The present invention relates to methods for separating particles in a microfluidic device and, ideally, encapsulating said particles in at least one or a stream of droplets; and a kit of parts for performing said methods.
The migration of particles and cells transversally to the flow direction due to internal forces generated within the bulk of the flow has been widely exploited in microfluidics for applications ranging from flow focusing to cell separation. Such forces are not generated by external fields such as electric, acoustic or magnetic field, but they are rather induced from within the suspending liquid by either inertial or viscoelastic forces. Inertial forces are relevant at generally large values of the volumetric flow rate while viscoelastic forces are excited by adding a small amount of one or more polymers to the suspending liquid in order to impart elastic properties to the matrix.
Inertial and viscoelastic forces have been extensively employed for microfluidic focusing and separation of particles and cells on different positions along the channel cross-section. For inertial flow, it has been demonstrated that changes in the channel geometry leads to a modification of the equilibrium positions of the flowing particles and cells. For viscoelastic fluids, instead, the flow properties of the suspending liquids have been found to affect the equilibrium position of flowing particles and cells even in simple straight microfluidic channels. The size-dependent nature of both inertial and viscoelastic forces has led to significant advancements in the separation of particles and cells in simple microfluidic geometries.
In addition to the well-studied phenomenon of the size-dependent transversal particle migration, nonlinear forces can be employed to achieve particle or cell ordering, i.e., the formation of strings of spaced particles called ‘particle trains’. The ability to control interparticle spacing is extremely important to optimise encapsulation of particles or cells in droplets, in order to avoid inclusion of multiple objects in the same droplet and/or the formation of empty droplet. Particle trains form at sufficiently large particle or cell concentrations as a consequence of hydrodynamic interactions occurring between consecutive particles. The main bulk of existing literature has so far focused on inertial ordering, meaning that inertial forces are employed to achieve particle ordering and, only very recently has experimental evidence of self-assembly of particle trains in viscoelastic liquids been provided8. Specifically, particles suspended in an aqueous hyaluronic acid solution displaying shear-thinning features (i.e., shear viscosity decreases when increasing the flow rate in the microchannel) self-assembled in an almost equally-spaced structure at the centreline of a microfluidic channel. Viscoelastic ordering was also recently observed by Liu et al.20, who designed a microfluidic device for on demand self-assembly of particles. The capability of viscoelastic fluids to promote particle ordering has been also demonstrated through recent numerical simulations23, where different values of the particle volume fraction led to different particle structures: at very low volume fractions, the particles did not significantly interact and the distribution of the interparticle distances did not change from the initial random one; at intermediate values of the particle concentration, the formation of relatively well spaced particle trains was observed; and at high volume fractions, strings of nearly-touching particles were formed.
Viscoelastic ordering has several advantages over inertial ordering, such as the fact that particles in viscoelastic liquids become spaced on the channel centreline where the shear rate is minimal and the velocity is maximum, at variance with the inertial ordering where particles are either ordered on multiple particle positions, or on a single line near the channel wall where large particle/cell rotation rates may result in blurred images in cytometry applications that employ line-scan based interrogation. Moreover, viscoelastic ordering tends to occur in shear-thinning liquids, meaning that the velocity profile in a microchannel is more flat around the centreline compared to the parabolic one observed in Newtonian liquids. This results in a smaller shear stresses acting on objects flowing around the tube centreline, with obvious advantages when processing delicate cells.
Despite the relevance and the potential impact in a variety of microfluidic applications, works on viscoelastic ordering are very limited, and many open questions still remain. The only two previously mentioned experimental studies8,20 considered aqueous solutions of hyaluronic acid as suspending fluids, and it is not clear whether different polymer solutions displaying shear-thinning features are able to drive formation of particle trains on the centreline. In the previous works8,20, hyaluronic acid has only been employed to demonstrate particle train formation in microchannels using a single polymer concentration. Furthermore, the hyaluronic acid solutions employed by Del Giudice et al.8 presented a large zero-shear viscosity which can cause problems during particle or cell mixing. Moreover, previous studies, both numerical and experimental, failed to fully characterise or reduce the impact of doublets or triplets of attached particles on the formation of a stable train. A critical step further to the existing studies is the encapsulation of particles in a controlled manner, i.e., above the stochastic encapsulation limit. This step is not straightforward and it does not easily relate to the existing studies8,20 for several reasons: i) the flow rate values that can lead to particle ordering may not necessarily be compatible with the formation of droplets in microfluidic configurations; ii) the concentration of polymer in solution needs to be optimised in a way that can lead to droplet formation as well as particle ordering; iii) the encapsulation above the Poisson limit requires the simultaneous optimisation of polymer solution, volumetric flow rate of the fluids containing droplets, volumetric flow rate of the immiscible liquid required to “cut” the droplet, selection of the channel cross-section for the simultaneous ordering and encapsulation and channel length.
Formation of droplet and particle crystals can be seen as the ‘prelude’ to a vast range of applications featuring both types of crystals. On the one hand, microfluidic crystals can be used to enhance the compartmentalisation efficiency of particles and cells in order to defeat the Poisson statistic problem, which is a very important aspect when targeting single-cell analysis. On the other hand, compartmentalisation of either rigid particles or liquid droplets in another larger droplet where they can self-assemble in ordered crystals is appealing for the fabrication of colloidal crystals and photonic materials.
In this work, we demonstrate that a viscoelastic shear-thinning aqueous solutions, in particular aqueous Xanthan Gum or hyaluronic acid solutions, drives the self-assembly of ‘particle trains’ on the centreline of a microchannel that are characterized by a preferential spacing, quantified in terms of distributions of the interparticle distance. The use of xanthan gum as a particle suspending liquid is advantageous over, and so is preferred to e.g. hyaluronic acid, because of its strongly shear-thinning properties at relatively low polymer mass concentrations, resulting in smaller zero-shear viscosity values. Furthermore, by careful selection of channel design, suspending liquid and flow rate, we were able to reduce the occurrence of multi-particle strings, mainly doublets and triplets, that interrupt the continuity of the particle train.
Moreover, such optimized particle trains were combined with an immiscible oil flow to encapsulate separated particles in droplets, minimising the occurrence of encapsulating multiple particles in a single droplet and/or forming empty droplets, and to increase the encapsulation efficiency above the Poisson limit.
In addition, this novel particle encapsulation technique was applied to a system combining a plurality of such optimized particle train streams with an immiscible oil flow to co-encapsulate a plurality of populations of separated particles in oil droplets, minimising the occurrence of encapsulating multiple particles from the same population of separated particles in a single droplet and/or forming empty droplets, and to increase the encapsulation efficiency above the Poisson limit.
The present invention, in its various aspects, is as set out in the accompanying claims.
According to a first aspect of the invention there is provided a method of separating particles in a microfluidic device, the method comprising:
As used herein, the terms ‘separation’ and/or ‘separating’, when used in the context of particles, refers to the assembly of particle trains characterised by a preferential spacing that can be quantified in terms of an interparticle distance. Such a separation of particles reduces, but does not necessarily eliminate, the occurrence of multiparticle strings/agglomerates that disrupt the continuity of the said particle trains.
In preferred embodiments, the microchannel is curvilinear, and may be a serpentine or spiral microchannel. In particularly preferred embodiments, the curvilinear microchannel has a radius of curvature of from 2.5 mm to 25 mm. 5 In some embodiments, the microchannel has a circular cross section. As used herein, the term ‘circular’ refers to any shape having rounded corners in which the maximum height (diameter) is equal to the maximum width±15%. Alternatively, the microchannel has a square cross section, As used herein the term ‘square’ refers to any shape having four substantially straight edges with substantially 90º corners in which the maximum height (diameter) is equal to the maximum width±25%.
In preferred embodiments, the cross-sectional diameter, i.e. maximum height/width, of the microchannel is a figure between 50 μm and 500 μm, and more preferably a figure between 75 μm and 150 μm. A cross-sectional diameter of 100 μm is particularly suitable. 15 The length of the microchannel is preferably at least 100 mm. Similarly, in preferred embodiments, the microchannel has a length (L) and diameter (D) such that the formula L/D≥2500 is satisfied. Such microchannels provide sufficient length to ensure that both the initial particle focussing into a 1-dimensional line within the channel and subsequent particle separation is completed within the microchannel structure. As the skilled person will appreciate, there is no upper limit to the microchannel length. However, in practice shorter lengths are preferred for reasons of speed and/or economics.
As noted above, the particles to be separated are provided in the form of a mixture by suspending said particles in an aqueous separation liquid comprising xanthan gum. In preferred embodiments, the mixture comprises said particles in an amount from 0.1 wt. % to 1 wt. %. Further, said particles preferably have a diameter (d) of from 10 μm to 50 μm, more preferably from 20 μm to 30 μm.
In one embodiment, the particles to be separated are suspended in an aqueous liquid comprising 0.15 wt. % to 0.55 wt. % xanthan gum. Preferably, such aqueous separation liquid comprises from 0.2 wt. % to 0.4 wt. % xanthan gum. Most preferably, the aqueous separation liquid comprises 0.3 wt. % xanthan gum.
In an alternative embodiment, the particles to be separated are suspended in an aqueous liquid comprising 0.05 wt. % to 1.0 wt. % hyaluronic acid. Preferably, such aqueous separation liquid comprises from 0.1 wt. % to 0.75 wt. % hyaluronic acid. Most preferably, the aqueous separation liquid comprises from 0.25 wt. % to 0.65 wt. % hyaluronic acid. In exemplary embodiments, the aqueous separation liquid comprises from 0.3 wt. % or 0.5 wt. % hyaluronic acid.
Preferably, the microchannel provides a confinement ratio B of from 0.15 to 0.5, calculated using the formula B=d/D wherein d represents the diameter of said particles in said mixture and D represents the cross-sectional diameter of said microchannel. More preferably, the microchannel provides a confinement ratio B of from 0.2 to 0.4. By restricting the confinement ratio in this way, particles are focussed on the centreline of the microchannel in shear-thinning liquids such as used in the present invention.
When the particles to be separated are suspended in an aqueous liquid comprising xanthan gum, the mixture of particles preferably flows through the microfluidic device at a flow rate (Q) of from 0.3 μl/min to 15 μl/min, and more preferably from 0.4 μl/min to 8 μl/min. Such flows rates have been found to provide excellent particle separation (minimizing particle doublet and triplet formation) and also allow for the microchannel flow to be combined with water immiscible encapsulation liquid to prepare encapsulated separated particles. As would be readily appreciated by the skilled artisan, such flow may be induced within the microfluidic device by imposing a pressure drop between the inlet and outlet. In preferred embodiments, the mixture of particles flow through the microfluidic device at a flow rate (Q) which results from the imposition of a pressure drop (ΔP) of from 250 mbar to 3000 mbar, and more preferably from 500 mbar to 1500 mbar.
When the particles to be separated are suspended in an aqueous liquid comprising hyaluronic acid, the mixture of particles preferably flows through the microfluidic device at a flow rate (Q) of from 1 μl/min to 15 μl/min, and more preferably from 1.5 μl/min to 10 μl/min. Such flows rates have been found to provide excellent particle separation (minimizing particle doublet and triplet formation) and also allow for the microchannel flow to be combined with water immiscible encapsulation liquid to prepare encapsulated separated particles. Such flow may be induced within the microfluidic device by imposing a pressure drop between the inlet and outlet. In preferred embodiments, the mixture of particles flow through the microfluidic device at a flow rate (Q) which results from the imposition of a pressure drop (ΔP) of from 500 mbar to 2000 mbar, and more preferably from 1000 mbar to 1750 mbar.
Therefore, according to a second aspect of the invention, there is provided a method of producing droplets containing separated particles, the method comprising:
Preferably, the water immiscible encapsulation liquid is a mineral oil, more preferably a mineral oil having a viscosity of from 15 to 45 mPa·s, measured at standard temperature and pressure using a stress-controlled bulk rheometer (AR2000x, TA Instrument).
In preferred embodiments, the interfacial tension, measured using a force tensiometer (e.g. Sigma 702, biolin Scientific), between the mixture and encapsulation liquid is a figure between 2 mN/m and 4 mN/m to provide a stable interface between the two immiscible components. As is readily appreciated by the skilled person, interfacial tension can be readily reduced by the addition of one or more surfactant compounds. A non-ionic surfactant, e.g., Span-80 is particularly suitable for this purpose.
When the particles are dispersed in an aqueous liquid comprising xanthan gum, the encapsulation liquid is preferably introduced into said microchannel via said second inlet at a flow rate (Q′) of from 0.3 μl/min to 15 μl/min, and more preferably from 0.4 μl/min to 8 μl/min. Flow rates (Q′) of 5 μl/min or more are particularly suitable.
When the particles are dispersed in an aqueous liquid comprising hyaluronic acid, the encapsulation liquid is preferably introduced into said microchannel via said second inlet at a flow rate (Q′) of from 1 μl/min to 15 μl/min, and more preferably from 1.5 μl/min to 10 μl/min. Again, flow rates (Q′) of 5 μl/min or more are particularly suitable.
By controlling flow rates Q and Q′, discrete droplets of xanthan gum or hyaluronic acid encapsulated separated particles form within the water immiscible encapsulation liquid.
Preferred features relating to the microchannel, particles, aqueous liquid and flow rate (Q) are as described above for the first aspect of the invention.
According to a third aspect of the invention, there is provided a method of co-encapsulating a plurality of distinct populations of separated particles within individual droplets, the method comprising:
In preferred embodiments, the dimensions of the first and second particle separation microchannels are the same. In addition, preferred features relating to said particle separation microchannels and/or said encapsulant microchannel are as described above in relation to the microchannel of the second aspect of the invention.
In preferred embodiments, the cross-sectional diameter, i.e. maximum height/width, of the exit microchannel is a figure between 50 μm and 150 μm, with a cross-sectional diameter of 120 μm being particularly suitable.
As is the case for the particle separation microchannels, in some embodiments, the exit microchannel has a circular cross section. Alternatively, the exit microchannel has a square cross section.
Further, preferred features relating to the particles, aqueous viscoelastic liquid, water immiscible encapsulation liquid, flow rate (Q) and flow rate (Q′) are as described above for the second aspect of the invention.
According to a fourth aspect of the invention, there is provided a kit of parts for use in the method of the first aspect of the invention, the kit comprising: a microfluidic device comprising at least one microchannel, the microchannel comprising at least one first inlet and at least one first outlet, wherein said microchannel satisfies the formula L/D≥ 2000; an aqueous viscoelastic separation liquid comprising from 0.15 wt. % to 0.55 wt. % xanthan gum or from 0.05 wt. % to 1.0 wt. % hyaluronic acid; and a pressure/flow source configurable to affect the flow of said separation liquid through said microchannel at flow rate (Q) of from 0.25 μl/min to 50 μl/min.
Preferred features relating to the microchannel, aqueous liquid and flow rate (Q) are as described above for the first aspect of the invention.
According to a fifth aspect of the invention, there is provided a kit of parts for use in the method of the second aspect of the invention, the kit comprising: a microfluidic device comprising at least one microchannel, the microchannel comprising at least one first inlet, at least one first outlet and at least one second inlet, wherein said microchannel satisfies the formula L/D≥2000, and said second inlet is positioned downstream of said first inlet at a distance that satisfies the formula L/D≥2000; an aqueous viscoelastic separation liquid comprising from 0.15 wt. % to 0.55 wt. % xanthan gum or from 0.05 wt. % to 1.0 wt. % hyaluronic acid; a water immiscible encapsulation liquid; a first pressure/flow source configurable to affect the flow of said separation liquid through said microchannel at flow rate (Q) of from 0.25 μl/min to 50 μl/min; and a second pressure/flow source configurable to affect the flow of said encapsulation liquid through said microfluidic device at a flow rate (Q′) of from 0.25 μl/min to 50 μl/min.
Preferred features relating to the microchannel, aqueous liquid, encapsulation liquid, flow rate (Q) and flow rate (Q′) are as described above for the second aspect of the invention.
According to a sixth aspect of the invention, there is provided a kit of parts for use in the method of the third aspect of the invention, the kit comprising:
Preferred features relating to the first and second particle separation microchannels, encapsulant microchannel, particles, aqueous viscoelastic liquid, water immiscible encapsulation liquid, flow rate (Q) and flow rate (Q′) are as described above for the third aspect of the invention.
In the claims which follow and in the preceding description of the invention, except where the context requires otherwise due to express language or necessary implication, the word “comprises”, or variations such as “comprises” or “comprising” is used in an inclusive sense i.e. to specify the presence of the stated features but not to preclude the presence or addition of further features in various embodiments of the invention.
Throughout the description and claims of this specification, the singular encompasses the plural unless the context otherwise requires. In particular, where the indefinite article is used, the specification is to be understood as contemplating plurality as well as singularity, unless the context requires otherwise.
All references, including any patent or patent application, cited in this specification are hereby incorporated by reference. No admission is made that any reference constitutes prior art. Further, no admission is made that any of the prior art constitutes part of the common general knowledge in the art.
Preferred features of each aspect of the invention may be as described in connection with any of the other aspects.
Other features of the present invention will become apparent from the following examples. Generally speaking, the invention extends to any novel one, or any novel combination, of the features disclosed in this specification (including the accompanying claims and drawings). Thus, features, integers, characteristics, compounds or chemical moieties described in conjunction with a particular aspect, embodiment or example of the invention are to be understood to be applicable to any other aspect, embodiment or example described herein, unless incompatible therewith.
Moreover, unless stated otherwise, any feature disclosed herein may be replaced by an alternative feature serving the same or a similar purpose.
The invention will now be described in detail by way of example only with reference to the following figures:
b) Droplet formation frequency as a function of the ratio q0.84/Ca0.1.2. Solid line has equation
The dynamics of a system of aligned particles suspended in a viscoelastic fluid and flowing in a microfluidic channel is a complex phenomenon. The hydrodynamic interactions between consecutive particles are mediated by fluid viscoelasticity, fluid dynamics conditions, and the characteristic dimensions of both the microfluidic device and the suspended particles. A variation of the relative position between two consecutive particles due to hydrodynamic interactions is reflected along the whole particle system with a characteristic time depending on several parameters such as the flow rate, particle over channel size, solid concentration and fluid rheology23.
In the simplest case of a pair of particles aligned at the channel centreline, previous numerical simulations reported that particles experienced either an attractive or a repulsive force depending on their initial distance and the Deborah number De (definition of De is reported in Example 1 results below). For a Deborah number lower than a threshold Decr, two particles with initial distance s below a critical value scr experience an attractive force, leading to the formation of a particle doublet (
For a system made of three aligned particles (depicted in
In a system of several aligned particles, the overall dynamic depends upon the mutual distance between all the interacting particles. Since hydrodynamic interactions lead to continuous variations of the distances between two consecutive particles over time, the final configuration of the particle system cannot be easily predicted. However, according to the existing numerical simulations, particle trains (i.e. strings of equally-spaced particles) can be obtained when all the distances between consecutive particles in the aligned particle system are larger than the critical value scr. It is also possible that the continuity of the particle train is broken by the occurrence of particle multiplets (primarily doublets) formed because the initial distance between two particles is smaller than scr.
Xanthan gum from Xanthomonas campestris was purchased from Sigma Aldrich Ltd. Polystyrene particles (diameter 20±2 μm) were purchased from Polysciences Inc.
A 0.1 wt. % Xanthan Gum (XG) solution was prepared by dissolving XG in deionised water. The solution was mixed using a magnetic stirrer for 12 hours to allow full dissolution of the polymer.
The rheological measurements were conducted on a stress-controlled rheometer (TA AR2000ex) with a truncated acrylic cone (60 mm diameter, 1° angle) at constant temperature of 22° C.). A home-made solvent trap was used to prevent solvent evaporation of XG solution during the rheological measurements.
The 0.1 w.% XG solution exhibited strong shear-thinning features in the shear rate region 10−1<{dot over (γ)}<103 s−1 (
There is a significant bulk of literature (see, for instance, Song et al.30, Wyatt and Liberatore31 and references therein), where XG solutions in dilute and semi-dilute regime were extensively characterised and their elastic properties were found to be significant. Elasticity in XG solutions is due to their stiff rod-like behaviour in deionised water, similarly to aqueous solutions of rigid rods. Furthermore, the fact that, in our experiments, rigid particles suspended in XG 0.1 wt. % align on the centreline of the microfluidic device (see below) confirms that XG presents non-negligible elastic properties. In order to quantify the viscoelastic behaviour of the XG solution and to estimate the longest relaxation time A, we also performed small angle oscillatory shear (SAOS) rheological measurements, where the storage modulus G′ and the loss modulus G″ were evaluated as a function of angular frequency ω (
where μ→ is the infinite shear viscosity, μ0 is the zero shear viscosity, A is the longest relaxation time, {dot over (γ)} is the shear rate and m is the factor that modulates the transition between the constant region and the shear-thinning region. The fitted parameters are: λ=1.59 s, μ0=0.22 Pa·s, μ∞=0.0018 Pa·s and m=0.61. In this example, we employed a value of the longest relaxation time equal to A=1.55 s to discuss our results.
Polystyrene particles (Polysciences Inc.) with diameter of 20±2 μm were added to the 0.1 wt. % XG polymer solution at four different mass concentrations of φ=0.2 wt. %, φ=0.25 wt. %, φ=0.3 wt. % and φ=0.4 wt. %. The resulting suspension was mixed using a vortex mixer (Fisherbrand ZX3) to fully disperse the polystyrene particles in the XG polymer solution. The suspension was further put in an ultrasonic bath for 2 minutes to remove potential aggregates.
An inverted microscope (Zeiss Axiovert 135) was employed to analyse particle flow in a commercial hydrophilic glass T-junction chip (Dolomite, microfluidics) (see
The suspension was pumped at various pressure drops ΔP with a pressure pump (Mitos p-pump) and the evolution of the flow rate Q measured by the flow sensor (Dolomite microfluidics) was monitored using the pressure pump computer software (Dolomite microfluidics): the flow was considered to be stabilised once the value of Q reached a steady state.
The following experimental protocol was employed: First, a pressure drop corresponding to a flow rate Q=20 μL/min was imposed until the flow through the channel achieved steady-state. Then, the pressure drop ΔP was lowered to obtain a flow rate of Q=5 μL/min to record the videos. Thereafter, ΔP was increased and videos were recorded at resulting flow rate values of Q=7.5, 10, 15, 20, and 25 μL/min. The experimental videos were then analysed using a subroutine in order to derive the distance between consecutive particles (
The results presented hereafter are discussed in terms of the Deborah number De that quantifies the degree of elasticity in response to the flow deformation. In agreement with previous works22, we defined De as:
where Q is the volumetric flow rate, λ is the longest relaxation time and D is the diameter of the microfluidic channel. For Newtonian fluids, the relaxation time is zero (instant relaxation), and therefore, De=0. For non-Newtonian fluids, the Deborah number is always positive.
Particle ordering, either in inertial of viscoelastic flows, requires that adjacent flowing particles interact hydrodynamically with each other27. This condition is fulfilled when the particle concentration is sufficiently large to make hydrodynamic interactions relevant between consecutive particles. Furthermore, longitudinal train formation requires that the particles be aligned along one streamline of the flow field. The experimental evidence provided by Del Giudice et al.8 suggested that self-assembly of particle trains is obtained only when the suspending liquid displays shear-thinning features; otherwise, adjacent particles will experience a substantial attractive force that would result in particle string formation rather than particle trains. In Newtonian liquids under inertialess conditions, particles do not focus nor self-order, as also experimentally observed here (data not shown). To focus particles on the centreline of the microfluidic device in shear-thinning liquids, Del Giudice et al.22 demonstrated that the confinement ratio β=d/D should be β≥0.15. For lower values of the confinement ratio, instead, particles were driven towards the lateral walls of the microfluidic device22. As previously reported, in our experiments, we employed an aqueous Xanthan Gum 0.1 wt. % shear-thinning solution (
Polystyrene particles at two bulk concentrations of φ=0.2 wt. % and φ=0.3 wt. %, at a (dimensionless) distance from the channel inlet LID=400, corresponding to 4 cm from the inlet of the microfluidic device, were perfectly focused on the channel centreline (snapshots in
The only peak in the probability function at LID=400 was the one at S*=1, meaning that several particles were forming strings of particles in contact, which were found to be mainly doublets (data not shown). Doublet formation could be ascribed to the multiple connections existing between the reservoir and the microfluidic channel, all of them with different internal diameters. Intuitively, when a large concentration of particles experience a series of significant geometrical contractions and expansions, particle overcrowding might occur between consecutive connections, resulting in doublet formation.
As the distance between consecutive particles becomes smaller than a critical value, recent numerical simulations27.28 predicted that the particles experience an attractive force leading to doublet formation; a similar phenomenon has been observed experimentally by Del Giudice et al.8. We did not have direct optical access to the different connections, therefore, we could not make a clear conclusion on this point. However, the fact that the strings of observed particles tended to form mostly doublets seem to support our hypothesis rather than suggesting an intrinsic particle self-assembly dynamic influencing the whole train. Notably doublets or triplets formation involved only a maximum of 20% of the overall number of particles (data not shown), while the remaining 80% was made of isolated particles.
These results showed that the particles focused relatively quickly (UID=400) even though no clear self-assembled structure could be observed (
As shown above, we observed particle focusing on the channel centreline at LID=400, despite no clear ordering occurring (
For a particle concentration of φ=0.2 wt. %, the peaks in the distributions at LID=2500 (
It is also notable that, for increasing values of De, the preferential distance moved from S*=7 to S*=8 and, accordingly, the peak at S*=1 increased (data not shown). However, this behaviour can be easily understood as, by increasing the number of particles that form doublets or triplets (those at S*=1), the equilibrium distance of the particles in the train must increase. Taken together, these observations suggest that the equilibrium distributions at LID=2500 is unaffected by the Deborah number and the slight deviations are due to the presence of a different amount of particles forming strings that, in turn, depends on the initial interparticle distances.
A different phenomenon was instead observed for the higher particle concentration o=0.3 wt. %, where a peak in the interparticle distance distribution was still clearly visible but at a value of S* that strongly depended on the Deborah number (
The distributions reported in
This work demonstrated that a viscoelastic shear-thinning aqueous 0.1 wt. % Xanthan Gum solution promoted the self-assembly of particle trains on the centreline of a serpentine microfluidic device. Further the particles were shown to be focused relatively quickly (LID=400), even though no clear self-assembled structure could be observed. Particle train formation was found at LID=2500, thus making particle focusing the ‘prelude’ to particle ordering.
The preferential distance observed through the distributions of the interparticle distances depended on the particle concentration and the Deborah number. The distributions were also characterized by a significant peak at a distance equal to the particle diameter, denoting the presence of several particles forming doublets or triplets. These were ascribed to the fact that adjacent particles with initial inter-particle distances below a critical value were subjected to viscoelasticity-mediated attractive forces and were hardly separated during the flow.
Since the existence of these structures is detrimental for particle ordering, new channel designs and separation methodology needed to be developed to avoid/reduce their formation.
Aqueous Xanthan Gum (XG) solution in range of 0.05 to 0.6 wt. % was prepared by dissolving Xanthan gum from Xanthomonas campestris (obtained commercially from Sigma Aldrich) in deionized water and applying magnetic stirring for 12 hours to allow full dissolution of the polymer. The shear viscosity of aqueous solution was measured on a stressed control Rheometer (TA AR-G2) with a double-gap geometry at constant temperature (T=22° C.). Mineral oil (Sigma Aldrich, UK) was used as the continuous phase in droplet generation and encapsulation experiments. A non-ionic surfactant, 1 wt. % Sorbitan monooleate (Span® 80), was added to stabilize the interface between XG and mineral oil phase. Interfacial tension between two immiscible fluids was measured using a force tensiometer (Sigma 702, biolin Scientific). Addition of surfactant drastically decreased interfacial tension, independent of XG concentration, between two phases from 19±0.1 mN/m to 3.4±0.1 mN/m.
Polystyrene particles (Polysciences Inc) with diameter d of 20±2 μm at concentration of 0.3 wt. % was added to XG. Then, the suspension was mixed using a vortex mixer (Fisher-brand ZX3) to fully disperse the polystyrene particles in the XG solution. The suspension was further put in an ultrasonic bath for 2 minutes to remove potential aggregates prior to performing encapsulation experiments.
A commercial hydrophobic glass T-junction chip (Dolomite, microfluidics) (see
It is generally understood that the properties of two immiscible fluid flows that determine droplet size are interfacial tension coefficient γ, dynamic viscosity of dispersed and continuous phases μd and μc, and flow rates of two phases Qd and Qc, where subscript d and c refer to dispersed and continuous phase, respectively. Qd and Qc are used interchangeably with Q and Q′, respectively, throughout this application. These parameters are usually used in their normalized forms as Q=Qd/Qc, η=μd/μc, and Ca=μcUc=γ; here Uc=4Qc/πD2 is the average velocity of continuous phase fluid. In our experiments, continuous phase viscosity was measured to be 29 mPa·s and the flow rates was changed in range of 0.1-10 μL/min corresponding to capillary number in range of Ca [0.001-0.1]. For this range of control parameters, the Reynolds number of continuous phase Re=ρcUcD/μc is 6:4×10−4-6:4×10−2. Weissenberg number, Wi=λ{dot over (γ)} ratio of fluid relaxation time and characteristic time scale of flow(1/), is used to describe the degree to which nonlinearity is exhibited in viscoelastic fluids. Characteristic time scale of dispersed phase was estimated by the apparent wall shear rate for a Newtonian fluid 1/{dot over (γ)}=32QXG/πD3 with D being the channel diameter and relaxation time(A) was obtained from
Previous studies on droplet generation in microfluidic devices, mostly focused on the Newtonian fluid, have identified three regimes: squeeze, dripping, and jetting. In the squeeze regime, at low capillary numbers, interfacial stresses dominate the shear stresses. The dynamics of break-up of immiscible fluids in this regime is dominated by the pressure drop developed across the droplet and size of the droplets is determined by the ratio of the volumetric rates. In the dripping regime, high capillary numbers (Ca>0.01), viscous stress dominates over interfacial stresses and droplet size follows a power-law relationship with capillary number.
However, little is known about the role of non-linear properties such as fluid viscoelasticity and shear-thinning of the dispersed phase. We investigated the mechanism of break-up, and scaling characteristics of XG droplet generation in microfluidic T-junctions over a wide range of concentration and flow rates. In the T-junction microfluidic, two immiscible liquids flow into separate inlet channels that intersect at right angles. XG solution emerges into the junction and enter the main channel and confines the flow of the carrier fluid (see
The frequency of droplet formation was measured by measuring time period between formation of two consecutive drops and averaged over total number of detected droplets. Frequency was proportional to continuous and dispersed phase flow rate and independent of XG concentration. In the squeezing regime, frequency increases with growing Qd suggesting that increasing dispersed flow rate can accelerate the expansion, squeezing, and necking of the dispersed phase. However, droplet normalized length (see
Although, we observed continuous generation of viscoelastic XG drops, there is an upper limit to dispersed phase flow rate for stable droplet generation at each Ca number. By increasing the dispersed phase flow, size of droplet increased monotonically, however, at a critical flow rate(Q*d) the droplet generation became unstable and lead to parallel flow of two immiscible fluids. The transition point was proportional to the continuous phase flow rate and inversely proportional to XG concentration. Shown in
Droplet microfluidics provides a platform technology for encapsulation of particles/cells in mono-disperse aqueous droplets that are suspended in an immiscible oil carrier fluid. Microfluidic droplets provide the means to achieve various high-throughput single-cell assays, such as biochemical reactions and cell-cell interactions in picoliter droplets. Encapsulation of single particle or co-encapsulation of a cell and a functionalised particle is desired in many applications such as drop sequencing.
In randomly dispersed particles, Poisson's statistics describes the probability of a drop containing n particles is nk exp(−k)/(n!), where k is the average number of particles per drop48. If the average number of particles is k=1, the probability of one particle per droplet is 36%. Therefore, outperforming the Poisson's statistics is crucial for maximizing the efficiency of encapsulation and drop-sequencing applications.
Our results on particle ordering (see Example 1) using XG provide a route to increased performance of such applications. We studied particles encapsulation by flowing 0.3 wt. % PS particle suspension into the microchip using two inlets: short inlet of nearly 4 cm and the long channel is 25 cm. In the case of short inlet, shown in inset in
As shown in Example 1 above, non-Newtonian properties of XG solution can be used to focus and then order particles on the channel centreline. We used the same approach by flowing the suspension in the long channel and the cutting fluid was pumped from the short channel.
The particle encapsulation tests of Example 2 were replicated whilst varying xanthan gum concentration and flow rates to assess the effect of same on the particle separation and encapsulation process.
As the results in Example 2 (see
In a first series of tests, a 0.05 wt. % XG solution was used to suspend the particles and the mixture was passed through the microchannel at varied flow rates. The results of these tests, which are provided in
Therefore, an analogous test using a 0.1 wt. % XG solution was conducted, the results of which are provided in
The tests were also replicated using a 0.3 wt. % XG solution, the results of which are shown in
Finally, the tests were replicated using a 0.6 wt. % XG solution, the results of which are shown in
This work demonstrates that xanthan gum (XG) concentration should be carefully selected to optimise both the spacing of particles (minimizing doublet and triplet formations) and the formation of encapsulating droplets.
In particular, 0.05 wt. % XG may be used to form droplets but inferior particle spacing was observed, resulting in the inconsistent production of single particle encapsulating droplets. Similarly, the use of 0.1 wt. % XG resulted in the formation of large aggregates which resulted in single particle encapsulation with an efficiency lower than that predicted by Poisson's statistics. Further, the use of 0.6 wt. % XG was shown to provide excellent particle spacing (minimizing doublet and triplet formation), but particle encapsulating droplets could not form due to flow instability.
However, good particle spacing and improved single particle encapsulation efficiency was achieved using 0.2 wt. % or 0.3 wt. % XG. Specifically, 0.2 wt. % XG (see Example 2) has been shown to separate particles, although some large particle aggregates remained (see
An aqueous solution of Hyaluronic acid (HA) in range of 0.07 to 0.5 wt % was prepared by dissolving HA (Sigma Aldrich, UK) in deionised water and the solution was stirred using a magnetic stirrer for 12 hours to allow full dissolution of the polymer. Rheological properties of HA was measured on a stressed control Rheometer (TA, AR-G2) with a cone-plate geometry(1°) at constant temperature of T=22° C. Rheological characteristics of HA solution exhibited strong shear-thinning behaviour in the range of applied shear rates for all the concentrations (
Polystyrene particles (Polysciences Inc.) with diameter d=20±2 μm were added to HA, then, suspension was mixed using a vortex mixer (Fisherbrand ZX3) to fully disperse the polystyrene particles in the HA solutions. The suspension was further put in an ultrasonic bath for 2 minutes to remove potential aggregates prior to performing experiments.
A home-made chip with flow-focusing geometry of rectangular cross section W=H=100 μm was made out of polymethyl methacrylate (PMMA). The PMMA sheet were milled using a CNC milling machine (Minitech machinery corporation, US) to form three walls of the microchannel. Then, the microchannel was bonded to a glass slide using a pressure sensitive double-side tape (Adhesives Research Ire-land Ltd). The chip was mounted on an inverted micro-scope (Zeiss Axiovert 135) and videos of droplet generation/particle encapsulation were captured at frame rate of 250-4000 fps with a high speed camera(Photron, fastcam Mini UX50). The channel downstream of the encapsulation area featured a height H=100 μm and a width W=120 μm.
The captured videos were analysed using a code written in MATLAB to determine size and frequency of droplet generation. In encapsulation experiments droplet were detected automatically using the home image analysis code and number of particles per each droplet was manually counted. For particle encapsulation experiment, a particle tracking algorithm was employed to the upstream of the junction to analyse particle flow, prior to reaching the encapsulation region, to measure inter-particle spacing, size, and velocity of particle.
HA is used as the dispersed phase and Mineral oil as the continuous phase for droplet generation. HA enters the main channel from the right inlet while mineral oil, as the continuous phase, enters the main channel vertically via the top and bottom inlets.
The formation of droplets is divided into three stages: filling stage, necking stage and detachment stage. The formation of droplets is mainly that the continuous phase has flow-focusing effect on the dispersed phase. There are roughly three regimes for droplet generation called squeezing, dripping and jetting. The capillary number Ca, the flow rate ratio of the two phases q, the viscosity of the continuous phase, and the interfacial tension between the two phases have very important influence on the droplet formation regime and subsequently droplet size.
The droplet length can be predicted considering the influence of the Capillary number Ca and the flow rate ratio q. Previous studies on Newtonian droplets reported that for flow-focusing geometry the normalised droplet length L/W, where L is the droplet length and W is the channel width, scales as:
and exponents obtained from fitting was found to be 0.45±0.01 and 0.35±0.01 for b and c, respectively. To reach the goal of maximising the efficiency of single/co-encapsulation of particle we should know the frequency and size of the droplet. This frequency should be synchronised with the frequency of particles approaching the focusing area. A similar master curve (
α=2.00±0.02×105[1/s], m=0.84±0.05 and n=1.20±0.05 was obtained from the fitting. The droplet generation frequency fa should match particles frequency (fp) to maximise the encapsulation efficiency.
To achieve controlled encapsulation, an ordering a channel of length 30 cm is placed upstream of a droplet-generating area. We observed that particles arrived at the encapsulation region focused at the centreline and with preferential spacing, with very few aggregates of particles in the form of doublets and triplets, that were subsequently encapsulated. When the process of loading particles into drops is purely random Poisson statistics predicts probability of droplets containing n particles is:
Where k is the average number of particles in the droplet.
The co-encapsulation of particles was studied by introducing a second inlet to the encapsulation design (see
here kU and kD are the average number of particles per droplet for particles type U and type D, respectively. Poisson statistics for average number of particles per droplet equal to 1 (kU=kD=1) predicts probability of 13.5% for one-to-one co-encapsulation (nU=nD=1).
We have shown that a viscoelastic shear-thinning aqueous Xanthan Gum solution and Hyaluronic acid can drive the self-assembly of ‘particle trains’ on the centreline of a microchannel that are characterized by a preferential spacing. Furthermore, by carefully selecting channel design and flow rate, we were able to reduce the occurrence of multi-particles, mainly doublets and triplets, that interrupt the continuity of the particle train.
Moreover, we were also able to combine such optimized particle trains with an immiscible oil flow to successfully encapsulate separated particles, and co-encapsulate a plurality of populations of separated particles, in droplets.
Number | Date | Country | Kind |
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2105171.9 | Apr 2021 | GB | national |
Filing Document | Filing Date | Country | Kind |
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PCT/EP2022/059519 | 4/8/2022 | WO |