Evidence map›Paper›PMID 42429756›Full record

ArticleApplied and environmental microbiology2026

Microfluidic enrichment of proteolytic microbial consortia from sewage sludge.

Luca Potenza, Valentina Smacchia, Łukasz Drewniak, Tomasz S Kaminski

Abstract read
In one paragraph

Article in Applied and environmental microbiology, 2026. 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

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

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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

4 authors.

Luca PotenzaLaboratory of Microfluidics and Single Cell Analysis, Institute of Biochemistry, Faculty of Biology, University of Warsaw, Warsaw, Poland.ORCID 0000-0002-5057-7997
Valentina SmacchiaInstitute of Evolutionary Biology, Faculty of Biology, University of Warsaw, Warsaw, Poland.ORCID 0000-0001-8345-8073
Łukasz DrewniakInstitute of Bioengineering, Faculty of Biology, University of Warsaw, Warsaw, Poland.ORCID 0000-0002-3236-0508
Tomasz S KaminskiLaboratory of Microfluidics and Single Cell Analysis, Institute of Biochemistry, Faculty of Biology, University of Warsaw, Warsaw, Poland.ORCID 0000-0001-5124-4548

Funding

Foundation for Polish Science POIR.04.04.00-00-14E6/18-00National Science Centre 2023/50/E/ST4/00545
6 · The paper itself

Abstract

Proteolytic microbial consortia are key drivers of protein hydrolysis in complex organic substrates. In anaerobic digestion systems, such as those used for biogas production from sewage sludge, this process constitutes the initial and rate-limiting step. Despite their importance, proteolytic microorganisms remain poorly characterized due to the complexity of environmental microbiomes and the limitations of conventional cultivation and screening methods. Here, we present a label-free microfluidic protocol for the high-throughput cultivation and characterization of proteolytic microorganisms. Single microbial cells are encapsulated in gelatin droplets and grown clonally, where proteolytic activity is detected through image-based analysis of droplet shape changes. Enrichment of individual proteolytic cultures is achieved using a separate microfluidic device that enables passive droplet sorting. Taxonomic characterization of sorted droplets by 16S rRNA gene sequencing revealed a fivefold higher number of amplicon sequence variants (ASVs), and a more diverse array of proteolytic strains were recovered compared with conventional skim milk agar screening (SMA). Taken together, this microfluidic workflow allows accurate and fast enrichment of proteolytic strains. Our approach advances the understanding of proteolytic communities in sewage sludge and opens new opportunities for targeted microbial recovery in waste-to-energy applications. IMPORTANCE: Proteolytic microorganisms drive the initial and rate-limiting step of protein degradation in anaerobic digestion systems, such as sewage sludge biogas production, yet their diversity and function remain poorly characterized due to the limitations of conventional cultivation methods. We present a label-free droplet microfluidic workflow that enables high-throughput, single-cell cultivation, functional screening, and selective enrichment of proteolytic microbes directly from complex communities. This approach substantially improves the recovery and diversity of proteolytic strains compared with traditional assays, providing a powerful tool to study hydrolytic consortia and to enhance microbial discovery for waste-to-energy and other biotechnological applications.

Indexed as

BacteriaMicrobial ConsortiaMicrofluidicsSewageProteolysisRNA, Ribosomal, 16SRNA, Ribosomal, 16SSewagehigh-throughput screening (HTS)microbial consortiaproteolytic activitysewage sludge

Identifiers

PMID42429756
PMCPMC13488334

What Socratic 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 Socratic graph.