Evidence map›Paper›PMID 42222789›Full record

ArticleACS omega2026

High-Throughput Microfluidic Synthesis of Biocompatible Carbon-Dot-Loaded Liposomes: Geometry-Dependent Encapsulation and CFD Analysis of Mixing.

Germán Raúl Reyes Marín, Paula Andrea Villamarín Manrique, José Sebastián Meza Mancera, Aura Natalia Barrera Guevara, Valentina Quezada, Luis H Reyes, Cristian F Rodríguez, Juan Carlos Cruz

Abstract read
In one paragraph

Article in ACS omega, 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

8 authors.

Germán Raúl Reyes MarínDepartment of Biomedical Engineering, School of Engineering, Universidad de los Andes, Bogotá 111711, Colombia.
Paula Andrea Villamarín ManriqueDepartment of Biomedical Engineering, School of Engineering, Universidad de los Andes, Bogotá 111711, Colombia.ORCID https://orcid.org/0009-0009-3719-8122
José Sebastián Meza ManceraDepartment of Biomedical Engineering, School of Engineering, Universidad de los Andes, Bogotá 111711, Colombia.
Aura Natalia Barrera GuevaraDepartment of Biomedical Engineering, School of Engineering, Universidad de los Andes, Bogotá 111711, Colombia.
Valentina QuezadaDepartment of Biomedical Engineering, School of Engineering, Universidad de los Andes, Bogotá 111711, Colombia.
Luis H ReyesDepartment of Chemical Engineering, School of Engineering, Universidad de los Andes, Bogotá 111711, Colombia.ORCID https://orcid.org/0000-0001-7251-5298
Cristian F RodríguezDepartment of Biomedical Engineering, School of Engineering, Universidad de los Andes, Bogotá 111711, Colombia.ORCID https://orcid.org/0000-0002-6617-0534
Juan Carlos CruzDepartment of Biomedical Engineering, School of Engineering, Universidad de los Andes, Bogotá 111711, Colombia.ORCID https://orcid.org/0000-0002-7790-7546

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Microfluidic platforms offer precise control over nanocarrier synthesis but remain underexploited for low-cost production of multifunctional carbon dot-liposome (CDLiposome) systems. Here, we optimize the synthesis of CD-loaded liposomes using four PMMA micromixer geometriesSerpentine, SARS, Circular Features (CF), and Chambersand quantitatively link encapsulation performance, mixing physics, and computational fluid dynamics (CFD) models. All devices produced monodisperse vesicles with hydrodynamic diameters of ∼150-200 nm. Encapsulation experiments combining two total flow rates (TFR = 75 and 150 mL/h) and three flow rate ratios (FRR = 1:1, 1:2, and 2:1) revealed that FRR is the dominant parameter: a lipid-to-aqueous FRR of 2:1 yielded significantly higher encapsulation efficiencies across all geometries, whereas TFR had no statistically significant effect, enabling high-throughput operation at 150 mL/h. The Chambers device exhibited the best performance, achieving encapsulation efficiencies approaching 90%, followed by CF, SARS, and Serpentine. To rationalize these trends, we compared experimental mixing profiles with COMSOL Multiphysics simulations using Mixture and Euler-Euler frameworks and multiple RANS closures. At low TFR (2 mL/h), the Laminar model accurately reproduced PIV-validated velocity fields, whereas at higher TFRs (75-150 mL/h), an empirically tuned Custom 2 model was required to match the scalar mixing efficiency, demonstrating that no single RANS closure can simultaneously capture both momentum and scalar transport across regimes. Finally, MTT assays in Vero cells showed cell viabilities of ≥70% up to 400 μg/mL after 24 and 48 h, confirming high

Identifiers

PMID42222789
PMCPMC13216933

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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.