engineering, Chongqing University, Chongqing, China.
Yaqi KangDepartment of Chemical Engineering, School of Chemistry and Chemical Engineering, Chongqing University, Chongqing, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

D-Phenyllactic acid (D-PLA) is a potent antimicrobial typically synthesized through chemical methods. However, due to the complexity and large pollution of these reactions, a simpler and more eco-friendly approach was needed. In this study, a strain for D-PLA biosynthesis was constructed, but the efficiency was restricted by the activity of D-lactate dehydrogenase (DLDH). To address this issue, a DLDH mutant library was constructed and the Surface-Enhanced Raman Spectroscopy (SERS) was employed for the precise quantification of D-PLA at the single-cell level. The TB24 mutant exhibited a significant improvement in D-PLA productivity and a 23.03-fold increase in enzymatic activity, which was attributed to the enhanced hydrogen bonding and increased hydrophobicity within the substrate-binding pocket. By implementing multi-level optimization strategies, including the co-expression of glycerol dehydrogenase (GlyDH) with DLDH, chassis cell replacement, and RBS engineering, a significant increase in D-PLA yields was achieved, reaching 128.4 g/L. This study underscores the effectiveness of SERS-based microdroplet high-throughput screening (HTS) in identifying superior mutant enzymes and offers a strategy for large-scale D-PLA biotransformation.

Indexed as

directed evolutionD-phenyllactic acidmicrodroplet screeningmolecular dockingsurface-enhanced Raman spectroscopy

Identifiers

PMID39372433
PMCPMC11449890

What OpenQuestion holds

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LicenceCC BY
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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.