Haotian
Cha
a,
Lingxi
Ouyang
a,
Xiangxun
Chen
ab,
Yuao
Wu
a,
Xiaoyue
Kang
c,
Hongjie
An
ad,
Weihua
Li
e,
Nam-Trung
Nguyen
*a and
Jun
Zhang
*af
aQueensland Micro- and Nanotechnology Centre, Griffith University, Nathan, Queensland 4111, Australia. E-mail: nam-trung.nguyen@griffith.edu.au
bBioscience Discipline, School of Environment and Science, Griffith University, Nathan, Queensland 4111, Australia
cSchool of Mechanical and Mining Engineering, The University of Queensland, Brisbane, QLD 4072, Australia
dSchool of Environment Science, Griffith University, 170 Kessel Road, Nathan, QLD 4111, Australia
eSchool of Mechanical, Materials, Mechatronic and Biomedical Engineering, University of Wollongong, Wollongong, 2522 Australia
fSchool of Engineering and Built Environment, Griffith University, Brisbane, QLD 4111, Australia. E-mail: jun.zhang@griffith.edu.au
First published on 25th March 2025
The manipulation of micro and nanoparticles has extensive applications in biomedical research, clinical diagnostics, environmental monitoring, drug discovery, and the mining industry. Dielectrophoresis (DEP) utilises nonuniform electric fields to manipulate particles, offering a label-free, high-precision, and non-invasive method for both natural and synthetic particles. DEP manipulation has been well studied in the Stokes flow region with ultra-low Reynolds numbers (Re ≪ 1), where viscous effects dominate. However, its application in the inertial flow regime remains largely unexplored. This study aims to bridge the gap by coupling DEP and inertial flow for the manipulation of particles across micro and nano scales. First, we theoretically analysed the physical coupling of DEP and inertial lift forces along the vertical direction in microchannels, utilising symmetrical interdigitated electrode (IDE) arrays patterned on the top and bottom channel surfaces. We then experimentally investigated how the vertical coupling of DEP and inertial lift forces affects particle lateral focusing properties. The effects of DEP along the vertical direction were leveraged and amplified by the inertial effects along the lateral direction. Finally, we applied DEP in the inertial flow regime for size-based and dielectric property-based separation of particles and cells, as well as nanoparticle focusing and filtration. We believe that leveraging DEP in inertial flow will advance the field by providing a versatile and powerful method for the manipulation of micro and nanoparticles.
Dielectrophoresis (DEP) is a prominent technique that manipulates particles using electric fields. DEP induces forces on particles by the interaction of field-induced electric polarisation and a nonuniform electric field.35,36 DEP can manipulate particles based on their intrinsic dielectric properties without requiring them to be electrically charged or magnetically labelled. DEP offers label-free operation, high precision, and real-time controllability, making it suitable for trapping, concentrating and isolating deoxyribonucleic acid (DNA) molecules,37 circulating tumour cells (CTCs),38 blood cells,39 viruses,40 extracellular vesicles,41 bacteria,42 synthetic nanoparticles,43etc.
DEP manipulation has been extensively studied in the linear Stokes flow regime with extremely low Reynolds numbers (Re = ρUDh/μ ≪ 1, where ρ is the fluid density, U is the average flow velocity, μ is the dynamic viscosity, and Dh is the channel hydraulic diameter), where viscous forces dominate fluid flow.44–49 This regime simplifies the governing equations, facilitating accurate modelling of particle dynamics within DEP force fields. Besides, the slow flow allows for ample time to transport particles and cells to target positions. However, low flow speed results in low processing throughput, which may be partially mitigated through multiplexing and parallelisation. Moreover, prolonged exposure to electric fields and associated Joule heating effects can impact cellular functionality and viability.50–52
In contrast, high-speed fluid flow with finite inertia opens new opportunities for high-throughput particle manipulation.28 In a moderately high Reynolds number range (∼1 < Re ≲ 100) between Stokes and turbulent flow regimes, both fluid inertia and viscosity are significant. The inertial effects bring about other effects, such as inertial lift forces and secondary flow, which can significantly alter particle dynamics compared to the Stokes flow regime.53 To date, DEP manipulation in the inertial flow region has been rarely explored,54–56 leaving a significant knowledge gap in effectively coupling DEP with inertial flow. The nonlinearity of inertial flow complicates DEP manipulation, rendering conventional device designs for the Stokes flow region ineffective, particularly those based on lateral deflection of particles, as high flow speeds reduce the particles' residence time in the DEP zone.57
The present work explores the coupling of DEP with inertial flow for efficient particle manipulation. Unlike conventional DEP devices that primarily employ lateral deflection, we utilise the counterbalance between DEP and inertial forces to precisely control vertical equilibrium positions. Lateral inertial effects, such as secondary flow, further modulate and amplify particle lateral migration. The combination of vertical and lateral migration controls particle focusing positions in three-dimensional (3D) space. In this paper, we pattern interdigitated electrodes (IDEs) on top and bottom channel surfaces to generate symmetrical DEP forces. The DEP forces are then coupled with inertial lift forces to adjust the vertical equilibrium positions of particles. We first analyse the physical coupling of DEP and inertial lift forces along the vertical direction. Next, we examine how vertical displacement affects particle lateral migration in straight, spiral and serpentine channels. After that, we demonstrate the use of this coupling scheme for size-based and dielectric property-based separation of particles and cells, as well as nanoparticle focusing and filtration, respectively. We believe that coupling DEP with inertial flow will advance the field by offering an accurate, high-speed, and versatile strategy for manipulation and separation of micro and nanoparticles.
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Fig. 1 The coupling of DEP and inertial lift forces along the vertical direction. (A) The device consists of symmetric interdigitated electrode (IDE) layers on the top and bottom and a middle fluidic layer. (B) The electric field and n-DEP force distribution in a longitudinal section. Arrow vectors indicate the magnitude and direction of the n-DEP force. The background colour map illustrates the electric field distribution and corresponds to the right colour bar. (C) Longitudinal distribution of the vertical n-DEP force (FDEPz) at different heights. z/H represents the dimensionless distance to the channel bottom surface. The forces are symmetric along z/H = 0.5 with the same magnitude but in opposite directions. (D) Vertical n-DEP force (FDEPz) at different heights (z). (E) The distribution of average n-DEP force with different electric voltages. In the simulation, the particle size is 10 μm. Re[K(ω)] is approximated to be −0.5, based on polystyrene particles in DI water at an electric frequency of 1 MHz, as shown in ESI† Appendix Fig. S4. (F and G) Coupling of negative DEP (n-DEP) with inertial lift forces along the vertical direction. Particles at inertial equilibrium positions are repelled away from the electrodes and eventually migrate to the vertical channel centre when the n-DEP force exceeds the inertial lift force. (H and I) Coupling of positive DEP (p-DEP) and inertial lift forces along the vertical direction. The particles are attracted toward the top and bottom channel surfaces and eventually trapped on them if the p-DEP force dominates over the inertial lift force. |
The fluidic channel layer was made of double-sided polyethene terephthalate (PET) tape (3 M, 8000 series). A femtosecond laser cutting machine (A Series, Oxford Lasers, UK) cut through the double-sided tape to form microchannels. For the electrode layers, aluminium (300 nm thickness) was sputtered on glass substrates (Sail Brand) and then selectively etched using aluminium etchants, where the protective layer was formed by spin coating of a positive photoresist and maskless lithography (MLA150, Heidelberg, Germany). The width and spacing of the IDEs were both 20 μm. The inlet and outlets on the top layer were formed by drilling holes through the electrode layer using a hand drill. The two IDE layers and the middle fluidic channel layer were bonded after treating glass substrates with a 3-aminopropyl triethoxysilane (APTES, No. 919-30-2, Aldrich) solution. The device fabrication process is described in ESI† Appendix Fig. S1.
For the experiments of separation of CHO cells based on dielectric properties, equal quantities of viable and nonviable CHO cells were mixed and suspended in the DEP buffer. The concentration of live and dead cells was 8 × 104 and 6.5 × 104 cells per mL, respectively. After processing through the DEP–inertial device, the cells from two outlets were collected and counted using a hemocytometer (718620, Neubauer Pattern, BLAUBRAND, Germany). The collected cells were also seeded into a 96-well plate at different dilution ratios with a culture medium (undiluted, 1:
2, 1
:
4, 1
:
8). Brightfield images of cells were taken using an Olympus CKX53 microscope with a DP74 camera after 4 and 24 hours of seeding the cells. Subsequently, cells were treated with a PrestoBlue® cell viability kit (A13262, Invitrogen) for 30 minutes to quantify the proliferation of live CHO cells. The fluorescence intensity was measured using a microplate reader (CLARIOstar, BMG LABTECH, Germany), where the emission and excitation wavelengths were 590 and 560 nm, respectively, following the manufacturer protocol. The fluorescence intensity of undiluted live cells was used as the reference for the comparative analyses.
To quantify the separation performance on microparticles and CHO cells, the particle/cell suspensions were collected from different outlets, and the particle/cell concentration was measured using a hemocytometer. To distinguish the viable and nonviable cells, a trypan blue (15250-061, Gibco) was used (1 part cell suspension, 4 parts trypan blue). Furthermore, we calculated the separation purity and recovery, defined as follows:
Purity (P) is the ratio of the target particle number ([Ntarget]outlet/inlet) to the total number of particles ([Ntotal]outlet/inlet) at the same outlet/inlet.
![]() | (1) |
The recovery (RE) is defined as the ratio of the number of target particles at the specific outlet ([Ntarget]target outlet) to the total number of target particles at the inlet([Ntarget]inlet).
![]() | (2) |
For characterisation of filtration performance for nanoparticles, we used dynamic light scattering (DLS) (LiteSizer 500, Anton Paar, Austria) to measure the size distribution before and after the filtration process. In addition, a nanoparticle tracking analysis (NTA) system (Nanosight NS300, Malvern Panalytical, UK) was also utilised to measure the particle concentration and size distribution. It should be noted that the NTA can only analyse particles with the size below 1 μm.
Electric fields and induced DEP forces are symmetric along the vertical centerline of the microchannel, Fig. 1B. This symmetry remains for the pairing electrodes at the top and bottom with inverse electrical phases in ESI† Appendix Fig. S2 and S3. Therefore, we only study the bottom half of the channel due to the symmetry of DEP forces. Without explicit notice, the DEP force implies the vertical component (FDEPz) throughout the discussion in this paper. The strength and oscillation of DEP forces are highly related to the distance to the electrodes, Fig. 1B and C. The maximum DEP force is close to the electrodes, but the magnitude of the DEP force oscillates significantly along the longitudinal (x) direction. The peak value of DEP force occurs near the electrode edges (x = 20, 40, 60 μm), whereas the trough points are in the middle of gaps between electrodes, Fig. 1C and D. Besides, both the strength of DEP force and its oscillational magnitude drop sharply when particles drift away from the electrode layers (0.2H ≤ z ≤ 0.5H), Fig. 1C and D. Furthermore, raising the electric voltage on the IDEs will enhance the magnitude of DEP force, Fig. 1E. In the inertial flow regime, particles suspended in the medium will follow the fluid flow at high speeds (U ∼ 0.6 m s−1). The net effect of the fluctuating DEP force on the particles is determined by its average magnitude.
In the inertial flow regime, DEP forces counterbalance inertial lift forces, modifying the equilibrium positions of particles along the vertical direction. Without DEP forces, inertial lift forces (blue curve in Fig. 1F–I) result in two symmetric equilibrium positions, about 0.2H away from the top and bottom channel walls.54 If an n-DEP force (green curve in Fig. 1F and G) is applied, the original symmetrical equilibrium positions near the bottom and top will be repelled further away from the channel walls according to the net force (red dashed curve), Fig. 1F. Increasing the electric voltage, particles are levitated closer to the vertical centre. Upon a certain electric voltage threshold, the n-DEP force exceeds the inertial lift force, and the net force is consistently directed to the vertical channel centre, Fig. 1G. This means that the particles will migrate vertically and stabilise at the channel's vertical centreline. In contrast, if a p-DEP force is applied, the particles will be attracted to the electrode regions, where the net force curve is expanded (red dashed curve in Fig. 1H). If the electric voltage is large enough, the p-DEP force can dominate over the inertial lift force, and the particles will be trapped on the channel surface, Fig. 1I. A theoretical analysis on the coupling of DEP forces and inertial lift forces along the vertical direction is in ESI† Appendix Information S1.
In summary, IDEs symmetrically patterned on the bottom and top channel surfaces can generate a symmetric DEP force field on particles. Coupling symmetric DEP and inertial lift forces can precisely control the vertical equilibrium positions of particles. Horizontal components of inertial effects (i.e., lateral inertial lift force and secondary flow) are not uniform along the vertical direction. For example, the no-slip boundary causes the fluid velocity to peak at the channel centre. This promises the modification of particle positions in the horizontal direction. In the following section, we will investigate the lateral migration of particles through the coupling of vertical DEP and inertial lift forces.
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Fig. 2 Modulation of particle lateral migration by coupling vertical DEP and inertial lift forces. (A) A schematic experimental setup and a photo of the fabricated microfluidic device. (B) Inertial focusing of particles in a low-aspect-ratio (H/W = 1/6) straight channel. The symmetric equilibrium positions of particles near the top and bottom channel walls are due to the counterbalance of two inertial lift forces (i.e., shear lift force Fs and wall lift force Fw).28 (C) The particle focusing positions before (i) and after (ii) applying n-DEP forces in the straight channel. Particles disperse more broadly after applying n-DEP forces on particles. (D and E) Secondary flow in serpentine and spiral microchannels, respectively. The arrow represents the fluid velocity. The colour legend indicates the magnitude of the secondary flow velocity. (F) Particle focusing positions (i) before and (ii) after applying n-DEP forces in a serpentine channel. After n-DEP forces are applied to levitate particles off the electrodes, the particles migrate laterally from sidewalls toward the channel centre. (G) Particle focusing positions (i) before and (ii) after applying n-DEP forces in a spiral channel. When n-DEP forces repel particles off the electrodes, particles migrate laterally toward the outer wall. The particle size is 10 μm, and the flow rate is 500 μL min−1 (Re = 47). The applied electric voltage is 40 V, and the electric frequency is 1 MHz. The scale bar is 100 μm. |
For straight channels, coupling vertical DEP and inertial lift forces cannot significantly modify the lateral position of particles. Without DEP, particles migrate to the symmetric equilibrium positions near the top and bottom channel walls due to the pure inertial lift forces,58Fig. 2B and C(i). Besides, particles distribute broadly near the channel central region along the lateral direction because of a blunted lateral velocity profile in a low-aspect-ratio (H/W = 1/6) channel.59,60 After applying a vertical n-DEP force on the particles, they disperse more widely because of repulsion from the electrode layers and levitation toward the channel vertical centre. Some particles even stay near the channel sidewalls, Fig. 2C(ii). This is because the longitudinal velocity of particles becomes too fast when levitating toward the channel's vertical centre, and the duration of particles in the microchannel becomes too short. Therefore, the lateral migration due to inertial lift forces is not significant.
For curved channels, coupling vertical DEP and inertial lift forces can significantly modify the lateral focusing of particles, Fig. 2D–G. In both spiral and serpentine channels, the curvature-induced secondary flow, a minor flow perpendicular to the primary flow, acts on the particles and alters their initial equilibrium positions due to inertial lift forces.53 In a serpentine channel, the alternating channel curvature induces oscillating secondary flows, Fig. 2D. Particles focus on four symmetrical equilibrium positions along the channel centreline, which are represented as two focusing streaks near the sidewalls from the top-down view, Fig. 2F(i). When n-DEP forces are applied and levitate particles vertically, particles migrate laterally toward the channel centre, Fig. 2F(ii). Two-sided focusing streaks can even combine as a single one at the channel middle when the electric voltage is above a threshold, ESI† Appendix Fig. S5.
In contrast, in a spiral channel, the channel curvature direction is consistent, as well as the secondary flow, Fig. 2E. The counterbalance of secondary flow and inertial lift forces results in two symmetrical equilibrium positions along the vertical centre, shown as one focusing position of particles from the top view,28,61Fig. 2G(i). Upon applying an n-DEP force to push particles away from the electrode layers, particles migrate laterally toward the outer wall. This is because the secondary flow near the vertical central region is directed to the outer wall, and its strength is much stronger than others. This process results in a unilateral focusing streak near the outer wall, Fig. 2G(ii). The particle-focusing positions in a spiral channel under various electric voltages are shown in ESI† Appendix Fig. S6.
In summary, particle vertical displacement by coupling vertical DEP and inertial forces can modulate particle lateral focusing positions in curved channels. Compared with straight channels, the curvature-induced secondary flow in spiral and serpentine channels can significantly modify the inertial focusing positions through the coupling scheme. By coupling DEP forces with inertial flow, particle inertial focusing positions can be precisely regulated by adjusting the electric field. This new mechanism provides more flexibility to precisely manipulate and separate particles and cells at high speed and by multiple modes, which will be demonstrated as follows.
Furthermore, we achieved the separation of the 8 μm and 10 μm particle mixture and evaluated the separation performance using the hybrid DEP–inertial microfluidic device, Fig. 3D. The particle mixture was infused into the device at 500 μL min−1 (Re = 47). When Vpp was 0 V, both particles were focused near the two sidewalls, Fig. 3D(i)–(iii). When Vpp was 35 V, 10 μm particles migrated to the channel centre and merged as a single focusing streak, while 8 μm particles still remained near the two sidewalls as two focusing streaks, although they experienced a slight lateral displacement, Fig. 3D(iv)–(vi) and ESI† Appendix Movie S1. Thus, they can be separated by the differential lateral positions. Furthermore, we collected separated particles from the middle and side outlets and quantitatively evaluated the separation performance. Fig. 3E shows the brightfield and fluorescence microscopy images of particles. Following a single processing step, the purity of 10 μm and 8 μm particles was enhanced from 35% to 98.2% and from 65% to 93.78%, respectively, Fig. 3F. Concurrently, the recovery of 10 μm and 8 μm particles was as high as 90.92% and 99.45%, respectively, Fig. 3G. This indicates the high separation resolution (particle size gap of 2 μm) and efficiency (>90%) using this coupling scheme.
To verify the above hypothesis, we first investigated the focusing behaviour of cells with different dielectric properties in the hybrid DEP–inertial microfluidic device. Chinese hamster ovary (CHO) cells, a commonly used cell line in in vitro studies, were used as a model cell type due to their wide application in biopharmaceutical research and toxicology.63 Live CHO cells were suspended in the DEP medium, while dead CHO cells were obtained after treatment with methanol. We measured the dielectric spectra (i.e., Clausius–Mossotti (CM) factor) of both live and dead CHO cells using 3DEP equipment,64Fig. 4B. At 1 MHz, the CM factor of live and dead CHO cells is 0.7 and −0.25, resulting in p-DEP and n-DEP forces, respectively, Fig. 4B. Live CHO cells experienced p-DEP forces and migrated laterally closer to the nearby sidewalls, Fig. 4C. In contrast, dead CHO cells shifted toward the channel centre since n-DEP forces were exerted, Fig. 4D. The opposite lateral migration direction of live and dead CHO cells promises the separation of cells based on distinct dielectric properties using our coupling scheme.
Furthermore, we demonstrated and evaluated the separation of dead and live CHO cells by coupling p-DEP and n-DEP forces with inertial flow, Fig. 4E. We mixed live and dead cells with a ratio of around 1:
1 and delivered the mixture at 600 μL min−1 (Re = 56). The applied electric voltage was 35 V. Without DEP forces (Vpp = 0 V), live and dead cells were broadly dispersed and overlapped largely with each other, Fig. 4E(i), which is challenging for effective separation. When the electric field was applied, live and dead cells migrated to distinct lateral positions, exiting from side and middle outlets, respectively, Fig. 4E(ii). This approach enabled the continuous and efficient separation of live and dead CHO cells based on their distinct dielectric properties, ESI† Appendix Movie S2. Furthermore, we quantitatively characterised the separation performance, Fig. 4F. The live and dead CHO cells were purified significantly, from both around 50% in the original mixture to 87.26% and 93.85% after a single processing step, respectively. The concentration of both cells was enriched almost four times from the original mixture.
In addition, the hybrid DEP–inertial microfluidic device demonstrated good biocompatibility with CHO cells. After processing, CHO cells were collected from the outlets after processing and seeded into a 96-well plate at different dilutions (1:
1, 1
:
2, 1
:
4, 1
:
8) for subsequent cell culture. The dilution was applied to avoid excessive or insufficient cell concentration, ensuring optimal conditions for cell growth. Cell images were captured at 4 and 24 hours post-seeding, Fig. 4G. The full-scale images of culture wells are in ESI† Appendix Fig. S7. Live CHO cells adhered to the culture plate and exhibited normal proliferation within 24 hours. Furthermore, a PrestoBlue® cell viability kit was used to quantify the proliferation of CHO cells. Fluorescence intensity was measured using a microplate reader, as shown in Fig. 4H. The fluorescence intensity in the side outlets (SOs) was significantly higher than in the middle outlet (MO), demonstrating both the effective separation of cells based on dielectric properties and the good biocompatibility of the separation process.
Additionally, the flow speed also affects the lateral migration of particles in the DEP–spiral microfluidic device, Fig. 5E. Increasing the flow rate shortens the residence time of particles in the channel, subsequently suppressing the lateral migration of particles. In this case, enhancing electric voltage can levitate particles further to the middle region, where the secondary flow velocity is stronger so that particles can be equivalently focused at a higher flow rate, ESI† Appendix Fig. S9. In addition, the smaller the particle size, the more challenging it is to focus them tightly, Fig. 5F. This is because the DEP force is proportional to the third power of particle size, eqn (S6),† and DEP forces on smaller particles are too weak to sufficiently push particles vertically to the effective secondary flow region, ESI† Appendix Fig. S10.
Furthermore, we demonstrated the effective separation of the nanoparticle mixture based on the particles' size-dependent focusing property in the hybrid microfluidic device, Fig. 5G. In the absence of an electric field and at 100 μL min−1 (Re = 18), both 1.1 μm and 200 nm particles randomly dispersed and completely overlapped each other, Fig. 5H(i). By applying a Vpp of 38 V on the IDEs, the larger (1.1 μm) particles focused near the outer wall, while the smaller (200 nm) particles occupied the whole channel as multiple focusing streaks, Fig. 5H(ii) and ESI† Appendix Movie S3. Therefore, 1.1 μm and 200 nm particles could be separated.
The particle samples were collected and visualized using a fluorescence microscope, Fig. 5I. The fluorescence images clearly indicated that 200 nm particles were purified from the mixture. A single peak at around 200 nm from the dynamic light scattering (DLS) analysis of the samples further validated the finding, Fig. 5J. The nanoparticle tracking analysis (NTA) of the samples proved that 200 nm particles were enriched after processing, Fig. 5K. It should be noted that some of the 200 nm particles were lost and collected from the outer outlet. This may be solved by recirculating the samples through the same device to further enhance the recovery of 200 nm particles. Meanwhile, 1.1 μm particles from the outer outlet can be further purified using the same method.
This multiphysics coupling scheme also introduces more selection parameters for cell separation. Physically coupling DEP forces and inertial effects can distinguish cells based on their size and dielectric properties. This overcomes the shortcoming of conventional inertial microfluidics in separating cell groups of similar size.53,67 Here, we demonstrated the efficient separation of live and dead CHO cells with similar sizes based on differences in dielectric properties. In comparison with conventional techniques such as density gradient centrifugation and flow cytometry, our microfluidic chip enables fast, precise separation while maintaining normal cell proliferation. Furthermore, this feature could expand separation capabilities when dealing with complex cell samples, e.g., circulating tumour cells (CTCs). The partial size overlapping between CTCs and blood cells prohibits efficient isolation of CTCs. Combining double selection criteria using the coupling scheme will be a promising strategy since cancer cells possess different dielectric properties than blood cells.68 Similarly, the same scheme may also be applied for isolating inflammation-related cells, like neutrophils or monocytes. Activated neutrophils, common in inflammatory responses, exhibit altered dielectric properties compared to their inactivated counterparts.69 The high-speed feature of the inertial flow allows for a high processing throughput and short duration of cells within electric fields, minimising the negative impact of the electric field on cells. Besides, it is possible to label cells with specific particles to modify their dielectric properties, enabling a more specific separation. These have not been demonstrated here due to the scope of this work, but indicate many possible applications of the proposed coupling scheme and future development.
Furthermore, the coupling scheme can extend the applicable particle size range from the microscale to the nanoscale. In this work, we chose a spiral channel to manipulate submicron particles because the secondary flow in the spiral channel is unidirectional and more stable for focusing small particles. We observed effective lateral deflection of particles as small as 200 nm. The challenge in manipulating such small particles lies in effectively enhancing DEP forces to levitate them into the middle region where the secondary flow can operate. Expanding the manipulation scale of particles enables potential applications in the separation, detection, and analysis of smaller particles, such as bacteria, extracellular vesicles, viruses, and synthetic nanoparticles.
In conclusion, this work introduces an innovative coupling scheme of DEP and inertial flow for real-time microparticle focusing, multi-criteria cell separation, and nanoparticle filtration. Leveraging DEP in inertial flow advances multiphysics microfluidics, offering fast, flexible, and versatile manipulation functions for particles and cells from the microscale to the nanoscale.
Footnote |
† Electronic supplementary information (ESI) available. See DOI: https://doi.org/10.1039/d4lc01037j |
This journal is © The Royal Society of Chemistry 2025 |