Abstract
Extracorporeal lung assist technology is one of the last options in critical care medicine to treat patients suffering from severe oxygenation and decarboxylation disorders. Platelet activation along with the consequent thrombus formation is a potentially life-threatening complication of this technique. To avoid platelet-dependent clot formation, this study aims at developing a microfluidic cell sorting chip that can bypass platelets prior to the membrane oxygenator of the extracorporeal lung assist device. The cell sorting chips were produced by maskless dip-in laser lithography, followed by soft lithography replication using PDMS. Citrated porcine whole blood with a clinically relevant haematocrit of 17% was used for the cell sorting experiments involving three different blood flow rates. The joint effects of flow focusing and hydrodynamic lifting forces within the cell sorting chip resulted in a reduction of up to 57% of the baseline platelet count. This cell sorting strategy is suitable for the continuous and label-free separation of red blood cells and platelets and is potentially applicable for increasing the biocompatibility and lifetime of current extracorporeal lung assist devices.
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Introduction
Extracorporeal lung assist (ECLA) is a life-saving measure for patients suffering from severe oxygenation or decarboxylation disorders. Acute respiratory distress syndrome (ARDS) in neonates, children and adults is a common indication for ECLA therapy1,2,3. Recent ECLA devices (membrane oxygenators) consist of a hard plastic body containing hollow fibre membranes, which enable gas exchange by solution and diffusion between the patient’s blood and the air flowing through the oxygenator. Despite several attempts to minimize coagulation in the ECLA system, including nitric oxide-releasing membranes, which should reduce platelet adhesion and activation4, or alternative anticoagulants such as bivalirudin5, the artificial surfaces still cause activation of the coagulation cascade, limiting the use of ECLA to short-term applications for a maximum of a few weeks. Thrombus formation on the membrane is still one of the most critical events6. In addition to surface modulations and modification of the systemic anticoagulation strategies, no further or generally new approach has yet been developed to increase the biocompatibility of ECLA devices. Up to 4.5 m2 of hollow fibre membrane area contacts the patient’s blood, leading to contact activation of the coagulation system.
Platelets (PLTs) play a crucial role in coagulation and inflammation activation. Activated PLTs initiate the intrinsic and extrinsic coagulation pathways and stimulate the inflammatory pathway by releasing pro-coagulatory and pro-inflammatory mediators from their internal granules7,8,9. Finally, PLTs terminate the coagulation cascade by connecting the growing fibrin network on the oxygenator membrane to a stable clot. Preventing or limiting the contact between PLTs and the large foreign surface of ECLA devices would be a breakthrough in terms of avoiding or at least limiting thrombus formation and the resulting clinical complications.
Microfluidic cell sorting, as described in our study, represents an innovative approach towards improved biocompatibility of ECLA devices, enabling a continuous, passive and label-free separation of PLTs from whole blood with a clinically relevant haematocrit (HCT) of ~17%. The separation principle of the cell sorting chip is based on the joint effects of flow focusing and hydrodynamic lifting forces10, leading to an enriched red blood cell (RBC) fraction along the flow path, which is ultimately separated by flow splitting. Experiments with current microfluidic devices using flow focusing are limited to extremely diluted blood samples, with haematocrit values of <1%.
Therefore, this study aims first at the development of a microfluidic cell sorting device that could potentially act as a bypass for PLTs prior to an ECLA device to limit the contact between PLTs and the large oxygenator membrane. Second, experiments should demonstrate the technical feasibility with a clinically relevant haematocrit.
Materials and Methods
All fabrication steps and analytical methods performed in this study were in accordance with the relevant guidelines and regulations.
Fabrication of microfluidic cell sorting chips
The cell sorting chip was prepared in two steps11 with the maskless dip-in laser lithography method12,13,14,15 to produce the microfluidic master, a negative structure of the flow channel, which was replicated by the soft lithography method16. The master was printed with a Photonic Professional GT system (Nanoscribe GmbH; Karlsruhe, Germany) on a silanized17 microscopy glass substrate (25 × 75 × 1 mm, Sigma Aldrich; Munich, Germany) by means of focusing (25 × NA = 0.8) a near infrared laser beam into a droplet of photoresist (IP-L, Nanoscribe GmbH; Karlsruhe, Germany) to initiate two-photon polymerization of the negative master. The master was printed in sections with hexagonal splitting, applying slicing and hatching distances of 600 nm and 200 nm, respectively. The sidewalls of the master were printed with a thickness of 2 µm, resulting in a polymerized shell and a supported liquid core. The printed master was developed for 10 min in propylene glycol methyl ether acetate (PGMEA) (≥99.5%, Sigma Aldrich; Munich, Germany) and rinsed for 3 min with isopropanol (≥99.8% (GC), Sigma Aldrich; Munich, Germany). The inner core was polymerized under UV light exposure for 12 h. From the resulting master, the cell sorting chips were replicated by moulding poly(dimethylsiloxane) (PDMS) (Sylgard® 184 plus curing agent, 10:1 (w/w), Dow Corning; Wiesbaden, Germany) onto the master, which was further cross-linked overnight at 60 °C in an oven. The cured PDMS mould was cut with a scalpel, and holes for the connecting tubing (fine bore polythene, inner diameter: 0.38 mm, outer diameter: 1.09 mm, Smiths Medical; Minneapolis, USA) were punched into the PDMS slab using a biopsy puncher. The PDMS slab was plasma bonded to a microscopy glass substrate (25 × 75 × 1 mm, Sigma Aldrich; Munich, Germany) under 100 Pa oxygen pressure at 40 W for 30 s (TePla 100 Plasma System, PVA MPS GmbH; Wettenberg, Germany)18. In a final step, 20 cm tubes with connected Luer Lock syringe needles were glued (Max Repair Extreme, UHU; Bühl/Baden, Germany) to the inlets and outlets of the cell sorting chip.
Blood collection from healthy pigs
For each experiment, we received 1–2 mL of a fresh, citrated blood sample from healthy male domestic pigs (Governmental Animal and Use Committee of North Rhine-Westphalia Approval No. 84 02.04.2015.A497). After withdrawal, the blood was stored at room temperature for a maximum of 60 min on a sample roller and analysed by a cell counter shortly before the experiments (Celltac α MEK 6550, Nihon Kohden Inc.; Rosbach, Germany). To achieve comparable conditions to those in previous published in vivo ECLA studies19,20,21,22,23,24,25, porcine blood samples were diluted to a HCT value of 17% and subsequently assigned to one of the experimental groups in a randomized manner.
Experimental groups
The experiments were performed in three groups with variable proportions of blood and sheath fluid (isotonic 0.9% NaCl solution). The flow rate equalled 40 µL h−1 blood and 110 µL h−1 NaCl in the 1st group (LOW), 60 µL h−1 blood and 90 µL h−1 NaCl in the 2nd group (MID) and 80 µL h−1 blood and 70 µL h−1 NaCl in the 3rd group (HIGH).
Cell sorting experiments
Prior to each experiment, the channels of the cell sorting chip were focused at 10× magnification (EVOS FL Auto; Thermo Fisher Scientific Inc.; Darmstadt, Germany), wetted with isopropanol, and then flushed with a NaCl-trisodium citrate mixture (1:10, S-Monovette; Sarstedt Inc.; Nürmbrecht, Germany), both at a flow rate of 1 mL min−1 for 10 min. Prior to the experiment, the blood inlet was connected via tubes to a 1 mL gas-tight syringe (SGE Analytical Science; Meerbusch, Germany) filled with diluted porcine blood. The syringe was mounted on a syringe pump (PHD Ultra, Harvard Apparatus/Hugo Sachs; March, Germany), and the flow rate was set according to the randomized experimental groups (40, 60, or 80 µL h −1). The sheath inlet was connected via tubes to an identical 1 mL gas-tight syringe filled with a 1:10 mixture of NaCl and trisodium citrate, and the flow rate of the second identical syringe pump was set according to the experimental group (110, 90 or 70 µL h−1). The RBC outlet of the chip was connected via tubes to a syringe pump, which was set to a withdrawal rate of 109 µL h−1 in accordance with the channel geometry. This condition was essential to fix the degrees of freedom and stabilize the flow distribution with equal flow splitting at the outlet. Blood from the PLT outlet of the chip was collected without withdrawal. The experiments were performed, until both outlet tubes were filled with blood, corresponding to approximately 23 µL.
Blood sampling and analysis
As soon as both the outlet tubes were completely filled with blood, the blood was transferred to 1.5 mL standard reaction tubes. The inlet tube was processed in the same manner. The blood analysis was performed in duplicate using the predilution mode of the blood cell counter (10 µL blood +200 µL diluent). The RBC/PLT ratio and the RBC/white blood cell (WBC) ratio were calculated from the cell counts at the outlets and normalized to the cell counts at the inlet, according to the following formulae:
Evaluation of the cell sorting principle
To prove the cell sorting principle of the chip and ensure that the measurements were related to the joint effects of flow focusing and hydrodynamic lifting within the cell sorting chip, the maximal height of the blood cells along the flow path was measured. RBCs should reach an adequate separation height from the PLTs before the final separation step of splitting the channel into an ECLA outlet and a bypass outlet. For this purpose, six measurement points (0.5, 2, 5, 9.5, 15, and 19.5 mm) were added to the cell sorting chips along the 19.5 mm channel to determine the maximal cell height within the chip. Six repeated measures were performed for each of the six measurement points for the three experimental groups (108 data points). Images from the EVOS microscope were saved and used for the determination of the maximum RBCs height, using ImageJ (ImageJ 1.46, National Institutes of Health; Bethesda, USA).
Detection of potential clot formation sites using pro-coagulatory blood within the chip
To identify potential clot formation sites within the cell sorting chip, we performed one exemplary experiment with heparinized porcine blood, with the addition of 5 international units (IU mL−1) heparin (5.000 IU mL−1, Rotexmedica; Trittau, Germany) instead of citrated blood. The sample was mixed with a fluorescent dye (3.3′-dihexyloxacarbocyanine iodide/DiOC6, #318426, Sigma Aldrich; Munich, Germany) at a final concentration of 0.5 µg mL−1 and incubated at room temperature for 10 min in the dark. This staining is specific for thrombus formation and PLT aggregate visualization26. Prior to the connection of the blood sample to the microfluidic chip, we antagonized the heparin with 5 IU mL−1 protamine (1.000 IU mL−1, MEDA Pharma, Cologne, Germany) to enforce clot formation. The experiment was performed using the flow settings of the HIGH group (80 µL h−1 blood, 70 µL h−1 NaCl). Images of the inlet and the outlet of the channel were taken at 5, 30, and 45 min after the experiments started, using the green fluorescent protein (GFP) filter (AMEP4651) of the EVOS microscope, to visualize the absorption maximum of DiOC6 at 485 nm.
Experiments with an increased flow rate
The cell sorting efficacy was evaluated by exemplary experiments using increased flow rates with varying proportions of blood and sheath fluid at 400/800 µL h−1 and 600/1200 µL h−1, respectively, with two measurements each, based on the described experimental settings.
Statistical analysis
Data are presented as the mean ± standard deviation (SD). The RBC/PLT and RBC/WBC ratios at the outlets (ECLA and bypass) of the cell sorting chip, with normalization to the values at the inlet, were checked for a Gaussian distribution, and a parametric, unpaired, two-tailed t-test was performed. The results were regarded as significantly different if the calculated p value was <0.05. All statistical analyses and the graph design were performed using GraphPad Prism software (Prism® 6.04, GraphPad Software; California, US).
Data availability statement
The corresponding author declares that all raw data material is available at the DWI - Leibniz Institute for Interactive Materials and the Dept. of Anaesthesiology of the University Hospital in Aachen, Germany.
Results
Design of the microfluidic cell sorting chip
The design of the microfluidic cell sorting chip is inspired by the work of T.M. Geislinger et al. integrating two inlet and two outlet channels connected via a separation channel10,27. All channels are fabricated with a constant thickness of 100 µm. Citrated whole blood enters the cell sorting chip through a narrow inlet (a = 30 µm) and is focused by the NaCl sheath flow (b = 110 µm) entering the separation channel perpendicular to the blood flow. In the separation channel (c = 110 µm, f = 19.5 mm), the blood cells are lifted from the lower channel wall and start to separate due to their different sizes and shapes. The final separation of red blood cells (RBCs), white blood cells (WBCs) and platelets (PLTs) occurs at the outlet, where the flow splits into two fractions assigned to the extracorporeal lung assist (ECLA) (d = 80 µm) and bypass (e = 30 µm) outlets (Fig. 1).
Cell sorting efficacy for platelets (PLTs)
In all experimental groups, fewer PLTs were in the assigned ECLA outlet of the device than in the assigned bypass outlet. Within the LOW group, a significant reduction of 57.9% in the initial PLT fraction was measured in the assigned ECLA outlet compared to the bypass outlet (RBC/PLT: 0.74 ± 0.32 vs. 1.75 ± 0.63, p = 0.0285). For the MID group (RBC/PLT: 0.64 ± 0.23 vs. 1.59 ± 0.80, p = 0.0629) and the HIGH group (RBC/PLT: 0.98 ± 0.71 vs. 2.20 ± 1.08, p = 0.1068), a clear tendency towards a reduced PLT fraction in the assigned ECLA outlet was measured (MID: 59.7%, HIGH: 55.6%), but the separation efficacy failed to reach significance (Fig. 2).
Cell sorting efficacy for white blood cells (WBCs)
The cell sorting principle for the separation of RBCs and WBCs did not yield clear results in comparison to the RBC/PLT separation results. In the LOW group, the WBC fraction was 62% higher in the assigned ECLA outlet than in the assigned bypass outlet, whereas in the MID and HIGH groups, the WBC fraction was 41% and 26%, respectively, lower in the assigned ECLA outlet (RBC/WBC: LOW: 1.50 ± 0.82 vs. 0.92 ± 0.55, p = 0.2856; MID: 0.92 ± 0.21 vs. 1.55 ± 0.51, p = 0.0589; HIGH: 0.97 ± 0.34 vs. 1.32 ± 0.53, p = 0.3117) (Fig. 3).
Cell sorting principle
A significant effect on the changes in blood cell height was measured at different positions in the separation channel, independent of the experimental group (***p = 0.001). This finding proves the correct functionality of the cell sorting principle (hydrodynamic lifting forces). The variable proportions of blood and sheath fluid within the experimental groups had a major impact on the blood cell height and cell sorting efficacy. The measured maximal blood cell height was significantly lower at each of the six measurement points for the LOW group than for the MID and HIGH groups (§p = 0.05). The sorting process in the LOW group started with 53.5 ± 5.6 µm vs. MID 67 ± 4.7 µm vs. HIGH 71.3 ± 6.6 µm at the 0.5 mm measurement point and finished with 72.1 ± 5.4 µm vs. MID 81.84 ± 3.7 µm vs. HIGH 102.3 ± 3.8 µm at the 19.5 mm measurement point (Fig. 4).
Detection of potential clot formation sites using pro-coagulatory blood within the chip
Blood coagulation was visualized by a fluorescence signal from the DiOC6 dye during a cell sorting experiment with pro-coagulatory porcine blood. Clot formation starts after 5 min at the blood inlet (Fig. 5A/red marker). This position of the channel features the lowest height (30 µm) and thus high shear rates within the cell sorting chip. From this starting position, the clot grows slowly during the first 30 min (Fig. 5B/white marker). The initial growing blood clot decreases the channel cross section while the blood is further supplied by a constant flow rate, leading to higher shear forces accelerating the clot formation notably (Fig. 5C/white marker). Finally, after 45 min, the blood clot blocks the entire inlet (Fig. 3D/white marker). Parts of the blood clot from the inlet attach at the tip, which separates the outlet channels (Fig. 5E/ECLA outlet/Bypass outlet, red marker), and initiate further clot formation at both outlets (Fig. 5E/white markers).
Effect of increased flow rate
Compared to the experiments with lower flow rates, the exemplary upscaling experiments with up to 10-fold increased blood flow rates did not lead to a separation of RBCs, PLTs and WBCs.
Discussion
As a new approach for minimized clot formation in ECLA systems, we aimed at the development of a microfluidic cell sorting chip to bypass PLTs. For the rapid fabrication of multiple chip designs with short development cycles, we used a new methodology of maskless dip-in laser lithography in combination with soft lithography replication11. These cell sorting chips enable a continuous and label-free separation of blood cells based on the joint effects of flow focusing using a sheath flow and hydrodynamic lifting forces.
We could prove the cell sorting principle of the microfluidic chip, as we measured an increasing blood cell height within the chip, which was also related to the changing blood flow rates in our three experimental groups. The separation process within the channel is consistent and reproducible, showing no clot formation and a significant reduction in the baseline PLT count of up to 57% at the outlet of the cell sorting chip. These results were achieved with diluted and citrated porcine blood in accordance with a clinically relevant HCT value of ~17% for in vivo ECLA settings. The chip mainly worked for the LOW sample group, where the degree of cell separation was significant. This result is due to a higher number of blood cells in the MID and HIGH groups, leading to more pronounced particle-particle interactions, which would ultimately result in a statistical distribution for the different cell types28. In contrast, in the LOW group, the joint effects of flow focusing and hydrodynamic lifting forces are superior to the particle-particle interaction, and a significant sorting effect is achieved.
Additionally, we could identify potential blood clot formation sites within the cell sorting chip using a thrombus-specific fluorescent dye and porcine blood in a pro-coagulatory state.
From a biological point of view, a PLT reduction of up to 57% within an ECLA device limits the PLT contact activation, which triggers coagulation and inflammation as PLTs release pro-coagulatory and pro-inflammatory mediators from their internal granules upon contact with foreign surfaces8 Furthermore, activated platelets express P-selectin on their cell surface, which enables leucocyte rolling and activation by binding to the P-selectin-glycoprotein ligand (PSGL-1) on the surface of circulating leucocytes, followed by further bonds between the cells and the release of neutrophil extracellular traps (NETs)29. Additionally, activated PLTs release pro-coagulatory microparticles (MPs) carrying tissue factor as an activator of the extrinsic coagulation system on their surface30,31 As a result, a growing fibrinogen biofilm consisting of cell residues (PLTs, WBCs, RBCs, and MPs) settles on the oxygenator membrane of ECLA devices, and finally PLTs connect the fibrin network to a stable blood clot. In summary, the reduction in the number of PLTs contacting an ECLA device may reduce the risk of clot formation on the membrane, the potential for embolic events, and the need for system exchange. System exchange was reported previously to be essential for up to 27% of long-term ECLA patients6.
Despite a 57% reduction in PLTs, as detected in the recent in vitro study, 60 × 103–120 × 103 PLTs µL−1 still contact the foreign surface. The recommendations for clinical PLT transfusions from the latest guidelines declare that 50 × 103–100 × 103 PLTs µL−1 is still adequate for sufficient coagulation. Although these guidelines are not necessarily transferable to our in vitro setting, one can still argue that the remaining PLT count in our setting is still sufficient for membrane clot formation31.
Thus, from a clinical point of view, our cell sorting device did not reduce the PLT counts to a level that is low enough to prevent coagulation sufficiently. Nevertheless, the combination of 57% PLT reduction with well-established heparin-based anticoagulant surface coatings of recent ECLA devices32,33,34,35 or with alternative anticoagulant coatings such as bivalirudin5 might be a promising strategy. The ultimate way to decrease ECLA-related complications should be a combination of several new strategies and not one single modification. For example, Major and colleagues showed that the combination of nitric oxide-releasing surfaces and covalently attached argatroban as a thrombin inhibitor lowers the PLT contact activation better than the application of a single method36.
Therefore, from a technical point of view, further improvement and development of recent cell sorting devices seems worthwhile since we could establish an improved cell sorting device, which was operated with a clinically relevant haematocrit value of ~17%, compared to the device in the pioneering study of Geislinger and colleagues27. They used a different design and showed cell sorting success with experimental HCT values of 0.1% in a proof-of-principle setting. However, our results show that a complete clearance of PLTs from the ECLA device does not seem feasible with a high haematocrit value. In contrast, Hou and colleagues showed better discrimination between healthy and malaria-infected RBCs in their microfluidic device with increasing HCT. Their study yielded up to 90% separation efficacy in a 40% HCT setting37. Hou and colleagues were not interested in the separation of PLTs from RBCs; however, the separation mechanism is based on the same parameters: size, shape and deformability. The fact that clinically relevant HCT values were suitable for the separation process generally proved that the microfluidic technology is suitable for medical applications; however, increasing the throughput of microfluidic devices beyond the use as point-of-care diagnostics remains one of the main challenges38.
In clinical routines such as ECLA, an upscaling to higher flow rates by parallelization of multiple channels is necessary. Starting with in vivo ECLA mouse models, a 5 mL min−1 blood flow would be sufficient, which would already necessitate an upscaling factor of ~3.7 k, as we performed the experiments with a maximum of 80 µL h−1. For sufficient extracorporeal CO2 removal from an adult patient, a minimal flow of 6 mL kg−1 bodyweight is recommended39. This value equals 480 mL min−1 for an 80 kg patient, requiring an upscaling factor of at least ~355 k.
Another challenge results from the dilution with sheath fluid, which needs to be removed from the circuit by dialysis after blood cell separation40. Different architectures of microfluidic cell sorting devices might be an alternative, especially those that work without flow focusing by a sheath fluid41,42,43,44,45,46,47,48,49. A potential approach is dean flow fractionation within a spiral microchannel combining shear- and wall-induced lifting forces. Two rotating vortices force cells of different size and shape into opposite regions of the channel50.
In contrast to microfluidic techniques for diagnostic use, most clinical applications depend on physiological flow conditions, which necessitate a scale-up of current microfluidic devices. By means of parallelization of a single optimized separation channel, the transition from diagnostic use to the clinical application seems possible and the most promising strategy. With respect to the need for physiological flow conditions (moderate shear forces) for later in vivo applications, the maximal flow rate within a single sorting channel is limited to prevent haemolysis.
Thompson and colleagues recently described a microfluidic artificial lung that enables oxygenation and decarboxylation with a maximal blood flow rate of 0.5 mL min−1, which means that 960 devices are still needed for sufficient CO2 removal in an adult patient51. As stated by Sackmann and colleagues, microfluidic tools definitely have the potential to make substantial contributions to biology and medical research28. However, it remains challenging to use microfluidics for medical devices rather that a diagnostic tool.
Limitations of the study
The major limitations in this experimental setting are the low flow rates (µl h−1) of this device, which creates a large scale-up and the resulting need for dialysis of the sheath fluid from the system after cell sorting. For further analysis of the cell sorting effect on coagulation, inflammation and haemolysis, higher flow rates for adequate blood sample volumes are essential. Furthermore, the recent experiments were performed at room temperature because the project was the first experimental trial, and we used porcine blood to evaluate the technique. Scale-up studies should be performed in a setting using human blood at 37 °C as the physiological temperature will influence the coagulation and blood flow properties within the device. In terms of translational medicine, a dataset describing the cell sorting efficacy under physiological and scale-up conditions in porcine blood is important for the establishment of follow-up studies of porcine ECLA models for realistic testing of the device in vivo.
Conclusion
We showed that microfluidic cell sorting based on the joint effects of flow focusing and hydrodynamic lifting forces is a suitable approach for continuous and label-free separation of red blood cells and platelets in whole blood with a clinically relevant haematocrit. Thus, from a biological point of view, we conclude that a platelet reduction of up to 57% in extracorporeal lung assist devices will be beneficial for patients, although from a clinical point of view, the remaining platelets might still be sufficient for blood clot formation within the devices. However, from the technical point of view, a microfluidic cell sorting approach appears to be a realistic strategy for bypassing platelets and limiting the risk of thrombus formation on the oxygenator membrane.
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Acknowledgements
This work was supported by the Excellence Initiative of the German Research Foundation (DFG.RO 2000/23-1) and the German federal and state governments in the framework of the I³TM Seed Fund Program. Matthias Wessling acknowledges the support through an Alexander-von-Humboldt Professorship. The authors thank Johannes Lohaus for the valuable discussions on particle separation.
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C.B. and J.L. designed the study, developed the microfluidic devices, performed the experiments, wrote the manuscript, designed the graphs, and analysed all data. A.C. and M.K. manufactured the microfluidic chips and reviewed the manuscript. O.G. gave advice as an expert on haemostaseology and platelet function and reviewed the manuscript. R.R. gave medical advice as an expert on extracorporeal circulation and reviewed the manuscript. M.W. supervised the project and reviewed the manuscript. The work should be attributed equally to the Dept. of Anaesthesiology of the University Hospital of RWTH Aachen and the DWI (Leibniz Institute for Interactive Materials), as well as the AVT (Chemical Process Engineering), both of which in Aachen, Germany.
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Bleilevens, C., Lölsberg, J., Cinar, A. et al. Microfluidic cell sorting: Towards improved biocompatibility of extracorporeal lung assist devices. Sci Rep 8, 8031 (2018). https://doi.org/10.1038/s41598-018-25977-6
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DOI: https://doi.org/10.1038/s41598-018-25977-6
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