Evidence map›Paper›PMID 41647424›Full record

ArticleRSC advances2026

Multiphysics model for designing magnetic bead collection processes on centrifugal microfluidic platforms.

Jakob Wimmer, Carole Planchette, Gerhard A Holzapfel, Theresa Rienmüller

Abstract read
In one paragraph

Article in RSC advances, 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

4 authors.

Jakob WimmerInstitute of Biomechanics, Graz University of Technology Graz Austria theresa.rienmueller@tugraz.at.
Carole PlanchetteInstitute of Fluid Mechanics and Heat Transfer, Graz University of Technology Graz Austria.ORCID https://orcid.org/0000-0002-3974-5742
Gerhard A HolzapfelInstitute of Biomechanics, Graz University of Technology Graz Austria theresa.rienmueller@tugraz.at.ORCID https://orcid.org/0000-0001-8119-5775
Theresa RienmüllerInstitute of Biomechanics, Graz University of Technology Graz Austria theresa.rienmueller@tugraz.at.ORCID https://orcid.org/0000-0002-9623-106X

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Immunoassays require high sensitivity and specificity for the detection of low-abundance analytes in complex matrices such as blood plasma. The use of functionalized magnetic beads can increase assay sensitivity by selectively binding and concentrating target analytes, facilitating their separation. However, magnetophoretic bead collection still represents a critical bottleneck. It must be performed repeatedly throughout sequential mixing, washing, and dilution steps, which is time-consuming and prone to cumulative bead loss, ultimately reducing assay performance. Here, we present a comprehensive framework for the design of magnetic bead collection systems integrated on a rotating microfluidic (lab-on-a-disc) platform. We establish a finite-element multiphysics model of bead collection that couples magnetophoretic forces, centrifugal effects, magnetophoresis-induced convection, and cooperative bead motion. The model is experimentally validated on a dedicated setup using Dynabeads M270. Increased bead collection speed is attributed to convection-enhanced transport and bead aggregation into chains. The model enables systematic investigation of geometric parameters, fluid viscosity, bead properties, and rotational protocols, as well as the efficiency of various permanent magnet configurations. We investigate magnet arrangements, vary the rotational speed between 300 and 800 rpm, and the magnet-fluid distance between 2 and 6 mm. Within this range, our results show, for any targeted collection fraction, a linear decrease in collection time with increasing magnet-fluid distance and an exponential reduction with decreasing rotational speed. Beyond performance gains, this predictive

Identifiers

PMID41647424
PMCPMC12869854

What Socratic holds

Textmetadata
LicenceCC BY-NC
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 Socratic graph.