Evidence map›Paper›PMID 42801647›Full record

ArticleAdvanced science (Weinheim, Baden-Wurttemberg, Germany)2026

A Scalable Droplet Microfluidic Platform That Overcomes Large-Cell Constraints for Long-Term Plant Cell Culture and Embryogenesis Analysis.

Arman Mirmiran, Fangchi Shao, Gregory Datto, Tathansh Joshi, Elizabeth Chatt, Yashar Bashirzadeh, Dan Stessman, Lai Wei, Kuangwen Hsieh, Hena Guo and 1 more

Abstract read
In one paragraph

Article in Advanced science (Weinheim, Baden-Wurttemberg, Germany), 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

11 authors.

Arman Mirmiran *Department of Mechanical Engineering, Johns Hopkins University, Baltimore, USA.ORCID https://orcid.org/0009-0002-7045-7121
Fangchi Shao *Department of Biomedical Engineering, Johns Hopkins University, Baltimore, USA.ORCID https://orcid.org/0000-0003-2080-3567
Gregory DattoDepartment of Mechanical Engineering, Johns Hopkins University, Baltimore, USA.
Tathansh JoshiDepartment of Mechanical Engineering, Johns Hopkins University, Baltimore, USA.ORCID https://orcid.org/0009-0000-5075-0748
Elizabeth ChattCorteva Agriscience, Johnston, Iowa, USA.ORCID https://orcid.org/0000-0003-1847-1778
Yashar BashirzadehCorteva Agriscience, Johnston, Iowa, USA.ORCID https://orcid.org/0000-0003-0688-1454
Dan StessmanCorteva Agriscience, Johnston, Iowa, USA.
Lai WeiDepartment of Mechanical Engineering, Johns Hopkins University, Baltimore, USA.ORCID https://orcid.org/0009-0007-9958-9239
Kuangwen HsiehDepartment of Mechanical Engineering, Johns Hopkins University, Baltimore, USA.
Hena GuoCorteva Agriscience, Johnston, Iowa, USA.
Tza-Huei WangDepartment of Mechanical Engineering, Johns Hopkins University, Baltimore, USA.ORCID https://orcid.org/0000-0002-3540-9354

Funding

Corteva Agriscience
6 · The paper itself

Abstract

Microspore-derived embryogenesis (MDE) is essential for doubled haploid (DH) plant breeding, but conventional bulk culture systems are limited by poor scalability and difficulty for automation. Adapting droplet microfluidics for plant cell culture is promising but challenging due to the large size and fragility of plant cells involved in embryogenesis, such as maize microspores (60-85 µm) and their expanding embryo-like structures (200-500 µm). Here, we present a droplet microfluidic platform engineered for large plant cells, integrating a tubing-based loading strategy that minimizes sedimentation losses, robust generation of stable 20 and 200 nL droplets optimized for large-cell encapsulation, and scalable 3D reservoir incubation for long-term culture. Optimized flow conditions and surface treatments enabled cell encapsulation with high fidelity, sustaining viability for over two weeks. Multi-modal viability assessment using fluorescence spectroscopy and microscopy (bright-field and fluorescence) confirmed that droplet culture preserves cell health comparably to bulk methods. The platform supports both single-cell and few-cell encapsulation modes, and increasing droplet volume and cell loading density further enhances embryogenesis rates and total embryo yield, respectively. Together, these advances establish a scalable, modular droplet microfluidic platform for high-throughput embryogenesis analysis and embryo production, offering new opportunities in plant developmental biology, precision breeding, and doubled-haploid technology.

Indexed as

doubled haploid breedingdroplet microfluidicshigh‐throughput culturelarge plant cellsmaize microsporesmicrospore‐derived embryogenesisviability assessment

Identifiers

PMID42801647
PMCPMC13616392

What OpenQuestion 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 OpenQuestion graph.