1
|
Shin S, Land OD, Seider WD, Lee J, Lee D. Artificial Intelligence-Empowered Automated Double Emulsion Droplet Library Generation. SMALL (WEINHEIM AN DER BERGSTRASSE, GERMANY) 2025; 21:e2412099. [PMID: 40130763 PMCID: PMC12051774 DOI: 10.1002/smll.202412099] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/12/2024] [Revised: 02/26/2025] [Indexed: 03/26/2025]
Abstract
Double emulsions with core-shell structures are versatile materials used in applications such as cell culture, drug delivery, and materials synthesis. A droplet library with precisely controlled dimensions and properties would streamline screening and optimization for specific applications. While microfluidic droplet generation offers high precision, it is typically labor-intensive and sensitive to disturbances, requiring continuous operator intervention. To address these limitations, we present an artificial intelligence (AI)-empowered automated double emulsion droplet library generator. This system integrates a convolutional neural network (CNN)-based object detection model, decision-making, and feedback control algorithms to automate droplet generation and collection. The system monitors droplet generation every 171 ms-faster than a Formula 1 driver's reaction time-ensuring rapid response to disturbances and consistent production of single-core double emulsions. It autonomously generates libraries of 25 distinct monodisperse droplets with user-defined properties. This automation reduces labor and waste, enhances precision, and supports rapid and reliable droplet library generation. We anticipate that this platform will accelerate discovery and optimization in biomedical, biological, and materials research.
Collapse
Affiliation(s)
- Seonghun Shin
- Department of Chemical and Biomolecular EngineeringSchool of Engineering and Applied ScienceUniversity of PennsylvaniaPhiladelphiaPA19104USA
- School of Mechanical EngineeringSungkyunkwan UniversitySuwon16419Republic of Korea
| | - Owen D. Land
- Department of Chemical and Biomolecular EngineeringSchool of Engineering and Applied ScienceUniversity of PennsylvaniaPhiladelphiaPA19104USA
| | - Warren D. Seider
- Department of Chemical and Biomolecular EngineeringSchool of Engineering and Applied ScienceUniversity of PennsylvaniaPhiladelphiaPA19104USA
| | - Jinkee Lee
- School of Mechanical EngineeringSungkyunkwan UniversitySuwon16419Republic of Korea
- Institute of Quantum BiophysicsSungkyunkwan UniversitySuwon16419Republic of Korea
| | - Daeyeon Lee
- Department of Chemical and Biomolecular EngineeringSchool of Engineering and Applied ScienceUniversity of PennsylvaniaPhiladelphiaPA19104USA
| |
Collapse
|
2
|
Zhang Y, Liu H, Nakagawa Y, Nagasaka Y, Ding T, Tang SY, Yalikun Y, Goda K, Li M. Enhanced CRISPR/Cas12a-based quantitative detection of nucleic acids using double emulsion droplets. Biosens Bioelectron 2024; 257:116339. [PMID: 38688231 DOI: 10.1016/j.bios.2024.116339] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/04/2024] [Revised: 04/05/2024] [Accepted: 04/24/2024] [Indexed: 05/02/2024]
Abstract
Pairing droplet microfluidics and CRISPR/Cas12a techniques creates a powerful solution for the detection and quantification of nucleic acids at the single-molecule level, due to its specificity, sensitivity, and simplicity. However, traditional water-in-oil (W/O) single emulsion (SE) droplets often present stability issues, affecting the accuracy and reproducibility of assay results. As an alternative, water-in-oil-in-water (W/O/W) double emulsion (DE) droplets offer superior stability and uniformity for droplet digital assays. Moreover, unlike SE droplets, DE droplets are compatible with commercially available flow cytometry instruments for high-throughput analysis. Despite these advantages, no study has demonstrated the use of DE droplets for CRISPR-based nucleic acid detection. In our study, we conducted a comparative analysis to assess the performance of SE and DE droplets in quantitative detection of human papillomavirus type 18 (HPV18) DNA based on CRISPR/Cas12a. We evaluated the stability of SEs and DEs by examining size variation, merging extent, and content interaction before and after incubation at different temperatures and time points. By integrating DE droplets with flow cytometry, we achieved high-throughput and high-accuracy CRISPR/Cas12a-based quantification of target HPV18 DNA. The DE platform, when paired with CRISPR/Cas12a and flow cytometry techniques, emerges as a reliable tool for absolute quantification of nucleic acid biomarkers.
Collapse
Affiliation(s)
- Yang Zhang
- School of Engineering, Faculty of Science and Engineering, Macquarie University, Sydney, NSW 2109, Australia; School of Mechanical and Manufacturing Engineering, University of New South Wales, Sydney, NSW, 2052, Australia
| | - Hangrui Liu
- Department of Bioengineering and Therapeutic Sciences, University of California San Francisco, San Francisco, CA, 94158, USA
| | - Yuta Nakagawa
- Department of Chemistry, The University of Tokyo, Tokyo, 113-0033, Japan
| | - Yuzuki Nagasaka
- Department of Chemistry, The University of Tokyo, Tokyo, 113-0033, Japan
| | - Tianben Ding
- Department of Chemistry, The University of Tokyo, Tokyo, 113-0033, Japan
| | - Shi-Yang Tang
- School of Electronics and Computer Science, University of Southampton, Southampton, SO17 1BJ, UK
| | - Yaxiaer Yalikun
- Division of Materials Science, Nara Institute of Science and Technology, 630-0192, Ikoma, Japan
| | - Keisuke Goda
- Department of Chemistry, The University of Tokyo, Tokyo, 113-0033, Japan; Department of Bioengineering, University of California, Los Angeles, CA, 90095, USA; Institute of Technological Sciences, Wuhan University, Hubei, 430072, China
| | - Ming Li
- School of Engineering, Faculty of Science and Engineering, Macquarie University, Sydney, NSW 2109, Australia; School of Mechanical and Manufacturing Engineering, University of New South Wales, Sydney, NSW, 2052, Australia.
| |
Collapse
|
3
|
Fuciños C, Rodríguez-Sanz A, García-Caamaño E, Gerbino E, Torrado A, Gómez-Zavaglia A, Rúa ML. Microfluidics potential for developing food-grade microstructures through emulsification processes and their application. Food Res Int 2023; 172:113086. [PMID: 37689862 DOI: 10.1016/j.foodres.2023.113086] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/29/2022] [Revised: 05/26/2023] [Accepted: 06/06/2023] [Indexed: 09/11/2023]
Abstract
The food sector continues to face challenges in developing techniques to increase the bioavailability of bioactive chemicals. Utilising microstructures capable of encapsulating diverse compounds has been proposed as a technological solution for their transport both in food and into the gastrointestinal tract. The present review discusses the primary elements that influence the emulsification process in microfluidic systems to form different microstructures for food applications. In microfluidic systems, reactions occur within small reaction channels (1-1000 μm), using small amounts of samples and reactants, ca. 102-103 times less than conventional assays. This geometry provides several advantages for emulsion and encapsulating structure production, like less waste generation, lower cost and gentle assays. Also, from a food application perspective, it allows the decrease in particle dispersion, resulting in a highly repeatable and efficient synthesis method that also improves the palatability of the food products into which the encapsulates are incorporated. However, it also entails some particular requirements. It is important to obtain a low Reynolds number (Re < approx. 250) for greater precision in droplet formation. Also, microfluidics requires fluid viscosity typically between 0.3 and 1400 mPa s at 20 °C. So, it is a challenge to find food-grade fluids that can operate at the micro-scale of these systems. Microfluidic systems can be used to synthesise different food-grade microstructures: microemulsions, solid lipid microparticles, microgels, or self-assembled structures like liposomes, niosomes, or polymersomes. Besides, microfluidics is particularly useful for accurately encapsulating bacterial cells to control their delivery and release on the action site. However, despite the significant advancement in these systems' development over the past several years, developing and implementing these systems on an industrial scale remains challenging for the food industry.
Collapse
Affiliation(s)
- Clara Fuciños
- Departamento de Química Analítica e Alimentaria, Universidade de Vigo, Laboratorio de Bioquímica, 32004 Ourense, Spain.
| | - Andrea Rodríguez-Sanz
- Departamento de Química Analítica e Alimentaria, Universidade de Vigo, Laboratorio de Bioquímica, 32004 Ourense, Spain
| | - Esther García-Caamaño
- Departamento de Química Analítica e Alimentaria, Universidade de Vigo, Laboratorio de Bioquímica, 32004 Ourense, Spain
| | - Esteban Gerbino
- Center for Research and Development in Food Cryotechnology (CCT-CONICET La Plata) RA-1900, Argentina
| | - Ana Torrado
- Departamento de Química Analítica e Alimentaria, Universidade de Vigo, Laboratorio de Bioquímica, 32004 Ourense, Spain
| | - Andrea Gómez-Zavaglia
- Center for Research and Development in Food Cryotechnology (CCT-CONICET La Plata) RA-1900, Argentina.
| | - María L Rúa
- Departamento de Química Analítica e Alimentaria, Universidade de Vigo, Laboratorio de Bioquímica, 32004 Ourense, Spain
| |
Collapse
|
4
|
Whulanza Y, Nathani RC, Adimillenva K, Irwansyah R, Wahyu Nurhayati R, Utomo MS, Abdullah AH. Effect of Flow Rate Modulation on Alginate Emulsification in Multistage Microfluidics. MICROMACHINES 2023; 14:1828. [PMID: 37893265 PMCID: PMC10609249 DOI: 10.3390/mi14101828] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/29/2023] [Revised: 09/15/2023] [Accepted: 09/18/2023] [Indexed: 10/29/2023]
Abstract
The encapsulation of stem cells into alginate microspheres is an important aspect of tissue engineering or bioprinting which ensures cell growth and development. We previously demonstrated the encapsulation of stem cells using the hanging drop method. However, this conventional process takes a relatively long time and only produces a small-volume droplet. Here, an experimental approach for alginate emulsification in multistage microfluidics is reported. By using the microfluidic method, the emulsification of alginate in oil can be manipulated by tuning the flow rate for both phases. Two-step droplet emulsification is conducted in a series of polycarbonate and polydimethylsiloxane microfluidic chips. Multistage emulsification of alginate for stem cell encapsulation has been successfully reported in this study under certain flow rates. Fundamental non-dimensional numbers such as Reynolds and capillary are used to evaluate the effect of flow rate on the emulsification process. Reynolds numbers of around 0.5-2.5 for alginate/water and 0.05-0.2 for oil phases were generated in the current study. The capillary number had a maximum value of 0.018 to ensure the formation of plug flow. By using the multistage emulsification system, the flow rates of each process can be tuned independently, offering a wider range of droplet sizes that can be produced. A final droplet size of 500-1000 µm can be produced using flow rates of 0.1-0.5 mL/h and 0.7-2.4 mL/h for the first stage and second stage, respectively.
Collapse
Affiliation(s)
- Yudan Whulanza
- Department of Mechanical Engineering, Faculty of Engineering, Universitas Indonesia, Depok 16424, Indonesia
- Research Center for Biomedical Engineering, Faculty of Engineering, Universitas Indonesia, Depok 16424, Indonesia
| | - Rithwik Chandur Nathani
- Department of Mechanical Engineering, Faculty of Engineering, Universitas Indonesia, Depok 16424, Indonesia
| | - Klaugusta Adimillenva
- Department of Mechanical Engineering, Faculty of Engineering, Universitas Indonesia, Depok 16424, Indonesia
| | - Ridho Irwansyah
- Department of Mechanical Engineering, Faculty of Engineering, Universitas Indonesia, Depok 16424, Indonesia
| | - Retno Wahyu Nurhayati
- Research Center for Biomedical Engineering, Faculty of Engineering, Universitas Indonesia, Depok 16424, Indonesia
- Department of Chemical Engineering, Faculty of Engineering, Universitas Indonesia, Depok 16424, Indonesia
- Stem Cell and Tissue Engineering Research Center, Indonesia Medical Education and Research Institute, Faculty of Medicine, Universitas Indonesia, Jakarta 10430, Indonesia
| | | | - Abdul Halim Abdullah
- Biomechanical & Clinical Engineering Research Group, School of Mechanical Engineering, College of Engineering, Universiti Teknologi MARA, Shah Alam 40450, Malaysia
| |
Collapse
|
5
|
McCully AL, Loop Yao M, Brower KK, Fordyce PM, Spormann AM. Double emulsions as a high-throughput enrichment and isolation platform for slower-growing microbes. ISME COMMUNICATIONS 2023; 3:47. [PMID: 37160952 PMCID: PMC10169782 DOI: 10.1038/s43705-023-00241-9] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/22/2022] [Revised: 03/27/2023] [Accepted: 04/12/2023] [Indexed: 05/11/2023]
Abstract
Our understanding of in situ microbial physiology is primarily based on physiological characterization of fast-growing and readily-isolatable microbes. Microbial enrichments to obtain novel isolates with slower growth rates or physiologies adapted to low nutrient environments are plagued by intrinsic biases for fastest-growing species when using standard laboratory isolation protocols. New cultivation tools to minimize these biases and enrich for less well-studied taxa are needed. In this study, we developed a high-throughput bacterial enrichment platform based on single cell encapsulation and growth within double emulsions (GrowMiDE). We showed that GrowMiDE can cultivate many different microorganisms and enrich for underrepresented taxa that are never observed in traditional batch enrichments. For example, preventing dominance of the enrichment by fast-growing microbes due to nutrient privatization within the double emulsion droplets allowed cultivation of slower-growing Negativicutes and Methanobacteria from stool samples in rich media enrichment cultures. In competition experiments between growth rate and growth yield specialist strains, GrowMiDE enrichments prevented competition for shared nutrient pools and enriched for slower-growing but more efficient strains. Finally, we demonstrated the compatibility of GrowMiDE with commercial fluorescence-activated cell sorting (FACS) to obtain isolates from GrowMiDE enrichments. Together, GrowMiDE + DE-FACS is a promising new high-throughput enrichment platform that can be easily applied to diverse microbial enrichments or screens.
Collapse
Affiliation(s)
- Alexandra L McCully
- Department of Civil and Environmental Engineering, Stanford University, Stanford, CA, USA
| | - McKenna Loop Yao
- Department of Chemical Engineering, Stanford University, Stanford, CA, USA
- Department of Chemical and Biomolecular Engineering, University of California, Berkeley, CA, USA
| | - Kara K Brower
- Department of Bioengineering, Stanford University, Stanford, CA, USA
| | - Polly M Fordyce
- Department of Bioengineering, Stanford University, Stanford, CA, USA
- Department of Genetics, Stanford University, Stanford, CA, USA
- ChEM-H Institute, Stanford University, Stanford, CA, USA
- Chan Zuckerberg Biohub, San Francisco, CA, USA
| | - Alfred M Spormann
- Department of Civil and Environmental Engineering, Stanford University, Stanford, CA, USA.
- Department of Chemical Engineering, Stanford University, Stanford, CA, USA.
| |
Collapse
|
6
|
On Classification of Water-in-Oil and Oil-in-Water Droplet Generation Regimes in Flow-Focusing Microfluidic Devices. COLLOIDS AND INTERFACES 2023. [DOI: 10.3390/colloids7010017] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/23/2023]
Abstract
The objective of this research work is to propose a phase diagram that can be used to find a proper operating condition for generating droplets of different types. It is found that the phase diagram of QR versus CaD can effectively classify the droplet generation into three vivid regimes: dripping, jetting and tubing. For the dripping regime, its operating condition is in the range of either CaD < 10−4 and QR < 50 or 10−3 < CaD < 10−4 and QR < 1. For the jetting regime, its operating condition is in the range of either CaD < 1.35 × 10−2 and QR > 100 or CaD > 1.35 × 10−2 and QR > 1. For the tubing regime, its operating condition is in the range of CaD > 1.35 × 10−2 and QR < 1.
Collapse
|
7
|
Khariton M, McClune CJ, Brower KK, Klemm S, Sattely ES, Fordyce PM, Wang B. Alleviating Cell Lysate-Induced Inhibition to Enable RT-PCR from Single Cells in Picoliter-Volume Double Emulsion Droplets. Anal Chem 2023; 95:935-945. [PMID: 36598332 DOI: 10.1021/acs.analchem.2c03475] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/05/2023]
Abstract
Microfluidic droplet assays enable single-cell polymerase chain reaction (PCR) and sequencing analyses at unprecedented scales, with most methods encapsulating cells within nanoliter-sized single emulsion droplets (water-in-oil). Encapsulating cells within picoliter double emulsion (DE) (water-in-oil-in-water) allows sorting droplets with commercially available fluorescence-activated cell sorter (FACS) machines, making it possible to isolate single cells based on phenotypes of interest for downstream analyses. However, sorting DE droplets with standard cytometers requires small droplets that can pass FACS nozzles. This poses challenges for molecular biology, as prior reports suggest that reverse transcription (RT) and PCR amplification cannot proceed efficiently at volumes below 1 nL due to cell lysate-induced inhibition. To overcome this limitation, we used a plate-based RT-PCR assay designed to mimic reactions in picoliter droplets to systematically quantify and ameliorate the inhibition. We find that RT-PCR is blocked by lysate-induced cleavage of nucleic acid probes and primers, which can be efficiently alleviated through heat lysis. We further show that the magnitude of inhibition depends on the cell type, but that RT-PCR can proceed in low-picoscale reaction volumes for most mouse and human cell lines tested. Finally, we demonstrate one-step RT-PCR from single cells in 20 pL DE droplets with fluorescence quantifiable via FACS. These results open up new avenues for improving picoscale droplet RT-PCR reactions and expanding microfluidic droplet-based single-cell analysis technologies.
Collapse
Affiliation(s)
- Margarita Khariton
- Department of Bioengineering, Stanford University, Stanford, California94305, United States
| | - Conor J McClune
- Department of Chemical Engineering, Stanford University, Stanford, California94305, United States.,Howard Hughes Medical Institute, Stanford University, Stanford, California94305, United States
| | - Kara K Brower
- Department of Bioengineering, Stanford University, Stanford, California94305, United States
| | - Sandy Klemm
- Department of Genetics, Stanford University, Stanford, California94305, United States
| | - Elizabeth S Sattely
- Department of Chemical Engineering, Stanford University, Stanford, California94305, United States.,Howard Hughes Medical Institute, Stanford University, Stanford, California94305, United States
| | - Polly M Fordyce
- Department of Bioengineering, Stanford University, Stanford, California94305, United States.,Department of Genetics, Stanford University, Stanford, California94305, United States.,ChEM-H Institute, Stanford University, Stanford, California94305, United States.,Chan Zuckerberg Biohub, San Francisco, California94110, United States
| | - Bo Wang
- Department of Bioengineering, Stanford University, Stanford, California94305, United States
| |
Collapse
|
8
|
Zhuang S, Liu H, Inglis DW, Li M. Tuneable Cell-Laden Double-Emulsion Droplets for Enhanced Signal Detection. Anal Chem 2023; 95:2039-2046. [PMID: 36634052 DOI: 10.1021/acs.analchem.2c04697] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/13/2023]
Abstract
Water-in-oil-in-water (w/o/w) or double-emulsion (DE) droplets have been widely used for cellular assays at a single-cell level because of their stability and biocompatibility. The oil shell of w/o/w droplets plays the role of a semipermeable membrane that allows substances with low molecular weight (e.g., water) to travel through but restricts those with high molecular weight (e.g., fluorescent biomarkers). Therefore, the core of DEs can be manipulated using osmosis, resulting in the shrinking or swelling of the core. Water leaves the inner aqueous phase to the outer phase via the oil shell when the osmotic pressure of the outer phase is higher than that in the inner phase, causing the shrinkage of DEs and vice versa. These processes can be achieved by transferring the DEs to hypertonic or hypotonic solutions. Manipulation of the core size of DEs can be beneficial to cellular assays. First, due to the selectivity of the oil shell of DEs, the concentration of biomarkers in the core increases when the inner aqueous phase is shrunk, resulting in the enhancement of biosignals. We demonstrate this by encapsulating the Bgl3 enzyme-secreting yeast with a substrate that displays fluorescence after hydrolyzation. In a second application, a single GFP-tagged yeast cell was encapsulated in DEs. After swelling the core of DEs, we observe that the larger core of DEs promotes cell growth compared to those with the smaller cores, leading to more intracellular proteins (green-fluorescent protein) for screening. These osmotic manipulations provide new tools for droplet-based biochemistry.
Collapse
Affiliation(s)
- Siyuan Zhuang
- School of Engineering, Macquarie University, Sydney, New South Wales 2109, Australia
| | - Hangrui Liu
- Department of Physics and Astronomy, Macquarie University, Sydney, New South Wales 2109, Australia
| | - David W Inglis
- School of Engineering, Macquarie University, Sydney, New South Wales 2109, Australia
| | - Ming Li
- School of Engineering, Macquarie University, Sydney, New South Wales 2109, Australia
- Biomolecular Discovery Research Centre, Macquarie University, Sydney, New South Wales 2109, Australia
| |
Collapse
|
9
|
Jiang Z, Shi H, Tang X, Qin J. Recent advances in droplet microfluidics for single-cell analysis. Trends Analyt Chem 2023. [DOI: 10.1016/j.trac.2023.116932] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/15/2023]
|
10
|
Ling SD, Liu Z, Ma W, Chen Z, Du Y, Xu J. A Novel Step-T-Junction Microchannel for the Cell Encapsulation in Monodisperse Alginate-Gelatin Microspheres of Varying Mechanical Properties at High Throughput. BIOSENSORS 2022; 12:bios12080659. [PMID: 36005055 PMCID: PMC9406195 DOI: 10.3390/bios12080659] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 07/21/2022] [Revised: 08/14/2022] [Accepted: 08/16/2022] [Indexed: 11/16/2022]
Abstract
Cell encapsulation has been widely employed in cell therapy, characterization, and analysis, as well as many other biomedical applications. While droplet-based microfluidic technology is advantageous in cell microencapsulation because of its modularity, controllability, mild conditions, and easy operation when compared to other state-of-art methods, it faces the dilemma between high throughput and monodispersity of generated cell-laden microdroplets. In addition, the lack of a biocompatible method of de-emulsification transferring cell-laden hydrogel from cytotoxic oil phase into cell culture medium also hurtles the practical application of microfluidic technology. Here, a novel step-T-junction microchannel was employed to encapsulate cells into monodisperse microspheres at the high-throughput jetting regime. An alginate–gelatin co-polymer system was employed to enable the microfluidic-based fabrication of cell-laden microgels with mild cross-linking conditions and great biocompatibility, notably for the process of de-emulsification. The mechanical properties of alginate-gelatin hydrogel, e.g., stiffness, stress–relaxation, and viscoelasticity, are fully adjustable in offering a 3D biomechanical microenvironment that is optimal for the specific encapsulated cell type. Finally, the encapsulation of HepG2 cells into monodisperse alginate–gelatin microgels with the novel microfluidic system and the subsequent cultivation proved the maintenance of the long-term viability, proliferation, and functionalities of encapsulated cells, indicating the promising potential of the as-designed system in tissue engineering and regenerative medicine.
Collapse
Affiliation(s)
- Si Da Ling
- The State Key Laboratory of Chemical Engineering, Department of Chemical Engineering, Tsinghua University, Beijing 100084, China
| | - Zhiqiang Liu
- Department of Biomedical Engineering, School of Medicine, Tsinghua-Peking Center for Life Sciences Tsinghua University, Beijing 100084, China
| | - Wenjun Ma
- The State Key Laboratory of Chemical Engineering, Department of Chemical Engineering, Tsinghua University, Beijing 100084, China
| | - Zhuo Chen
- The State Key Laboratory of Chemical Engineering, Department of Chemical Engineering, Tsinghua University, Beijing 100084, China
- Correspondence: (Z.C.); (Y.D.); (J.X.)
| | - Yanan Du
- Department of Biomedical Engineering, School of Medicine, Tsinghua-Peking Center for Life Sciences Tsinghua University, Beijing 100084, China
- Correspondence: (Z.C.); (Y.D.); (J.X.)
| | - Jianhong Xu
- The State Key Laboratory of Chemical Engineering, Department of Chemical Engineering, Tsinghua University, Beijing 100084, China
- Correspondence: (Z.C.); (Y.D.); (J.X.)
| |
Collapse
|
11
|
Calhoun SGK, Brower KK, Suja VC, Kim G, Wang N, McCully AL, Kusumaatmaja H, Fuller GG, Fordyce PM. Systematic characterization of effect of flow rates and buffer compositions on double emulsion droplet volumes and stability. LAB ON A CHIP 2022; 22:2315-2330. [PMID: 35593127 PMCID: PMC9195911 DOI: 10.1039/d2lc00229a] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 03/11/2022] [Accepted: 05/03/2022] [Indexed: 06/15/2023]
Abstract
Double emulsion droplets (DEs) are water/oil/water droplets that can be sorted via fluorescence-activated cell sorting (FACS), allowing for new opportunities in high-throughput cellular analysis, enzymatic screening, and synthetic biology. These applications require stable, uniform droplets with predictable microreactor volumes. However, predicting DE droplet size, shell thickness, and stability as a function of flow rate has remained challenging for monodisperse single core droplets and those containing biologically-relevant buffers, which influence bulk and interfacial properties. As a result, developing novel DE-based bioassays has typically required extensive initial optimization of flow rates to find conditions that produce stable droplets of the desired size and shell thickness. To address this challenge, we conducted systematic size parameterization quantifying how differences in flow rates and buffer properties (viscosity and interfacial tension at water/oil interfaces) alter droplet size and stability, across 6 inner aqueous buffers used across applications such as cellular lysis, microbial growth, and drug delivery, quantifying the size and shell thickness of >22 000 droplets overall. We restricted our study to stable single core droplets generated in a 2-step dripping-dripping formation regime in a straightforward PDMS device. Using data from 138 unique conditions (flow rates and buffer composition), we also demonstrated that a recent physically-derived size law of Wang et al. can accurately predict double emulsion shell thickness for >95% of observations. Finally, we validated the utility of this size law by using it to accurately predict droplet sizes for a novel bioassay that requires encapsulating growth media for bacteria in droplets. This work has the potential to enable new screening-based biological applications by simplifying novel DE bioassay development.
Collapse
Affiliation(s)
- Suzanne G K Calhoun
- Department of Chemical Engineering, Stanford University, Stanford, CA 94305, USA
| | - Kara K Brower
- Department of Bioengineering, Stanford University, Stanford, CA 94305, USA.
- ChEM-H Institute, Stanford University, Stanford, CA 94305, USA
| | - Vineeth Chandran Suja
- Department of Chemical Engineering, Stanford University, Stanford, CA 94305, USA
- School of Engineering and Applied Sciences, Harvard University, MA - 01234, USA
| | - Gaeun Kim
- Department of Bioengineering, Stanford University, Stanford, CA 94305, USA.
| | - Ningning Wang
- School of Energy & Power Engineering, Xi'an Jiaotong University, Xi'an 710049, China
| | - Alexandra L McCully
- Department of Civil & Environmental Engineering, Stanford University, Stanford, CA 94305, USA
| | | | - Gerald G Fuller
- Department of Chemical Engineering, Stanford University, Stanford, CA 94305, USA
| | - Polly M Fordyce
- Department of Bioengineering, Stanford University, Stanford, CA 94305, USA.
- ChEM-H Institute, Stanford University, Stanford, CA 94305, USA
- Department of Genetics, Stanford University, Stanford, CA 94305, USA
- Chan Zuckerberg BioHub, San Francisco, CA 94158, USA
| |
Collapse
|
12
|
|
13
|
Lian X, Song C, Wang Y. Regulating the Oil-Water Interface to Construct Double Emulsions: Current Understanding and Their Biomedical Applications. Chem Res Chin Univ 2022. [DOI: 10.1007/s40242-022-2019-8] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/21/2023]
|
14
|
Taylor D, Verdon N, Lomax P, Allen RJ, Titmuss S. Tracking the stochastic growth of bacterial populations in microfluidic droplets. Phys Biol 2022; 19:026003. [PMID: 35042205 PMCID: PMC7613235 DOI: 10.1088/1478-3975/ac4c9b] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/14/2021] [Accepted: 01/18/2022] [Indexed: 11/11/2022]
Abstract
Bacterial growth in microfluidic droplets is relevant in biotechnology, in microbial ecology, and in understanding stochastic population dynamics in small populations. However, it has proved challenging to automate measurement of absolute bacterial numbers within droplets, forcing the use of proxy measures for population size. Here we present a microfluidic device and imaging protocol that allows high-resolution imaging of thousands of droplets, such that individual bacteria stay in the focal plane and can be counted automatically. Using this approach, we track the stochastic growth of hundreds of replicateEscherichia colipopulations within droplets. We find that, for early times, the statistics of the growth trajectories obey the predictions of the Bellman-Harris model, in which there is no inheritance of division time. Our approach should allow further testing of models for stochastic growth dynamics, as well as contributing to broader applications of droplet-based bacterial culture.
Collapse
Affiliation(s)
- Daniel Taylor
- School of Physics and Astronomy, University of Edinburgh, James Clerk Maxwell Building, Peter Guthrie Tait Road, Edinburgh EH9 3FD, United Kingdom
| | - Nia Verdon
- School of Physics and Astronomy, University of Edinburgh, James Clerk Maxwell Building, Peter Guthrie Tait Road, Edinburgh EH9 3FD, United Kingdom
| | - Peter Lomax
- Scottish Microelectronics Centre, Alexander Crum Brown Road, King's Buildings, Edinburgh, EH9 3FF, United Kingdom
| | - Rosalind J Allen
- School of Physics and Astronomy, University of Edinburgh, James Clerk Maxwell Building, Peter Guthrie Tait Road, Edinburgh EH9 3FD, United Kingdom
| | - Simon Titmuss
- School of Physics and Astronomy, University of Edinburgh, James Clerk Maxwell Building, Peter Guthrie Tait Road, Edinburgh EH9 3FD, United Kingdom
| |
Collapse
|
15
|
Mohajeri M, Eskandari M, Ghazali ZS, Ghazali HS. Cell encapsulation in alginate-based microgels using droplet microfluidics; a review on gelation methods and applications. Biomed Phys Eng Express 2022; 8. [PMID: 35073537 DOI: 10.1088/2057-1976/ac4e2d] [Citation(s) in RCA: 14] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/25/2021] [Accepted: 01/24/2022] [Indexed: 11/12/2022]
Abstract
Cell encapsulation within the microspheres using a semi-permeable polymer allows the two-way transfer of molecules such as oxygen, nutrients, and growth factors. The main advantages of cell encapsulation technology include controlling the problems involved in transplanting rejection in tissue engineering applications and reducing the long-term need for immunosuppressive drugs following organ transplantation to eliminate the side effects. Cell-laden microgels can also be used in 3D cell cultures, wound healing, and cancerous clusters for drug testing. Since cell encapsulation is used for different purposes, several techniques have been developed to encapsulate cells. Droplet-based microfluidics is one of the most valuable techniques in cell encapsulating. This study aimed to review the geometries and the mechanisms proposed in microfluidic systems to precisely control cell-laden microgels production with different biopolymers. We also focused on alginate gelation techniques due to their essential role in cell encapsulation applications. Finally, some applications of these microgels and researches will be explored.
Collapse
Affiliation(s)
- Mohammad Mohajeri
- Biomedical Engineering Department, Amirkabir University of Technology, Department of Biomedical Engineering No. 350, Hafez Ave, Valiasr Square, Tehran, Iran, Tehran, 159163-4311, Iran (the Islamic Republic of)
| | - Mahnaz Eskandari
- Biomedical Engineering Department, Amirkabir University of Technology, Department of Biomedical Engineering No. 350, Hafez Ave, Valiasr Square, Tehran, Iran, Tehran, 159163-4311, Iran (the Islamic Republic of)
| | - Zahra Sadat Ghazali
- Biomedical Engineering Department, Amirkabir University of Technology, No. 350, Hafez Ave, Valiasr Square, Tehran, Iran, Tehran, 159163-4311, Iran (the Islamic Republic of)
| | - Hanieh Sadat Ghazali
- Department of Nanobiotechnology, Tarbiat Modares University, Jalal Aleahmad-Tehran-Iran, Tehran, 14115-111, Iran (the Islamic Republic of)
| |
Collapse
|
16
|
Kerk YJ, Jameel A, Xing X, Zhang C. Recent advances of integrated microfluidic suspension cell culture system. ENGINEERING BIOLOGY 2021; 5:103-119. [PMID: 36970555 PMCID: PMC9996741 DOI: 10.1049/enb2.12015] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/02/2021] [Revised: 09/29/2021] [Accepted: 09/30/2021] [Indexed: 11/19/2022] Open
Abstract
Microfluidic devices with superior microscale fluid manipulation ability and large integration flexibility offer great advantages of high throughput, parallelisation and multifunctional automation. Such features have been extensively utilised to facilitate cell culture processes such as cell capturing and culturing under controllable and monitored conditions for cell-based assays. Incorporating functional components and microfabricated configurations offered different levels of fluid control and cell manipulation strategies to meet diverse culture demands. This review will discuss the advances of single-phase flow and droplet-based integrated microfluidic suspension cell culture systems and their applications for accelerated bioprocess development, high-throughput cell selection, drug screening and scientific research to insight cell biology. Challenges and future prospects for this dynamically developing field are also highlighted.
Collapse
Affiliation(s)
- Yi Jing Kerk
- Institute of Biochemical EngineeringDepartment of Chemical Engineering, Tsinghua UniversityBeijingChina
| | - Aysha Jameel
- Institute of Biochemical EngineeringDepartment of Chemical Engineering, Tsinghua UniversityBeijingChina
- MOE Key Laboratory of Industrial BiocatalysisDepartment of Chemical Engineering, Tsinghua UniversityBeijingChina
| | - Xin‐Hui Xing
- Institute of Biochemical EngineeringDepartment of Chemical Engineering, Tsinghua UniversityBeijingChina
- MOE Key Laboratory of Industrial BiocatalysisDepartment of Chemical Engineering, Tsinghua UniversityBeijingChina
- Center for Synthetic and Systems BiologyTsinghua UniversityBeijingChina
| | - Chong Zhang
- Institute of Biochemical EngineeringDepartment of Chemical Engineering, Tsinghua UniversityBeijingChina
- MOE Key Laboratory of Industrial BiocatalysisDepartment of Chemical Engineering, Tsinghua UniversityBeijingChina
- Center for Synthetic and Systems BiologyTsinghua UniversityBeijingChina
| |
Collapse
|
17
|
Tiribocchi A, Montessori A, Durve M, Bonaccorso F, Lauricella M, Succi S. Dynamics of polydisperse multiple emulsions in microfluidic channels. Phys Rev E 2021; 104:065112. [PMID: 35030928 DOI: 10.1103/physreve.104.065112] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/21/2021] [Accepted: 12/09/2021] [Indexed: 06/14/2023]
Abstract
Multiple emulsions are a class of soft fluid in which small drops are immersed within a larger one and stabilized over long periods of time by a surfactant. We recently showed that, if a monodisperse multiple emulsion is subject to a pressure-driven flow, a wide variety of nonequilibrium steady states emerges at late times, whose dynamics relies on a complex interplay between hydrodynamic interactions and multibody collisions among internal drops. In this work, we use lattice Boltzmann simulations to study the dynamics of polydisperse double emulsions driven by a Poiseuille flow within a microfluidic channel. Our results show that their behavior is critically affected by multiple factors, such as initial position, polydispersity index, and area fraction occupied within the emulsion. While at low area fraction inner drops may exhibit either a periodic rotational motion (at low polydispersity) or arrange into nonmotile configurations (at high polydispersity) located far from each other, at larger values of area fraction they remain in tight contact and move unidirectionally. This decisively conditions their close-range dynamics, quantitatively assessed through a time-efficiency-like factor. Simulations also unveil the key role played by the capsule, whose shape changes can favor the formation of a selected number of nonequilibrium states in which both motile and nonmotile configurations are found.
Collapse
Affiliation(s)
- A Tiribocchi
- Istituto per le Applicazioni del Calcolo CNR, via dei Taurini 19, 00185 Rome, Italy
| | - A Montessori
- Istituto per le Applicazioni del Calcolo CNR, via dei Taurini 19, 00185 Rome, Italy
| | - M Durve
- Center for Life Nano Science@La Sapienza, Istituto Italiano di Tecnologia, 00161 Roma, Italy
| | - F Bonaccorso
- Istituto per le Applicazioni del Calcolo CNR, via dei Taurini 19, 00185 Rome, Italy
- Center for Life Nano Science@La Sapienza, Istituto Italiano di Tecnologia, 00161 Roma, Italy
- Department of Physics and INFN, University of Rome "Tor Vergata," Via della Ricerca Scientifica, 00133 Rome, Italy
| | - M Lauricella
- Istituto per le Applicazioni del Calcolo CNR, via dei Taurini 19, 00185 Rome, Italy
| | - S Succi
- Istituto per le Applicazioni del Calcolo CNR, via dei Taurini 19, 00185 Rome, Italy
- Center for Life Nano Science@La Sapienza, Istituto Italiano di Tecnologia, 00161 Roma, Italy
- Institute for Applied Computational Science, John A. Paulson School of Engineering and Applied Sciences, Harvard University, Cambridge, Massachusetts 02138, USA
| |
Collapse
|
18
|
Stucki A, Vallapurackal J, Ward TR, Dittrich PS. Droplet Microfluidics and Directed Evolution of Enzymes: An Intertwined Journey. Angew Chem Int Ed Engl 2021; 60:24368-24387. [PMID: 33539653 PMCID: PMC8596820 DOI: 10.1002/anie.202016154] [Citation(s) in RCA: 45] [Impact Index Per Article: 11.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/04/2020] [Indexed: 12/12/2022]
Abstract
Evolution is essential to the generation of complexity and ultimately life. It relies on the propagation of the properties, traits, and characteristics that allow an organism to survive in a challenging environment. It is evolution that shaped our world over about four billion years by slow and iterative adaptation. While natural evolution based on selection is slow and gradual, directed evolution allows the fast and streamlined optimization of a phenotype under selective conditions. The potential of directed evolution for the discovery and optimization of enzymes is mostly limited by the throughput of the tools and methods available for screening. Over the past twenty years, versatile tools based on droplet microfluidics have been developed to address the need for higher throughput. In this Review, we provide a chronological overview of the intertwined development of microfluidics droplet-based compartmentalization methods and in vivo directed evolution of enzymes.
Collapse
Affiliation(s)
- Ariane Stucki
- Department of Biosystems Science and EngineeringETH ZurichMattenstrasse 26CH-4058BaselSwitzerland
- National Competence Center in Research (NCCR)Molecular Systems EngineeringBaselSwitzerland
| | - Jaicy Vallapurackal
- Department of ChemistryUniversity of BaselMattenstrasse 24aCH-4058BaselSwitzerland
- National Competence Center in Research (NCCR)Molecular Systems EngineeringBaselSwitzerland
| | - Thomas R. Ward
- Department of ChemistryUniversity of BaselMattenstrasse 24aCH-4058BaselSwitzerland
- National Competence Center in Research (NCCR)Molecular Systems EngineeringBaselSwitzerland
| | - Petra S. Dittrich
- Department of Biosystems Science and EngineeringETH ZurichMattenstrasse 26CH-4058BaselSwitzerland
- National Competence Center in Research (NCCR)Molecular Systems EngineeringBaselSwitzerland
| |
Collapse
|
19
|
Stucki A, Jusková P, Nuti N, Schmitt S, Dittrich PS. Synchronized Reagent Delivery in Double Emulsions for Triggering Chemical Reactions and Gene Expression. SMALL METHODS 2021; 5:e2100331. [PMID: 34927870 DOI: 10.1002/smtd.202100331] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/25/2021] [Revised: 05/21/2021] [Indexed: 06/14/2023]
Abstract
Microfluidic methods for the formation of single and double emulsion (DE) droplets allow for the encapsulation and isolation of reactants inside nanoliter compartments. Such methods have greatly enhanced the toolbox for high-throughput screening for cell or enzyme engineering and drug discovery. However, remaining challenges in the supply of reagents into these enclosed compartments limit the applicability of droplet microfluidics. Here, a strategy is introduced for on-demand delivery of reactants in DEs. Lipid vesicles are used as reactant carriers, which are co-encapsulated in double emulsions and release their cargo upon addition of an external trigger, here the anionic surfactant sodium dodecyl sulfate (SDS). The reagent present inside the lipid vesicles stays isolated from the remaining content of the DE vessel until SDS enters the DE lumen and solubilizes the vesicles' lipid bilayer. The versatility of the method is demonstrated with two critical applications chosen as representative assays for high-throughput screening: the induction of gene expression in bacteria and the initiation of an enzymatic reaction. This method not only allows for the release of the lipid vesicle content inside DEs to be synchronized for all DEs but also for the release to be triggered at any desired time.
Collapse
Affiliation(s)
- Ariane Stucki
- Department of Biosystems Science and Engineering, Bioanalytics Group, ETH Zürich, Mattenstrasse 26, Basel, CH-4058, Switzerland
- NCCR Molecular Systems Engineering, BPR 1095, Mattenstrasse 24a, Basel, CH-4058, Switzerland
| | - Petra Jusková
- Department of Biosystems Science and Engineering, Bioanalytics Group, ETH Zürich, Mattenstrasse 26, Basel, CH-4058, Switzerland
| | - Nicola Nuti
- Department of Biosystems Science and Engineering, Bioanalytics Group, ETH Zürich, Mattenstrasse 26, Basel, CH-4058, Switzerland
| | - Steven Schmitt
- Department of Biosystems Science and Engineering, Bioprocess Laboratory, ETH Zürich, Mattenstrasse 26, Basel, CH-4058, Switzerland
| | - Petra S Dittrich
- Department of Biosystems Science and Engineering, Bioanalytics Group, ETH Zürich, Mattenstrasse 26, Basel, CH-4058, Switzerland
- NCCR Molecular Systems Engineering, BPR 1095, Mattenstrasse 24a, Basel, CH-4058, Switzerland
| |
Collapse
|
20
|
Liu H, Piper JA, Li M. Rapid, Simple, and Inexpensive Spatial Patterning of Wettability in Microfluidic Devices for Double Emulsion Generation. Anal Chem 2021; 93:10955-10965. [PMID: 34323465 DOI: 10.1021/acs.analchem.1c01861] [Citation(s) in RCA: 14] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
Water-in-oil-in-water (w/o/w) double emulsion (DE) encapsulation has been widely used as a promising platform technology for various applications in the fields of food, cosmetics, pharmacy, chemical engineering, materials science, and synthetic biology. Unfortunately, DEs formed by conventional emulsion generation approaches in most cases are highly polydisperse, making them less desirable for quantitative assays, controlled biomaterial synthesis, and entrapped ingredient release. Microfluidic devices can generate monodisperse DEs with controllable size, morphology, and production rate, but these generally require multistep fabrication processes and use of different solvents or bulky external instrumentation to pattern channel wettability. To overcome these limitations, we propose a rapid, simple, and inexpensive method to spatially pattern wettability in microfluidic devices for the continuous generation of monodisperse DEs. This is achieved by applying corona-plasma treatment to a select zone of the microchannel surface aided by a custom-designed corona resistance microchannel to strictly confine the plasma-treatment zone in a single polydimethylsiloxane (PDMS) microfluidic device. The properties of PDMS channel surfaces and key microchannel regions for DE generation are characterized under different levels of treatment. The size, shell thickness, and number of inner cores of generated DEs are shown to be highly controllable by tuning the phase flow rate ratios. Using DEs as templates, we successfully achieve a one-step generation and collection of gelatin microgels. Additionally, we demonstrate the biological capability of generated DEs by flow cytometric screening of the encapsulation and growth of yeast cells within DEs. We expect that the proposed approach will be widely used to create microfluidic devices with more complex wettability patterns.
Collapse
Affiliation(s)
- Hangrui Liu
- ARC Centre of Excellence for Nanoscale BioPhotonics, Macquarie University, Balaclava Road, North Ryde, New South Wales 2109, Australia.,Department of Physics and Astronomy, Macquarie University, Balaclava Road, North Ryde, New South Wales 2109, Australia
| | - James A Piper
- ARC Centre of Excellence for Nanoscale BioPhotonics, Macquarie University, Balaclava Road, North Ryde, New South Wales 2109, Australia.,Department of Physics and Astronomy, Macquarie University, Balaclava Road, North Ryde, New South Wales 2109, Australia
| | - Ming Li
- School of Engineering, Macquarie University, Balaclava Road, North Ryde, New South Wales 2109, Australia.,Biomolecular Discovery Research Centre, Macquarie University, Balaclava Road, North Ryde, New South Wales 2109, Australia
| |
Collapse
|
21
|
Stucki A, Vallapurackal J, Ward TR, Dittrich PS. Droplet Microfluidics and Directed Evolution of Enzymes: An Intertwined Journey. Angew Chem Int Ed Engl 2021. [DOI: 10.1002/ange.202016154] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/20/2022]
Affiliation(s)
- Ariane Stucki
- Department of Biosystems Science and Engineering ETH Zurich Mattenstrasse 26 CH-4058 Basel Switzerland
- National Competence Center in Research (NCCR) Molecular Systems Engineering Basel Switzerland
| | - Jaicy Vallapurackal
- Department of Chemistry University of Basel Mattenstrasse 24a CH-4058 Basel Switzerland
- National Competence Center in Research (NCCR) Molecular Systems Engineering Basel Switzerland
| | - Thomas R. Ward
- Department of Chemistry University of Basel Mattenstrasse 24a CH-4058 Basel Switzerland
- National Competence Center in Research (NCCR) Molecular Systems Engineering Basel Switzerland
| | - Petra S. Dittrich
- Department of Biosystems Science and Engineering ETH Zurich Mattenstrasse 26 CH-4058 Basel Switzerland
- National Competence Center in Research (NCCR) Molecular Systems Engineering Basel Switzerland
| |
Collapse
|
22
|
Liu Y, Sun L, Zhang H, Shang L, Zhao Y. Microfluidics for Drug Development: From Synthesis to Evaluation. Chem Rev 2021; 121:7468-7529. [PMID: 34024093 DOI: 10.1021/acs.chemrev.0c01289] [Citation(s) in RCA: 81] [Impact Index Per Article: 20.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/19/2022]
Abstract
Drug development is a long process whose main content includes drug synthesis, drug delivery, and drug evaluation. Compared with conventional drug development procedures, microfluidics has emerged as a revolutionary technology in that it offers a miniaturized and highly controllable environment for bio(chemical) reactions to take place. It is also compatible with analytical strategies to implement integrated and high-throughput screening and evaluations. In this review, we provide a comprehensive summary of the entire microfluidics-based drug development system, from drug synthesis to drug evaluation. The challenges in the current status and the prospects for future development are also discussed. We believe that this review will promote communications throughout diversified scientific and engineering communities that will continue contributing to this burgeoning field.
Collapse
Affiliation(s)
- Yuxiao Liu
- Department of Rheumatology and Immunology, Institute of Translational Medicine, The Affiliated Drum Tower Hospital of Nanjing University Medical School, Nanjing 210008, China.,State Key Laboratory of Bioelectronics, School of Biological Science and Medical Engineering, Southeast University, Nanjing 210096, China
| | - Lingyu Sun
- Department of Rheumatology and Immunology, Institute of Translational Medicine, The Affiliated Drum Tower Hospital of Nanjing University Medical School, Nanjing 210008, China.,State Key Laboratory of Bioelectronics, School of Biological Science and Medical Engineering, Southeast University, Nanjing 210096, China
| | - Hui Zhang
- Department of Rheumatology and Immunology, Institute of Translational Medicine, The Affiliated Drum Tower Hospital of Nanjing University Medical School, Nanjing 210008, China.,State Key Laboratory of Bioelectronics, School of Biological Science and Medical Engineering, Southeast University, Nanjing 210096, China
| | - Luoran Shang
- Zhongshan-Xuhui Hospital, and the Shanghai Key Laboratory of Medical Epigenetics, the International Co-laboratory of Medical Epigenetics and Metabolism, Ministry of Science and Technology, Institutes of Biomedical Sciences, Fudan University, Shanghai, China
| | - Yuanjin Zhao
- Department of Rheumatology and Immunology, Institute of Translational Medicine, The Affiliated Drum Tower Hospital of Nanjing University Medical School, Nanjing 210008, China.,State Key Laboratory of Bioelectronics, School of Biological Science and Medical Engineering, Southeast University, Nanjing 210096, China
| |
Collapse
|
23
|
Torbensen K, Baroud CN, Ristori S, Abou-Hassan A. Tip Streaming of a Lipid-Stabilized Double Emulsion Generated in a Microfluidic Channel. LANGMUIR : THE ACS JOURNAL OF SURFACES AND COLLOIDS 2021; 37:7442-7448. [PMID: 34110835 DOI: 10.1021/acs.langmuir.1c00827] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/12/2023]
Abstract
Water/oil/water (w/o/w) double emulsions (DEs) are multicompartment structures which can be used in many technological applications and in fundamental studies as models of cell like microreactors or templates for other materials. Herein, we study the flow dynamics of water/oil/water double emulsions generated in a microfluidic device and stabilized with the phospholipid 1,2-dimyristoyl-sn-glycero-3-phosphocholine (DMPC). We show that by varying the concentration of lipids in the oil phase (chloroform) or by modulating the viscosity of the aqueous continuous phase, the double emulsions under flow exhibit a rich dynamic behavior. An initial deformation of the double emulsions is followed by tube extraction at the rear end, relative to the flow direction, resulting in pinch off at the tube extremity by which small aqueous compartments are released. These compartments are phospholipid vesicles as deduced from fluorescence experiments. The overall process can thus be of help to shed light on the mechanical aspects of phenomena such as the budding and fusion in cell membranes.
Collapse
Affiliation(s)
- Kristian Torbensen
- Sorbonne Université, CNRS UMR 8234, Laboratoire PHysico-chimie des Électrolytes et Nanosystèmes InterfaciauX, PHENIX, F-75005 Paris, France
| | - Charles N Baroud
- Physical Microfluidics & Bioengineering, Institut Pasteur, 25 Rue du Dr. Roux, 75015 Paris, France
| | - Sandra Ristori
- Chemistry Department & CSGI, University of Florence, via Della Lastruccia 3, 50019 Sesto Fioretino, Italy
| | - Ali Abou-Hassan
- Sorbonne Université, CNRS UMR 8234, Laboratoire PHysico-chimie des Électrolytes et Nanosystèmes InterfaciauX, PHENIX, F-75005 Paris, France
| |
Collapse
|
24
|
Li M, Liu H, Zhuang S, Goda K. Droplet flow cytometry for single-cell analysis. RSC Adv 2021; 11:20944-20960. [PMID: 35479393 PMCID: PMC9034116 DOI: 10.1039/d1ra02636d] [Citation(s) in RCA: 31] [Impact Index Per Article: 7.8] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/04/2021] [Accepted: 06/06/2021] [Indexed: 01/22/2023] Open
Abstract
The interrogation of single cells has revolutionised biology and medicine by providing crucial unparalleled insights into cell-to-cell heterogeneity. Flow cytometry (including fluorescence-activated cell sorting) is one of the most versatile and high-throughput approaches for single-cell analysis by detecting multiple fluorescence parameters of individual cells in aqueous suspension as they flow past through a focus of excitation lasers. However, this approach relies on the expression of cell surface and intracellular biomarkers, which inevitably lacks spatial and temporal phenotypes and activities of cells, such as secreted proteins, extracellular metabolite production, and proliferation. Droplet microfluidics has recently emerged as a powerful tool for the encapsulation and manipulation of thousands to millions of individual cells within pico-litre microdroplets. Integrating flow cytometry with microdroplet architectures surrounded by aqueous solutions (e.g., water-in-oil-in-water (W/O/W) double emulsion and hydrogel droplets) opens avenues for new cellular assays linking cell phenotypes to genotypes at the single-cell level. In this review, we discuss the capabilities and applications of droplet flow cytometry (DFC). This unique technique uses standard commercially available flow cytometry instruments to characterise or select individual microdroplets containing single cells of interest. We explore current challenges associated with DFC and present our visions for future development.
Collapse
Affiliation(s)
- Ming Li
- School of Engineering, Macquarie University Sydney NSW 2109 Australia
- Biomolecular Discovery Research Centre, Macquarie University Sydney NSW 2109 Australia
| | - Hangrui Liu
- Department of Physics and Astronomy, Macquarie University Sydney NSW 2109 Australia
| | - Siyuan Zhuang
- School of Engineering, Macquarie University Sydney NSW 2109 Australia
| | - Keisuke Goda
- Department of Chemistry, The University of Tokyo Tokyo 113-0033 Japan
- Institute of Technological Sciences, Wuhan University 430072 Hubei PR China
- Department of Bioengineering, University of California Los Angeles CA 90095 USA
| |
Collapse
|
25
|
Du H, Xu W, Zhang Z, Han X. Bacterial Behavior in Confined Spaces. Front Cell Dev Biol 2021; 9:629820. [PMID: 33816474 PMCID: PMC8012557 DOI: 10.3389/fcell.2021.629820] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/16/2020] [Accepted: 02/19/2021] [Indexed: 11/30/2022] Open
Abstract
In confined spaces, bacteria exhibit unexpected cellular behaviors that are related to the biogeochemical cycle and human health. Types of confined spaces include lipid vesicles, polymer vesicles, emulsion droplets, microfluidic chips, and various laboratory-made chambers. This mini-review summarizes the behaviors of living bacteria in these confined spaces, including (a) growth and proliferation, (b) cell communication, and (c) motion. Future trends and challenges are also discussed in this paper.
Collapse
Affiliation(s)
- Hang Du
- State Key Laboratory of Urban Water Resource and Environment, School of Chemistry and Chemical Engineering, Harbin Institute of Technology, Harbin, China.,Center for Marine Antifouling Engineering Technology of Shandong Province, School of Marine Science and Technology, Harbin Institute of Technology, Weihai, China
| | - Weili Xu
- State Key Laboratory of Urban Water Resource and Environment, School of Chemistry and Chemical Engineering, Harbin Institute of Technology, Harbin, China
| | - Zhizhou Zhang
- Center for Marine Antifouling Engineering Technology of Shandong Province, School of Marine Science and Technology, Harbin Institute of Technology, Weihai, China
| | - Xiaojun Han
- State Key Laboratory of Urban Water Resource and Environment, School of Chemistry and Chemical Engineering, Harbin Institute of Technology, Harbin, China
| |
Collapse
|
26
|
Mohd Isa NS, El Kadri H, Vigolo D, Gkatzionis K. Optimisation of bacterial release from a stable microfluidic-generated water-in-oil-in-water emulsion. RSC Adv 2021; 11:7738-7749. [PMID: 35423274 PMCID: PMC8695039 DOI: 10.1039/d0ra10954a] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/31/2020] [Accepted: 02/09/2021] [Indexed: 11/25/2022] Open
Abstract
Application of droplet microfluidics for the encapsulation of bacteria in water-in-oil-in-water (W/O/W) emulsion allows for production of monodisperse droplets with controllable size. In this study the release of bacteria from W/O/W emulsion, the effect of the double emulsion structure on bacterial growth and metabolic activity, and the stability and mechanism of bacterial release were investigated. W/O/W emulsions were formed using a double flow-focusing junction microfluidic device under controlled pressure to produce droplets of approximately 100 μm in diameter containing an inner aqueous phase (W1) of about 40–50 μm in diameter. GFP-labelled Escherichia coli (E. coli-GFP) bacteria were encapsulated within the W1 droplets and the stability of emulsions was studied by monitoring droplet size and creaming behaviour. The double emulsions were stabilised using a hydrophilic (Tween 80) and a lipophilic surfactant (polyglycerol polyricinoleate) and were destabilised by altering the osmotic balance, adding NaCl either in the inner W1 phase (hypo-osmotic) or outer W2 phase (hyper-osmotic). The release of E. coli-GFP was monitored by plating on agar whereby the colony form unit (CFU) of the released bacteria was determined while fluorescent microscopy was employed to observe the mechanism of release from the droplets. The release of E. coli-GFP was significantly increased with higher concentrations of NaCl and lower amounts of Tween 80. Microscopic observation revealed a two-step mechanism for the release of bacteria: double W/O/W emulsion droplet splitting to release W1 droplets forming a secondary double emulsion followed by the collapse of W1 droplets to release E. coli-GFP into the continuous aqueous phase. Encapsulation enhanced viability and metabolic activity. Nutrients can cross the oil layer. Bacterial release increased while emulsion stability decreased at high osmotic pressure and low surfactant concentration. Two-step release mechanism observed.![]()
Collapse
Affiliation(s)
- Nur Suaidah Mohd Isa
- Faculty of Fisheries and Food Science, Universiti Malaysia Terengganu 21030 Kuala Terengganu Terengganu Malaysia.,School of Chemical Engineering, University of Birmingham Birmingham B15 2TT UK
| | - Hani El Kadri
- School of Chemical Engineering, University of Birmingham Birmingham B15 2TT UK
| | - Daniele Vigolo
- School of Chemical Engineering, University of Birmingham Birmingham B15 2TT UK.,School of Biomedical Engineering, University of Sydney NSW 2006 Australia
| | - Konstantinos Gkatzionis
- School of Chemical Engineering, University of Birmingham Birmingham B15 2TT UK.,Department of Food Science and Nutrition, School of the Environment, University of the Aegean Metropolite Ioakeim 2 81400 Myrina Lemnos Greece
| |
Collapse
|
27
|
Jiang T, Jia Y, Sun H, Deng X, Tang D, Ren Y. Dielectrophoresis Response of Water-in-Oil-in-Water Double Emulsion Droplets with Singular or Dual Cores. MICROMACHINES 2020; 11:mi11121121. [PMID: 33348930 PMCID: PMC7766960 DOI: 10.3390/mi11121121] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 10/26/2020] [Revised: 12/09/2020] [Accepted: 12/09/2020] [Indexed: 11/16/2022]
Abstract
Microfluidic technologies have enabled generation of exquisite multiple emulsion droplets, which have been used in many fields, including single-cell assays, micro-sized chemical reactions, and material syntheses. Electrical controlling is an important technique for droplet manipulation in microfluidic systems, but the dielectrophoretic behaviors of multiple emulsion droplets in electrical fields are rarely studied. Here, we report on the dielectrophoresis response of double emulsion droplets in AC electric fields in microfluidic channel. A core-shell model is utilized for analyzing the polarization of droplet interfaces and the overall dielectrophoresis (DEP) force. The water-in-oil-in-water droplets, generated by glass capillary devices, experience negative DEP at low field frequency. At high frequency, however, the polarity of DEP is tunable by adjusting droplet shell thickness or core conductivity. Then, the behavior of droplets with two inner cores is investigated, where the droplets undergo rotation before being repelled or attracted by the strong field area. This work should benefit a wide range of applications that require manipulation of double emulsion droplets by electric fields.
Collapse
Affiliation(s)
- Tianyi Jiang
- School of Mechatronics Engineering, Harbin Institute of Technology, Harbin 150001, Heilongjiang, China; (T.J.); (Y.J.); (H.S.); (X.D.); (D.T.)
| | - Yankai Jia
- School of Mechatronics Engineering, Harbin Institute of Technology, Harbin 150001, Heilongjiang, China; (T.J.); (Y.J.); (H.S.); (X.D.); (D.T.)
| | - Haizhen Sun
- School of Mechatronics Engineering, Harbin Institute of Technology, Harbin 150001, Heilongjiang, China; (T.J.); (Y.J.); (H.S.); (X.D.); (D.T.)
| | - Xiaokang Deng
- School of Mechatronics Engineering, Harbin Institute of Technology, Harbin 150001, Heilongjiang, China; (T.J.); (Y.J.); (H.S.); (X.D.); (D.T.)
| | - Dewei Tang
- School of Mechatronics Engineering, Harbin Institute of Technology, Harbin 150001, Heilongjiang, China; (T.J.); (Y.J.); (H.S.); (X.D.); (D.T.)
| | - Yukun Ren
- School of Mechatronics Engineering, Harbin Institute of Technology, Harbin 150001, Heilongjiang, China; (T.J.); (Y.J.); (H.S.); (X.D.); (D.T.)
- State Key Laboratory of Robotics and System, Harbin Institute of Technology, West Da-Zhi Street 92, Harbin 150001, Heilongjiang, China
- Correspondence: ; Tel.: +86-0451-86418028; Fax: +86-0451-86402658
| |
Collapse
|
28
|
Pontrelli G, Carr EJ, Tiribocchi A, Succi S. Modeling drug delivery from multiple emulsions. Phys Rev E 2020; 102:023114. [PMID: 32942448 DOI: 10.1103/physreve.102.023114] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/09/2020] [Accepted: 07/30/2020] [Indexed: 06/11/2023]
Abstract
We present a mechanistic model of drug release from a multiple emulsion into an external surrounding fluid. We consider a single multilayer droplet where the drug kinetics are described by a pure diffusive process through different liquid shells. The multilayer problem is described by a system of diffusion equations coupled via interlayer conditions imposing continuity of drug concentration and flux. Mass resistance is imposed at the outer boundary through the application of a surfactant at the external surface of the droplet. The two-dimensional problem is solved numerically by finite volume discretization. Concentration profiles and drug release curves are presented for three typical round-shaped (circle, ellipse, and bullet) droplets and the dependency of the solution on the mass transfer coefficient at the surface analyzed. The main result shows a reduced release time for an increased elongation of the droplets.
Collapse
Affiliation(s)
- G Pontrelli
- Istituto per le Applicazioni del Calcolo, CNR, Via dei Taurini 19, 00185 Rome, Italy
| | - E J Carr
- School of Mathematical Sciences, Queensland University of Technology (QUT), Brisbane, Australia
| | - A Tiribocchi
- Istituto per le Applicazioni del Calcolo, CNR, Via dei Taurini 19, 00185 Rome, Italy
- Italian Institute of Technology, CNLS@Sapienza, Rome, Italy
| | - S Succi
- Istituto per le Applicazioni del Calcolo, CNR, Via dei Taurini 19, 00185 Rome, Italy
- Italian Institute of Technology, CNLS@Sapienza, Rome, Italy
| |
Collapse
|
29
|
FACS-Based Functional Protein Screening via Microfluidic Co-encapsulation of Yeast Secretor and Mammalian Reporter Cells. Sci Rep 2020; 10:10182. [PMID: 32576855 PMCID: PMC7311539 DOI: 10.1038/s41598-020-66927-5] [Citation(s) in RCA: 24] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/20/2020] [Accepted: 05/20/2020] [Indexed: 12/22/2022] Open
Abstract
In this study, we present a straightforward approach for functional cell-based screening by co-encapsulation of secretor yeast cells and reporter mammalian cells in millions of individual agarose-containing microdroplets. Our system is compatible with ultra-high-throughput selection utilizing standard fluorescence-activated cell sorters (FACS) without need of extensive adaptation and optimization. In a model study we co-encapsulated murine interleukin 3 (mIL-3)-secreting S. cerevisiae cells with murine Ba/F3 reporter cells, which express green fluorescent protein (GFP) upon stimulation with mIL-3, and could observe specific and robust induction of fluorescence signal compared to a control with yeast cells secreting a non-functional mIL-3 mutant. We demonstrate the successful enrichment of activating mIL-3 wt-secreting yeast cells from a 1:10,000 dilution in cells expressing the inactive cytokine variant by two consecutive cycles of co-encapsulation and FACS. This indicates the suitability of the presented strategy for functional screening of high-diversity yeast-based libraries and demonstrates its potential for the efficient isolation of clones secreting bioactive recombinant proteins.
Collapse
|
30
|
Brower KK, Carswell-Crumpton C, Klemm S, Cruz B, Kim G, Calhoun SGK, Nichols L, Fordyce PM. Double emulsion flow cytometry with high-throughput single droplet isolation and nucleic acid recovery. LAB ON A CHIP 2020; 20:2062-2074. [PMID: 32417874 PMCID: PMC7670282 DOI: 10.1039/d0lc00261e] [Citation(s) in RCA: 55] [Impact Index Per Article: 11.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/04/2023]
Abstract
Droplet microfluidics has made large impacts in diverse areas such as enzyme evolution, chemical product screening, polymer engineering, and single-cell analysis. However, while droplet reactions have become increasingly sophisticated, phenotyping droplets by a fluorescent signal and sorting them to isolate individual variants-of-interest at high-throughput remains challenging. Here, we present sdDE-FACS (s[combining low line]ingle d[combining low line]roplet D[combining low line]ouble E[combining low line]mulsion-FACS), a new method that uses a standard flow cytometer to phenotype, select, and isolate individual double emulsion droplets of interest. Using a 130 μm nozzle at high sort frequency (12-14 kHz), we demonstrate detection of droplet fluorescence signals with a dynamic range spanning 5 orders of magnitude and robust post-sort recovery of intact double emulsion (DE) droplets using 2 commercially-available FACS instruments. We report the first demonstration of single double emulsion droplet isolation with post-sort recovery efficiencies >70%, equivalent to the capabilities of single-cell FACS. Finally, we establish complete downstream recovery of nucleic acids from single, sorted double emulsion droplets via qPCR with little to no cross-contamination. sdDE-FACS marries the full power of droplet microfluidics with flow cytometry to enable a variety of new droplet assays, including rare variant isolation and multiparameter single-cell analysis.
Collapse
Affiliation(s)
- Kara K Brower
- Department of Bioengineering, Stanford University, Stanford, California, USA.
| | | | | | | | | | | | | | | |
Collapse
|
31
|
Huang F, Zhu Z, Niu Y, Zhao Y, Si T, Xu RX. Coaxial oblique interface shearing: tunable generation and sorting of double emulsions for spatial gradient drug release. LAB ON A CHIP 2020; 20:1249-1258. [PMID: 32129401 DOI: 10.1039/d0lc00111b] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/10/2023]
Abstract
We propose a coaxial oblique interface shearing (COIS) process for one-step generation of double emulsions which are synchronously sorted with spatial gradient distributions. As a coaxial needle supplying the inner and outer liquids obliquely vibrates across an air-liquid interface, the pinch-off of the compound liquid neck arises and the resultant double emulsions moves with tunable lateral displacements in the receiving phase. In the COIS process, the morphology and size of the double emulsions are heavily dependent on the vibration frequency and the inner and outer liquid flow rates. The lateral droplet displacements changing with process parameters can be precisely controlled in experiments and predicted theoretically by the Stokes drift model. Furthermore, the feasibility of the COIS process in spatial gradient drug release is verified. The double emulsions sorted along a specific direction are available for spatial gradient release under thermal and chemical environments, respectively. The COIS technique has great potential in fields of sensors, spatial gradient materials, advanced drug delivery and biomedical applications.
Collapse
Affiliation(s)
- Fangsheng Huang
- Department of Precision Machinery and Precision Instrumentation, University of Science and Technology of China, Hefei, Anhui 230026, China
| | | | | | | | | | | |
Collapse
|
32
|
Wei Y, Cheng G, Ho HP, Ho YP, Yong KT. Thermodynamic perspectives on liquid–liquid droplet reactors for biochemical applications. Chem Soc Rev 2020; 49:6555-6567. [DOI: 10.1039/c9cs00541b] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
Abstract
Liquid–liquid droplet reactors have garnered significant interest in biochemical applications by simulating thermodynamic systmes, ranging from closed systems, semi-closed/semi-open systems, to open systems.
Collapse
Affiliation(s)
- Yuanyuan Wei
- Department of Biomedical Engineering
- The Chinese University of Hong Kong
- Hong Kong SAR
- China
| | - Guangyao Cheng
- Department of Biomedical Engineering
- The Chinese University of Hong Kong
- Hong Kong SAR
- China
| | - Ho-Pui Ho
- Department of Biomedical Engineering
- The Chinese University of Hong Kong
- Hong Kong SAR
- China
| | - Yi-Ping Ho
- Department of Biomedical Engineering
- The Chinese University of Hong Kong
- Hong Kong SAR
- China
- Centre for Biomaterials
| | - Ken-Tye Yong
- School of Electrical and Electronic Engineering
- Nanyang Technological University
- Singapore
| |
Collapse
|
33
|
Jusková P, Schmid YRF, Stucki A, Schmitt S, Held M, Dittrich PS. "Basicles": Microbial Growth and Production Monitoring in Giant Lipid Vesicles. ACS APPLIED MATERIALS & INTERFACES 2019; 11:34698-34706. [PMID: 31454223 PMCID: PMC7462352 DOI: 10.1021/acsami.9b12169] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/11/2019] [Accepted: 08/27/2019] [Indexed: 05/03/2023]
Abstract
We present an optimized protocol to encapsulate bacteria inside giant unilamellar lipid vesicles combined with a microfluidic platform for real-time monitoring of microbial growth and production. The microfluidic device allows us to immobilize the lipid vesicles and record bacterial growth and production using automated microscopy. Moreover, the lipid vesicles retain hydrophilic molecules and therefore can be used to accumulate products of microbial biosynthesis, which we demonstrate here for a riboflavin-producing bacterial strain. We show that stimulation as well as inhibition of bacterial production can be performed through the liposomal membrane simply by passive diffusion of inducing or antibiotic compounds, respectively. The possibility to introduce as well as accumulate compounds in liposomal cultivation compartments represents great advantage over the current state of the art systems, emulsion droplets, and gel beads. Additionally, the encapsulation of bacteria and monitoring of individual lipid vesicles have been accomplished on a single microfluidic device. The presented system paves the way toward highly parallel microbial cultivation and monitoring as required in biotechnology, basic research, or drug discovery.
Collapse
Affiliation(s)
- Petra Jusková
- Department
of Biosystems Science and Engineering, Bioanalytics Group, and Department of
Biosystems Science and Engineering, Bioprocess Laboratory, ETH Zürich, Mattenstrasse 26, CH-4058 Basel, Switzerland
| | - Yannick R. F. Schmid
- Department
of Biosystems Science and Engineering, Bioanalytics Group, and Department of
Biosystems Science and Engineering, Bioprocess Laboratory, ETH Zürich, Mattenstrasse 26, CH-4058 Basel, Switzerland
| | - Ariane Stucki
- Department
of Biosystems Science and Engineering, Bioanalytics Group, and Department of
Biosystems Science and Engineering, Bioprocess Laboratory, ETH Zürich, Mattenstrasse 26, CH-4058 Basel, Switzerland
| | - Steven Schmitt
- Department
of Biosystems Science and Engineering, Bioanalytics Group, and Department of
Biosystems Science and Engineering, Bioprocess Laboratory, ETH Zürich, Mattenstrasse 26, CH-4058 Basel, Switzerland
| | - Martin Held
- Department
of Biosystems Science and Engineering, Bioanalytics Group, and Department of
Biosystems Science and Engineering, Bioprocess Laboratory, ETH Zürich, Mattenstrasse 26, CH-4058 Basel, Switzerland
| | - Petra S. Dittrich
- Department
of Biosystems Science and Engineering, Bioanalytics Group, and Department of
Biosystems Science and Engineering, Bioprocess Laboratory, ETH Zürich, Mattenstrasse 26, CH-4058 Basel, Switzerland
| |
Collapse
|
34
|
Chen R, Sun Z, Chen D. Droplet-based microfluidics for cell encapsulation and delivery. MICROFLUIDICS FOR PHARMACEUTICAL APPLICATIONS 2019:307-335. [DOI: 10.1016/b978-0-12-812659-2.00011-9] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/06/2025]
|
35
|
Thompson B, Movsesian N, Cheng C, Karandikar P, Gupta M, Malmstadt N. Modular microfluidics for double emulsion formation. Methods Cell Biol 2018; 148:161-176. [PMID: 30473068 DOI: 10.1016/bs.mcb.2018.09.008] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/11/2022]
Abstract
For many engineering applications such as manipulating two phase flows, generating single and double emulsions, and passively propelling liquids through channels, control over the surface energy of microfluidic channels is essential. In particular, double emulsion formation, which benefits from alternating hydrophobic and hydrophilic sections of channel, represents a challenge in fabricating controlled microfluidic channel surface properties. As double emulsions find further applications in single-cell handling and analysis, straightforward methods for generating them increase in value. Here, we present a method for generating double emulsions in microfluidic channels fabricated from modular fluidic blocks. By using a vapor-phase polymer coating technology-initiated chemical vapor deposition-we are able to fabricate blocks with varying surface properties. Assembling these blocks together then creates step-like changes in surface energy within a microchannel.
Collapse
Affiliation(s)
- Bryant Thompson
- Department of Biomedical Engineering, University of Southern California, Los Angeles, CA, United States
| | - Nareh Movsesian
- Mork Family Department of Chemical Engineering and Materials Science, University of Southern California, Los Angeles, CA, United States
| | - Christine Cheng
- Mork Family Department of Chemical Engineering and Materials Science, University of Southern California, Los Angeles, CA, United States
| | - Prathamesh Karandikar
- Mork Family Department of Chemical Engineering and Materials Science, University of Southern California, Los Angeles, CA, United States
| | - Malancha Gupta
- Mork Family Department of Chemical Engineering and Materials Science, University of Southern California, Los Angeles, CA, United States; Department of Chemistry, University of Southern California, Los Angeles, CA, United States
| | - Noah Malmstadt
- Department of Biomedical Engineering, University of Southern California, Los Angeles, CA, United States; Mork Family Department of Chemical Engineering and Materials Science, University of Southern California, Los Angeles, CA, United States; Department of Chemistry, University of Southern California, Los Angeles, CA, United States.
| |
Collapse
|
36
|
Shams Khorrami A, Rezai P. Oscillating dispersed-phase co-flow microfluidic droplet generation: Multi-droplet size effect. BIOMICROFLUIDICS 2018; 12:034113. [PMID: 29983838 PMCID: PMC6005787 DOI: 10.1063/1.5034473] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/11/2018] [Accepted: 05/31/2018] [Indexed: 06/08/2023]
Abstract
Controllable generation of microdroplets at desired sizes and throughputs is important in many applications. Many biological assays require size-optimized droplets for effective encapsulation of analytes and reagents. To perform size optimization, different-size droplets must be generated from identical sources of samples to prevent potential cross-sample variations or other sources of error. In this paper, we introduce a novel alteration of the co-flow droplet generation technique to achieve multi-size generation of monodispersed droplets. Using a custom-made mechanism, we oscillate the disperse-phase (d-phase) flow nozzle perpendicular to the continuous phase (c-phase) flow in a co-flow channel. Oscillation of the d-phase nozzle introduces an additional lateral drag force to the growing droplets while exposing them to various levels of axial drag owing to the parabolic velocity distribution of the c-phase flow. Superimposing both effects results in simultaneous and repeatable generation of monodispersed droplets with different sizes. The effect of nozzle oscillation frequency (f = 0-15 Hz) on droplet generation at different d-phase (Qd = 0.05, 0.10, and 0.50 ml/min) and c-phase (Qc = 2, 5, and 10 ml/min) flow rates was studied. A wide range of monodispersed droplets (4nl-4 μl) were generated using this method. Droplet sizes were directly proportional to the We number and inversely proportional to the Ca number and oscillation frequency. Our technique is promising for applications such as aqueous two-phase systems, where due to inherently low interfacial tension, the d-phase flow forms a long stable jet which can be broken into droplets using the additional oscillatory drag in our device.
Collapse
Affiliation(s)
- Amin Shams Khorrami
- Department of Mechanical Engineering, York University, Toronto, Ontario M3J 1P3, Canada
| | - Pouya Rezai
- Department of Mechanical Engineering, York University, Toronto, Ontario M3J 1P3, Canada
| |
Collapse
|
37
|
Devanthi PVP, El Kadri H, Bowden A, Spyropoulos F, Gkatzionis K. Segregation of Tetragenococcus halophilus and Zygosaccharomyces rouxii using W 1/O/W 2 double emulsion for use in mixed culture fermentation. Food Res Int 2018; 105:333-343. [PMID: 29433222 DOI: 10.1016/j.foodres.2017.11.044] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/24/2017] [Revised: 11/16/2017] [Accepted: 11/19/2017] [Indexed: 11/15/2022]
Abstract
Antagonism in mixed culture fermentation can result in undesirable metabolic activity and negatively affect the fermentation process. Water-oil-water (W1/O/W2) double emulsions (DE) could be utilized in fermentation for segregating multiple species and controlling their release and activity. Zygosaccharomyces rouxii and Tetragenococcus halophilus, two predominant microbial species in soy sauce fermentation, were incorporated in the internal W1 and external W2 phase of a W1/O/W2, respectively. The suitability of DE for controlling T. halophilus and Z. rouxii in soy sauce fermentation was studied in relation to emulsion stability and microbial release profile. The effects of varying concentrations of Z. rouxii cells (5 and 7logCFU/mL) and glucose (0%, 6%, 12%, 30% w/v) in the W2 phase were investigated. DE stability was determined by monitoring encapsulation stability (%), oil globule size, and microstructure with fluorescence and optical microscopy. Furthermore, the effect of DE on the interaction between T. halophilus and Z. rouxii was studied in Tryptic Soy Broth containing 10% w/v NaCl and 12% w/v glucose and physicochemical changes (glucose, ethanol, lactic acid, and acetic acid) were monitored. DE destabilization resulted in cell release which was proportional to the glucose concentration in W2. Encapsulated Z. rouxii presented higher survival during storage (~3 log). The application of DE affected microbial cells growth and physiology, which led to the elimination of antagonism. These results demonstrate the potential use of DE as a delivery system of mixed starter cultures in food fermentation, where multiple species are required to act sequentially in a controlled manner.
Collapse
Affiliation(s)
| | - Hani El Kadri
- School of Chemical Engineering, University of Birmingham, Edgbaston, Birmingham B15 2TT, United Kingdom
| | - Allen Bowden
- School of Chemistry, University of Birmingham, Edgbaston, Birmingham B15 2TT, United Kingdom
| | - Fotios Spyropoulos
- School of Chemical Engineering, University of Birmingham, Edgbaston, Birmingham B15 2TT, United Kingdom
| | - Konstantinos Gkatzionis
- School of Chemical Engineering, University of Birmingham, Edgbaston, Birmingham B15 2TT, United Kingdom.
| |
Collapse
|
38
|
Vardar E, Larsson H, Allazetta S, Engelhardt E, Pinnagoda K, Vythilingam G, Hubbell J, Lutolf M, Frey P. Microfluidic production of bioactive fibrin micro-beads embedded in crosslinked collagen used as an injectable bulking agent for urinary incontinence treatment. Acta Biomater 2018; 67:156-166. [PMID: 29197579 DOI: 10.1016/j.actbio.2017.11.034] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/18/2017] [Revised: 11/19/2017] [Accepted: 11/20/2017] [Indexed: 01/12/2023]
Abstract
Endoscopic injection of bulking agents has been widely used to treat urinary incontinence, often due to urethral sphincter complex insufficiency. The aim of the study was to develop a novel injectable bioactive collagen-fibrin bulking agent restoring long-term continence by functional muscle tissue regeneration. Fibrin micro-beads were engineered using a droplet microfluidic system. They had an average diameter of 140 μm and recombinant fibrin-binding insulin-like growth factor-1 (α2PI1-8-MMP-IGF-1) was covalently conjugated to the beads. A plasmin fibrin degradation assay showed that 72.5% of the initial amount of α2PI1-8-MMP-IGF-1 loaded into the micro-beads was retained within the fibrin micro-beads. In vitro, the growth factor modified fibrin micro-beads enhanced cell attachment and the migration of human urinary tract smooth muscle cells, however, no change of the cellular metabolic activity was seen. These bioactive micro-beads were mixed with genipin-crosslinked homogenized collagen, acting as a carrier. The collagen concentration, the degree of crosslinking, and the mechanical behavior of this bioactive collagen-fibrin injectable were comparable to reference samples. This novel injectable showed no burst release of the growth factor, had a positive effect on cell behavior and may therefore induce smooth muscle regeneration in vivo, necessary for the functional treatment of stress and other urinary incontinences. STATEMENT OF SIGNIFICANCE Urinary incontinence is involuntary urine leakage, resulting from a deficient function of the sphincter muscle complex. Yet there is no functional cure for this devastating condition using current treatment options. Applied physical and surgical therapies have limited success. In this study, a novel bioactive injectable bulking agent, triggering new muscle regeneration at the injection site, has been evaluated. This injectable consists of cross-linked collagen and fibrin micro-beads, functionalized with bound insulin-like growth factor-1 (α2PI1-8-MMP-IGF-1). These bioactive fibrin micro-beads induced human smooth muscle cell migration in vitro. Thus, this injectable bulking agent is apt to be a good candidate for regeneration of urethral sphincter muscle, ensuring a long-lasting treatment for urinary incontinence.
Collapse
|
39
|
Recent development in cell encapsulations and their therapeutic applications. MATERIALS SCIENCE & ENGINEERING. C, MATERIALS FOR BIOLOGICAL APPLICATIONS 2017; 77:1247-1260. [DOI: 10.1016/j.msec.2017.04.103] [Citation(s) in RCA: 23] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/28/2017] [Accepted: 04/18/2017] [Indexed: 02/08/2023]
|
40
|
Abstract
Droplet microfluidics generates and manipulates discrete droplets through immiscible multiphase flows inside microchannels. Due to its remarkable advantages, droplet microfluidics bears significant value in an extremely wide range of area. In this review, we provide a comprehensive and in-depth insight into droplet microfluidics, covering fundamental research from microfluidic chip fabrication and droplet generation to the applications of droplets in bio(chemical) analysis and materials generation. The purpose of this review is to convey the fundamentals of droplet microfluidics, a critical analysis on its current status and challenges, and opinions on its future development. We believe this review will promote communications among biology, chemistry, physics, and materials science.
Collapse
Affiliation(s)
- Luoran Shang
- State Key Laboratory of Bioelectronics, School of Biological Science and Medical Engineering, Southeast University , Nanjing 210096, China
| | - Yao Cheng
- State Key Laboratory of Bioelectronics, School of Biological Science and Medical Engineering, Southeast University , Nanjing 210096, China
| | - Yuanjin Zhao
- State Key Laboratory of Bioelectronics, School of Biological Science and Medical Engineering, Southeast University , Nanjing 210096, China
| |
Collapse
|
41
|
Chan HF, Ma S, Tian J, Leong KW. High-throughput screening of microchip-synthesized genes in programmable double-emulsion droplets. NANOSCALE 2017; 9:3485-3495. [PMID: 28239692 PMCID: PMC5428077 DOI: 10.1039/c6nr08224f] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/06/2023]
Abstract
The rapid advances in synthetic biology and biotechnology are increasingly demanding high-throughput screening technology, such as screening of the functionalities of synthetic genes for optimization of protein expression. Compartmentalization of single cells in water-in-oil (W/O) emulsion droplets allows screening of a vast number of individualized assays, and recent advances in automated microfluidic devices further help realize the potential of droplet technology for high-throughput screening. However these single-emulsion droplets are incompatible with aqueous phase analysis and the inner droplet environment cannot easily communicate with the external phase. We present a high-throughput, miniaturized screening platform for microchip-synthesized genes using microfluidics-generated water-in-oil-in-water (W/O/W) double emulsion (DE) droplets that overcome these limitations. Synthetic gene variants of fluorescent proteins are synthesized with a custom-built microarray inkjet synthesizer, which are then screened for expression in Escherichia coli (E. coli) cells. Bacteria bearing individual fluorescent gene variants are encapsulated as single cells into DE droplets where fluorescence signals are enhanced by 100 times within 24 h of proliferation. Enrichment of functionally-correct genes by employing an error correction method is demonstrated by screening DE droplets containing fluorescent clones of bacteria with the red fluorescent protein (rfp) gene. Permeation of isopropyl β-d-1-thiogalactopyranoside (IPTG) through the thin oil layer from the external solution initiates target gene expression. The induced expression of the synthetic fluorescent proteins from at least ∼100 bacteria per droplet generates detectable fluorescence signals to enable fluorescence-activated cell sorting (FACS) of the intact droplets. This technology obviates time- and labor-intensive cell culture typically required in conventional bulk experiment.
Collapse
Affiliation(s)
- H F Chan
- Department of Biomedical Engineering, Duke University, Durham, 27705, USA. and Department of Biomedical Engineering, Columbia University, New York, 10027, USA
| | - S Ma
- Department of Biomedical Engineering, Duke University, Durham, 27705, USA. and General Biosystems, Inc. Morrisville, 27560 USA
| | - J Tian
- Department of Biomedical Engineering, Duke University, Durham, 27705, USA. and General Biosystems, Inc. Morrisville, 27560 USA and Tianjin Institute of Industrial Biotechnology, Chinese Academy of Sciences, Tianjin, 300308, China
| | - K W Leong
- Department of Biomedical Engineering, Duke University, Durham, 27705, USA. and Department of Biomedical Engineering, Columbia University, New York, 10027, USA and Department of Systems Biology, Columbia University, New York, 10027, USA
| |
Collapse
|
42
|
Eggersdorfer ML, Zheng W, Nawar S, Mercandetti C, Ofner A, Leibacher I, Koehler S, Weitz DA. Tandem emulsification for high-throughput production of double emulsions. LAB ON A CHIP 2017; 17:936-942. [PMID: 28197593 DOI: 10.1039/c6lc01553k] [Citation(s) in RCA: 40] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/07/2023]
Abstract
Core-shell double emulsions produced using microfluidic methods with controlled structural parameters exhibit great potential in a wide range of applications, but the low production rate of microfluidic methods hinders the exploitation of the capabilities of microfluidics to produce double emulsions with well-defined features. A major obstacle towards the scaled-up production of core-shell double emulsions is the difficulty of achieving robust spatially controlled wettability in integrated microfluidic devices. Here, we use tandem emulsification, a two-step process with microfluidic devices, to scale up the production. With this method, single emulsions are generated in a first device and are re-injected directly into a second device to form uniform double emulsions. We demonstrate the application of tandem emulsification for scalable core-shell emulsion production with both integrated flow focusing and millipede devices and obtain emulsions of which over 90% are single-core monodisperse double emulsion drops. With both mechanisms, the shell thickness can be controlled, so that shells as thin as 3 μm are obtained for emulsions 50 μm in radius.
Collapse
Affiliation(s)
- M L Eggersdorfer
- School of Engineering and Applied Sciences, Harvard University, Cambridge, Massachusetts 02138, USA.
| | - W Zheng
- Department of Chemistry and Chemical Biology, Harvard University, Cambridge, Massachusetts 02138, USA
| | - S Nawar
- School of Engineering and Applied Sciences, Harvard University, Cambridge, Massachusetts 02138, USA.
| | - C Mercandetti
- School of Engineering and Applied Sciences, Harvard University, Cambridge, Massachusetts 02138, USA.
| | - A Ofner
- School of Engineering and Applied Sciences, Harvard University, Cambridge, Massachusetts 02138, USA.
| | - I Leibacher
- School of Engineering and Applied Sciences, Harvard University, Cambridge, Massachusetts 02138, USA.
| | - S Koehler
- School of Engineering and Applied Sciences, Harvard University, Cambridge, Massachusetts 02138, USA.
| | - D A Weitz
- School of Engineering and Applied Sciences, Harvard University, Cambridge, Massachusetts 02138, USA. and Department of Physics, Harvard University, Cambridge, Massachusetts 02138, USA
| |
Collapse
|
43
|
Microfluidic droplet platform for ultrahigh-throughput single-cell screening of biodiversity. Proc Natl Acad Sci U S A 2017; 114:2550-2555. [PMID: 28202731 DOI: 10.1073/pnas.1621226114] [Citation(s) in RCA: 144] [Impact Index Per Article: 18.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/24/2022] Open
Abstract
Ultrahigh-throughput screening (uHTS) techniques can identify unique functionality from millions of variants. To mimic the natural selection mechanisms that occur by compartmentalization in vivo, we developed a technique based on single-cell encapsulation in droplets of a monodisperse microfluidic double water-in-oil-in-water emulsion (MDE). Biocompatible MDE enables in-droplet cultivation of different living species. The combination of droplet-generating machinery with FACS followed by next-generation sequencing and liquid chromatography-mass spectrometry analysis of the secretomes of encapsulated organisms yielded detailed genotype/phenotype descriptions. This platform was probed with uHTS for biocatalysts anchored to yeast with enrichment close to the theoretically calculated limit and cell-to-cell interactions. MDE-FACS allowed the identification of human butyrylcholinesterase mutants that undergo self-reactivation after inhibition by the organophosphorus agent paraoxon. The versatility of the platform allowed the identification of bacteria, including slow-growing oral microbiota species that suppress the growth of a common pathogen, Staphylococcus aureus, and predicted which genera were associated with inhibitory activity.
Collapse
|
44
|
Li M, Jiang W, Chen Z, Suryaprakash S, Lv S, Tang Z, Chen X, Leong KW. A versatile platform for surface modification of microfluidic droplets. LAB ON A CHIP 2017; 17:635-639. [PMID: 28154857 PMCID: PMC5328679 DOI: 10.1039/c7lc00079k] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/25/2023]
Abstract
To advance emulsion droplet technology, we synthesize functional derivatives of Pluronic F127 that can simultaneously act as surfactants and as reactive sites for droplet surface decoration. The amine-, carboxyl-, N-hydroxysuccinimide ester-, maleimide- and biotin-terminated Pluronic F127 allows ligand immobilization on single-emulsion or double-emulsion droplets via electrostatic adsorption, covalent conjugation or site-specific avidin-biotin interaction.
Collapse
Affiliation(s)
- Mingqiang Li
- Department of Biomedical Engineering, Columbia University, New York, NY 10027, USA.
| | - Weiqian Jiang
- Department of Biomedical Engineering, Columbia University, New York, NY 10027, USA.
| | - Zaozao Chen
- Department of Biomedical Engineering, Columbia University, New York, NY 10027, USA.
| | - Smruthi Suryaprakash
- Department of Biomedical Engineering, Columbia University, New York, NY 10027, USA.
| | - Shixian Lv
- Key Laboratory of Polymer Ecomaterials, Changchun Institute of Applied Chemistry, Chinese Academy of Sciences, Changchun 130022, P. R. China and University of Chinese Academy of Sciences, Beijing 100049, P. R. China
| | - Zhaohui Tang
- Key Laboratory of Polymer Ecomaterials, Changchun Institute of Applied Chemistry, Chinese Academy of Sciences, Changchun 130022, P. R. China
| | - Xuesi Chen
- Key Laboratory of Polymer Ecomaterials, Changchun Institute of Applied Chemistry, Chinese Academy of Sciences, Changchun 130022, P. R. China
| | - Kam W Leong
- Department of Biomedical Engineering, Columbia University, New York, NY 10027, USA.
| |
Collapse
|
45
|
Jiang W, Li M, Chen Z, Leong KW. Cell-laden microfluidic microgels for tissue regeneration. LAB ON A CHIP 2016; 16:4482-4506. [PMID: 27797383 PMCID: PMC5110393 DOI: 10.1039/c6lc01193d] [Citation(s) in RCA: 108] [Impact Index Per Article: 12.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/07/2023]
Abstract
Regeneration of diseased tissue is one of the foremost concerns for millions of patients who suffer from tissue damage each year. Local delivery of cell-laden hydrogels offers an attractive approach for tissue repair. However, due to the typical macroscopic size of these cell constructs, the encapsulated cells often suffer from poor nutrient exchange. These issues can be mitigated by incorporating cells into microscopic hydrogels, or microgels, whose large surface-to-volume ratio promotes efficient mass transport and enhanced cell-matrix interactions. Using microfluidic technology, monodisperse cell-laden microgels with tunable sizes can be generated in a high-throughput manner, making them useful building blocks that can be assembled into tissue constructs with spatially controlled physicochemical properties. In this review, we examine microfluidics-generated cell-laden microgels for tissue regeneration applications. We provide a brief overview of the common biomaterials, gelation mechanisms, and microfluidic device designs that are used to generate these microgels, and summarize the most recent works on how they are applied to tissue regeneration. Finally, we discuss future applications of microfluidic cell-laden microgels as well as existing challenges that should be resolved to stimulate their clinical application.
Collapse
Affiliation(s)
- Weiqian Jiang
- Department of Biomedical Engineering, Columbia University, New York, NY 10027, USA.
| | - Mingqiang Li
- Department of Biomedical Engineering, Columbia University, New York, NY 10027, USA.
| | - Zaozao Chen
- Department of Biomedical Engineering, Columbia University, New York, NY 10027, USA.
| | - Kam W Leong
- Department of Biomedical Engineering, Columbia University, New York, NY 10027, USA.
| |
Collapse
|
46
|
High throughput microencapsulation of Bacillus subtilis in semi-permeable biodegradable polymersomes for selenium remediation. Appl Microbiol Biotechnol 2016; 101:455-464. [PMID: 27744558 DOI: 10.1007/s00253-016-7896-7] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/14/2016] [Revised: 09/18/2016] [Accepted: 09/27/2016] [Indexed: 12/25/2022]
Abstract
Encapsulating bacteria within constrained microenvironments can promote the manifestation of specialized behaviors. Using double-emulsion droplet-generating microfluidic synthesis, live Bacillus subtilis bacteria were encapsulated in a semi-permeable membrane composed of poly(ethylene glycol)-b-poly(D,L-lactic acid) (mPEG-PDLLA). This polymer membrane was sufficiently permeable to permit exponential bacterial growth, metabolite-induced gene expression, and rapid biofilm growth. The biodegradable microparticles retained structural integrity for several days and could be successfully degraded with time or sustained bacterial activity. Microencapsulated B. subtilis successfully captured and contained sodium selenite added outside the polymersomes, converting the selenite into elemental selenium nanoparticles that were selectively retained inside the polymer membrane. This remediation of selenium using polymersomes has high potential for reducing the toxicity of environmental selenium contamination, as well as allowing selenium to be harvested from areas not amenable to conventional waste or water treatment.
Collapse
|
47
|
McMillan KS, Boyd M, Zagnoni M. Transitioning from multi-phase to single-phase microfluidics for long-term culture and treatment of multicellular spheroids. LAB ON A CHIP 2016; 16:3548-3557. [PMID: 27477673 DOI: 10.1039/c6lc00884d] [Citation(s) in RCA: 21] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/06/2023]
Abstract
When compared to methodologies based on low adhesion or hanging drop plates, droplet microfluidics offers several advantages for the formation and culture of multicellular spheroids, such as the potential for higher throughput screening and the use of reduced cell numbers, whilst providing increased stability for plate handling. However, a drawback of the technology is its characteristic compartmentalisation which limits the nutrients available to cells within an emulsion and poses challenges to the exchange of the encapsulated solution, often resulting in short-term cell culture and/or viability issues. The aim of this study was to develop a multi-purpose microfluidic platform that combines the high-throughput characteristics of multi-phase flows with that of ease of perfusion typical of single-phase microfluidics. We developed a versatile system to upscale the formation and long-term culture of multicellular spheroids for testing anticancer treatments, creating an array of fluidically addressable, compact spheroids that could be cultured in either medium or within a gel scaffold. The work provides proof-of-concept results for using this system to test both chemo- and radio-therapeutic protocols using in vitro 3D cancer models.
Collapse
Affiliation(s)
- Kay S McMillan
- Centre for Microsystems and Photonics, Electronic and Electrical Engineering, University of Strathclyde, Glasgow, G1 1XW, UK.
| | | | | |
Collapse
|
48
|
Ho KKY, Lee LM, Liu AP. Mechanically activated artificial cell by using microfluidics. Sci Rep 2016; 6:32912. [PMID: 27610921 PMCID: PMC5017192 DOI: 10.1038/srep32912] [Citation(s) in RCA: 21] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/27/2016] [Accepted: 08/17/2016] [Indexed: 01/06/2023] Open
Abstract
All living organisms sense mechanical forces. Engineering mechanosensitive artificial cell through bottom-up in vitro reconstitution offers a way to understand how mixtures of macromolecules assemble and organize into a complex system that responds to forces. We use stable double emulsion droplets (aqueous/oil/aqueous) to prototype mechanosensitive artificial cells. In order to demonstrate mechanosensation in artificial cells, we develop a novel microfluidic device that is capable of trapping double emulsions into designated chambers, followed by compression and aspiration in a parallel manner. The microfluidic device is fabricated using multilayer soft lithography technology, and consists of a control layer and a deformable flow channel. Deflections of the PDMS membrane above the main microfluidic flow channels and trapping chamber array are independently regulated pneumatically by two sets of integrated microfluidic valves. We successfully compress and aspirate the double emulsions, which result in transient increase and permanent decrease in oil thickness, respectively. Finally, we demonstrate the influx of calcium ions as a response of our mechanically activated artificial cell through thinning of oil. The development of a microfluidic device to mechanically activate artificial cells creates new opportunities in force-activated synthetic biology.
Collapse
Affiliation(s)
- Kenneth K. Y. Ho
- Department of Mechanical Engineering, University of Michigan, Ann Arbor, Michigan, United States of America
| | - Lap Man Lee
- Department of Mechanical Engineering, University of Michigan, Ann Arbor, Michigan, United States of America
| | - Allen P. Liu
- Department of Mechanical Engineering, University of Michigan, Ann Arbor, Michigan, United States of America
- Department of Biomedical Engineering, University of Michigan, Ann Arbor, Michigan, United States of America
- Cellular and Molecular Biology Program, University of Michigan, Ann Arbor, Michigan, United States of America
- Biophysics Program, University of Michigan, Ann Arbor, Michigan, United States of America
| |
Collapse
|
49
|
Hansen RH, Timm AC, Timm CM, Bible AN, Morrell-Falvey JL, Pelletier DA, Simpson ML, Doktycz MJ, Retterer ST. Stochastic Assembly of Bacteria in Microwell Arrays Reveals the Importance of Confinement in Community Development. PLoS One 2016; 11:e0155080. [PMID: 27152511 PMCID: PMC4859483 DOI: 10.1371/journal.pone.0155080] [Citation(s) in RCA: 23] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/19/2016] [Accepted: 04/24/2016] [Indexed: 12/26/2022] Open
Abstract
The structure and function of microbial communities is deeply influenced by the physical and chemical architecture of the local microenvironment and the abundance of its community members. The complexity of this natural parameter space has made characterization of the key drivers of community development difficult. In order to facilitate these characterizations, we have developed a microwell platform designed to screen microbial growth and interactions across a wide variety of physical and initial conditions. Assembly of microbial communities into microwells was achieved using a novel biofabrication method that exploits well feature sizes for control of innoculum levels. Wells with incrementally smaller size features created populations with increasingly larger variations in inoculum levels. This allowed for reproducible growth measurement in large (20 μm diameter) wells, and screening for favorable growth conditions in small (5, 10 μm diameter) wells. We demonstrate the utility of this approach for screening and discovery using 5 μm wells to assemble P. aeruginosa colonies across a broad distribution of innoculum levels, and identify those conditions that promote the highest probability of survivial and growth under spatial confinement. Multi-member community assembly was also characterized to demonstrate the broad potential of this platform for studying the role of member abundance on microbial competition, mutualism and community succession.
Collapse
Affiliation(s)
- Ryan H Hansen
- Kansas State University, Manhattan, Kansas, United States of America.,The University of Tennessee, Knoxville, Tennessee, United States of America
| | - Andrea C Timm
- Oak Ridge National Laboratory, Oak Ridge, Tennessee, United States of America
| | - Collin M Timm
- Oak Ridge National Laboratory, Oak Ridge, Tennessee, United States of America
| | - Amber N Bible
- Oak Ridge National Laboratory, Oak Ridge, Tennessee, United States of America
| | - Jennifer L Morrell-Falvey
- The University of Tennessee, Knoxville, Tennessee, United States of America.,Oak Ridge National Laboratory, Oak Ridge, Tennessee, United States of America
| | - Dale A Pelletier
- Oak Ridge National Laboratory, Oak Ridge, Tennessee, United States of America
| | - Michael L Simpson
- The University of Tennessee, Knoxville, Tennessee, United States of America.,Oak Ridge National Laboratory, Oak Ridge, Tennessee, United States of America
| | - Mitchel J Doktycz
- The University of Tennessee, Knoxville, Tennessee, United States of America.,Oak Ridge National Laboratory, Oak Ridge, Tennessee, United States of America
| | - Scott T Retterer
- The University of Tennessee, Knoxville, Tennessee, United States of America.,Oak Ridge National Laboratory, Oak Ridge, Tennessee, United States of America
| |
Collapse
|
50
|
Chan HF, Zhang Y, Leong KW. Efficient One-Step Production of Microencapsulated Hepatocyte Spheroids with Enhanced Functions. SMALL (WEINHEIM AN DER BERGSTRASSE, GERMANY) 2016; 12:2720-30. [PMID: 27038291 PMCID: PMC4982767 DOI: 10.1002/smll.201502932] [Citation(s) in RCA: 73] [Impact Index Per Article: 8.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/27/2015] [Revised: 01/09/2016] [Indexed: 04/14/2023]
Abstract
Hepatocyte spheroids microencapsulated in hydrogels can contribute to liver research in various capacities. The conventional approach of microencapsulating spheroids produces a variable number of spheroids per microgel and requires an extra step of spheroid loading into the gel. Here, a microfluidics technology bypassing the step of spheroid loading and controlling the spheroid characteristics is reported. Double-emulsion droplets are used to generate microencapsulated homotypic or heterotypic hepatocyte spheroids (all as single spheroids <200 μm in diameter) with enhanced functions in 4 h. The composition of the microgel is tunable as demonstrated by improved hepatocyte functions during 24 d culture (albumin secretion, urea secretion, and cytochrome P450 activity) when alginate-collagen composite hydrogel is used instead of alginate. Hepatocyte spheroids in alginate-collagen also perform better than hepatocytes cultured in collagen-sandwich configuration. Moreover, hepatocyte functions are significantly enhanced when hepatocytes and endothelial progenitor cells (used as a novel supporting cell source) are co-cultured to form composite spheroids at an optimal ratio of 5:1, which could be further boosted when encapsulated in alginate-collagen. This microencapsulated-spheroid formation technology with high yield, versatility, and uniformity is envisioned to be an enabling technology for liver tissue engineering as well as biomanufacturing.
Collapse
|