Evidence map›Paper›PMID 41257362›Full record

ArticleAnalytical chemistry2025

Deterministic Co-encapsulation of Microparticles in Droplets via Synchronized Merging for Single-Cell Genomics.

Yanan Du, Chuhe Wen, Yuan Luo, Yifan Liu

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. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. Article
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.

Yanan DuSchool of Physical Science and Technology, ShanghaiTech University, Shanghai 201210, China.
Chuhe WenSchool of Physical Science and Technology, ShanghaiTech University, Shanghai 201210, China.
Yuan LuoState Key Laboratory of Transducer Technology, Shanghai Institute of Microsystem and Information Technology, Chinese Academy of Sciences, Shanghai 200050, China.ORCID 0000-0003-3153-7495
Yifan LiuSchool of Physical Science and Technology, ShanghaiTech University, Shanghai 201210, China.ORCID 0000-0002-2989-6280

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Droplet encapsulation of microparticles, such as hydrogel beads and cells, is fundamental to high-throughput bioanalytical assays, including single-cell genomics. However, co-encapsulation of multiple particles at defined ratios remains a technical challenge. Here, we present a simple and robust strategy for deterministic co-encapsulation, combining particle-triggered droplet generation with synchronized droplet merging. Close-packed hydrogel particles initiate droplet formation, and the resulting droplets are synchronized and merged within a microfluidic channel, enabling the efficient encapsulation of microparticles at user-defined ratios. We systematically characterized the process and demonstrated reliable coloading of 55 and 80 μm hydrogel particles at 1:1 and 2:1 ratios. Using this platform, we developed a single-cell 16S rRNA gene sequencing workflow by co-encapsulating hydrogel capsules containing amplified microbial genomes with barcode beads. Applied to a 1:1 mixture of

Indexed as

Bacillus subtilisEscherichia coliGenomicsHydrogelsSingle-Cell AnalysisMicrofluidic Analytical TechniquesParticle SizeRNA, Ribosomal, 16SHydrogelsRNA, Ribosomal, 16S

Identifiers

PMID41257362
PMCPMC12676518

What OpenQuestion holds

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LicenceCC BY-NC-ND
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Registered trials

None linked

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.