Evidence map›Paper›PMID 40396945›Full record

ArticleACS biomaterials science & engineering2025

Optimizing Microfluidic Channel Design with Tilted Rectangular Baffles for Enhanced mRNA-Lipid Nanoparticle Preparation.

Mingzhi Yu, Dongsheng Liu, Pranay Shah, Bei Qiu, Allen Mathew, Liang Yao, Tianyu Guan, Hengji Cong, Nan Zhang

Abstract read
In one paragraph

Article in ACS biomaterials science & engineering, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing 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

2 citing papers in PubMed.

  1. Review
  2. Review
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

9 authors.

Mingzhi YuCentre of Micro/Nano Manufacturing Technology (MNMT-Dublin), School of Mechanical & Materials Engineering, University College Dublin, Dublin 4 D04 V1W8, Ireland.
Dongsheng LiuDepartment of Aerospace and Mechanical Engineering, South East Technological University, Carlow R93 V960, Ireland.
Pranay ShahCentre of Micro/Nano Manufacturing Technology (MNMT-Dublin), School of Mechanical & Materials Engineering, University College Dublin, Dublin 4 D04 V1W8, Ireland.
Bei QiuCharles Institute of Dermatology, School of Medicine, University College Dublin, Dublin D04 V1W8, Ireland.
Allen MathewCentre of Micro/Nano Manufacturing Technology (MNMT-Dublin), School of Mechanical & Materials Engineering, University College Dublin, Dublin 4 D04 V1W8, Ireland.
Liang YaoCharles Institute of Dermatology, School of Medicine, University College Dublin, Dublin D04 V1W8, Ireland.ORCID 0000-0002-6000-8974
Tianyu GuanCentre of Micro/Nano Manufacturing Technology (MNMT-Dublin), School of Mechanical & Materials Engineering, University College Dublin, Dublin 4 D04 V1W8, Ireland.
Hengji CongCentre of Micro/Nano Manufacturing Technology (MNMT-Dublin), School of Mechanical & Materials Engineering, University College Dublin, Dublin 4 D04 V1W8, Ireland.
Nan ZhangCentre of Micro/Nano Manufacturing Technology (MNMT-Dublin), School of Mechanical & Materials Engineering, University College Dublin, Dublin 4 D04 V1W8, Ireland.ORCID 0000-0001-7849-3974

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

RNA therapeutics represent a pivotal advancement in contemporary medicine, pioneering innovative treatments in oncology and vaccine production. The inherent instability of RNA and its delivery challenges necessitate the use of lipid-based nanoparticles as crucial transport vehicles. This research focuses on the design, simulation, and optimization of various microfluidic channel configurations for fabricating poly(dimethylsiloxane) (PDMS) microfluidic chips, aimed at producing lipid nanoparticles (LNPs) encapsulating green fluorescent protein mRNA (GFP mRNA). Aiming for high mixing efficiency and acceptable pressure drop suitable for scale-up, we designed and improved multiple microfluidic channels featuring flow focusing and diverse tilted rectangular baffle structures via computational fluid dynamics (CFD). Simulation results indicated that baffle angles ranging from 70 to 90° exhibited similar mixing efficiencies at different total flow rates, with pressure drops increasing alongside the baffle angle. Additionally, increasing the baffle length at a fixed angle of 70° not only improved mixing efficiency but also increased the pressure drop. To validate these findings, PDMS microfluidic chips were fabricated for all designs to prepare empty LNPs. The baffle structure with a 70° angle and 150 μm length was identified as the best configuration based on both simulation and experimental results. This optimal design was then used to prepare LNPs with varying GFP mRNA concentrations, demonstrating that an N/P ratio of 5.6 yielded the highest transfection efficiency from

Indexed as

Lab-On-A-Chip DevicesLipidsNanoparticlesRNA, MessengerDimethylpolysiloxanesEquipment DesignGreen Fluorescent ProteinsHumansLiposomesMicrofluidicsbaysilonDimethylpolysiloxanesGreen Fluorescent ProteinsLipid NanoparticlesLipidsLiposomesRNA, MessengerCFD simulationslipid nanoparticlesmicrofluidictransfection

Identifiers

PMID40396945
PMCPMC12221266

What OpenQuestion holds

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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.