ArticleScientific reports2025
A digital plating platform for robust and versatile microbial detection and analysis.
Article in Scientific reports, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers.
What it found
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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.
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.
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Who cites it
3 citing papers in PubMed.
- High-Resolution Colony Images of Clinically Isolated Bacteria for Automated Detection and Deep Learning.Scientific data · 2026Article
- Toothbrush-Driven Handheld Droplet Generator for Digital LAMP and Rapid CFU Assays.Biosensors · 2026Article
- Microfluidics to Meet Antibiotic Resistance: A Growing Research Frontier.Antibiotics (Basel, Switzerland) · 2025Review
Corrections and comments
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Authors and funding
5 authors.
Funding
Abstract
Traditional plate culturing remains the "gold standard" in microbiology labs, but it is hindered by labor-intensive workflows, prolonged incubation times, and limited single-cell resolution. labor-intensive, time-consuming, and resource-heavy. Herein, we propose a digital plating (DP) platform that integrates the principles of traditional plate culturing with cutting-edge digital bioassay technology, enabling rapid isolation, quantification, and phenotypic characterization of microorganisms. The DP consists of a high-density picoliter microwell array chip covered with a replaceable agar sheet. In the DP platform, bacterial suspension is partitioned into a high-density picoliter microwell array chip via a self-pumping mechanism and incubated after covering with a specific nutrient- or/and chemical-laden agar sheet. Thanks to the replaceability of the agar cover "plate", the DP allows flexible change of the microenvironment in picowells for culturing or screening microbes, which significantly extends its application range. Meanwhile, the DP platform enables precise bacterial quantification within hours, significantly faster than conventional plate culturing (e.g., in the case of Escherichia coli, 6-7 h for the DP vs. 16-24 h for traditional methods). The platform's versatility is demonstrated through (i) single-cell isolation from mixed microbial communities, (ii) selective enrichment using differential media, (iii) rapid antibiotic susceptibility testing (< 6 h), and (iv) quantitative assessment of microbial interactions. By combining digital quantification with agar-based workflows, the DP platform bridges the gap between high-throughput microfluidics and practical laboratory routines, offering a scalable, cost-effective solution for clinical diagnostics, environmental microbiology, and synthetic biology.
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Registered trials
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.