Evidence map›Paper›PMID 40511932›Full record

ArticleApplied and environmental microbiology2025

Ultrahigh-throughput screening of environmental bacteria for proteolytic activity using droplet-based microfluidics.

Akihiro Nakamura, Yoshiyuki Suzuki, Nobuyuki Homma, Yosuke Shida, Rikako Sato, Hiroaki Takaku, Wataru Ogasawara

Abstract read
In one paragraph

Article in Applied and environmental microbiology, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers.

0numbers the graph read from it
0cells of the map it votes in
4citing 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

4 citing papers in PubMed.

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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

7 authors.

Akihiro NakamuraDepartment of Science of Technology Innovation, Nagaoka University of Technology, Nagaoka-shi, Niigata, Japan.ORCID 0000-0003-3696-4728
Yoshiyuki SuzukiDepartment of Science of Technology Innovation, Nagaoka University of Technology, Nagaoka-shi, Niigata, Japan.ORCID 0000-0001-5232-7951
Nobuyuki HommaOn-chip Biotechnologies Co., Ltd., Koganei-shi, Tokyo, Japan.
Yosuke ShidaDepartment of Materials Science and Bioengineering, Nagaoka University of Technology, Nagaoka-shi, Niigata, Japan.
Rikako SatoDepartment of Applied Life Sciences, Niigata University of Pharmacy and Medical and Life Sciences, Akiha-ku, Niigata, Japan.
Hiroaki TakakuDepartment of Applied Life Sciences, Niigata University of Pharmacy and Medical and Life Sciences, Akiha-ku, Niigata, Japan.ORCID 0000-0002-3785-8030
Wataru OgasawaraDepartment of Science of Technology Innovation, Nagaoka University of Technology, Nagaoka-shi, Niigata, Japan.ORCID 0000-0002-1101-0787

Funding

Japan Science and Technology Agency 23K19279,24K17815Japan Science and Technology Agency innovation platform for industry academia co-creation
6 · The paper itself

Abstract

Exploration of diverse microbial sources, particularly environmental bacteria, is needed to identify novel and efficient peptidases/proteases that can be used in a variety of industrial applications. However, conventional function-based screening methods are inefficient and preclude the use of diverse microbial resources. This study illustrates a revolutionary approach to microbial screening using droplet-based microfluidics and fluorescence-activated droplet sorting that targets endopeptidases. Droplet-based microfluidic systems are a powerful tool for culturing microorganisms and for detecting microbial functions inside droplets with ultra-high throughput. However, droplet-based microfluidics for screening the proteolytic activity of environmental bacteria at a large scale remains largely unexplored. Here, we screened approximately 630,000 microorganisms in 6 h and obtained four species with high peptidase activity using droplet-based microfluidics. Furthermore, we isolated an Asp-specific endopeptidase from the isolated bacteria IMPORTANCE: As global efforts to reduce environmental impact progress, realization of the significance of biomanufacturing bio-based products has risen, increasing the demand for microbial-based manufacturing. Producing diverse bio-based products through biomanufacturing requires isolating suitable host organisms from environmental sources and screening them for essential genetic characteristics. Efficient screening methods based on microbial activity and functionality are thus essential to significantly expand the scope of bio-based products. Here, we demonstrate the development of a highly efficient screening system for functional screening of environmental bacteria using a droplet-based microfluidic device. This platform enables the streamlined isolation of microbial strains and acquisition of genetic resources from the environment and is tailored to specific microbial activities and functions. In this study, we have demonstrated the efficacy of this droplet-based method for functional screening and have shown its potential for scalability to industrial levels for advancing bio-based production.

Indexed as

BacteriaBacterial ProteinsEnvironmental MicrobiologyHigh-Throughput Screening AssaysMicrofluidicsPeptide HydrolasesProteolysisBacterial ProteinsPeptide Hydrolasesbacterial enzymeemulsionscreeningwater-in-oil droplet

Identifiers

PMID40511932
PMCPMC12285256

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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.