Evidence map›Paper›PMID 41917488›Full record

ArticleBiomedical microdevices2026

Effect of droplet size on the encapsulation efficiency of microparticles in passive microfluidic systems.

Risa Fujita, Masashi Kobayashi, Takashi Tanii, Masahiro Furuya, Shuichi Shoji, Daiki Tanaka

Abstract read
In one paragraph

Article in Biomedical microdevices, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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

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

6 authors.

Risa FujitaResearch Organization for Nano & Life Innovation, Waseda University, Tokyo, 162-0041, Japan.
Masashi KobayashiFaculty of Science and Engineering, Waseda University, Tokyo, 169-8555, Japan.
Takashi TaniiResearch Organization for Nano & Life Innovation, Waseda University, Tokyo, 162-0041, Japan.
Masahiro FuruyaResearch Organization for Nano & Life Innovation, Waseda University, Tokyo, 162-0041, Japan.
Shuichi ShojiResearch Organization for Nano & Life Innovation, Waseda University, Tokyo, 162-0041, Japan.
Daiki TanakaResearch Organization for Nano & Life Innovation, Waseda University, Tokyo, 162-0041, Japan. d.tanaka@ruri.waseda.jp.

Funding

Japan Society for the Promotion of Science JP23K19202
6 · The paper itself

Abstract

Droplet microfluidic technologies are widely used in single-cell analysis, in which passive encapsulation methods are commonly used to isolate individual cells or particles. In these systems, the number of particles per droplet is assumed to follow a Poisson distribution. However, the extent to which droplet size affects encapsulation behavior under passive conditions is poorly understood. In this study, we systematically investigated the effect of droplet diameter on single-particle encapsulation fidelity by generating agarose droplets 30, 50, and 100 μm using a flow-focusing microfluidic device. Fluorescent beads were encapsulated at a concentration corresponding to a mean occupancy of 1, and encapsulation statistics were analyzed across droplet sizes. The 30 and 50 μm droplets exhibited encapsulation distributions closely aligned with the Poisson model, whereas 100 μm droplets showed a large excess of empty droplets and substantial deviation from the expected profile. To examine whether comparable size-dependent trends are observed in a biological sample, green fluorescent protein-expressing Escherichia coli were encapsulated in droplets of the same sizes. The 30 μm droplets consistently showed the closest agreement with Poisson statistics, whereas the 50 and 100 μm droplets showed comparable encapsulation fidelity, with moderate deviations and a modest increase in empty droplets at the largest diameter. These findings indicate that smaller droplets provide robust stochastic encapsulation in passive systems, while larger droplets may exhibit reduced fidelity depending on particle type. Our results suggest that droplet size is an important factor to consider when designing simplified and reliable microfluidic systems for biological applications.

Indexed as

Lab-On-A-Chip DevicesMicrofluidic Analytical TechniquesMicrospheresEscherichia coliGreen Fluorescent ProteinsParticle SizeSepharoseGreen Fluorescent ProteinsSepharoseDropletEncapsulationMicrofluidicsPoisson distribution

Identifiers

PMID41917488
PMCPMC13038637

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

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.