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Yu J, Kan X, Xiang Z, Liu J, Bao F, Hou L. On-Chip Droplet Splitting with High Volume Ratios Using a 3D Conical Microstructure-Based Microfluidic Device. LANGMUIR : THE ACS JOURNAL OF SURFACES AND COLLOIDS 2024. [PMID: 39377732 DOI: 10.1021/acs.langmuir.4c03047] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/09/2024]
Abstract
This work reports a simple microfluidic method for splitting a mother droplet into two daughter droplets with high and precise volume ratios. To achieve this, a droplet-splitting microfluidic device embedded with a three-dimensional (3D) conical microstructure is fabricated, in which the high splitting ratios of monodisperse mother droplets are achieved. The volume ratio of the split daughter droplets can reach up to 265. In addition, we examined factors that affect the splitting ratio of the daughter droplets and found that the ratio is affected by the flow rates of the two individual outlet channels, the injection length of the conical microstructure, and the diameter of the original mother droplets. Numerical simulations of these parameters were conducted to gain a clearer understanding of the splitting behavior. The proposed droplet splitting device with a conical microstructure enables on-chip sample extraction and droplet volume control, which can be a powerful tool for various droplet-based applications in microfluidic devices such as viral infectivity assays and sequencing heterogeneous populations.
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Affiliation(s)
- Jian Yu
- Zhejiang Provincial Key Laboratory of Flow Measurement Technology, College of Metrology Measurement and Instrument, China Jiliang University, Hangzhou 310018, China
| | - Xueqing Kan
- Zhejiang Provincial Key Laboratory of Flow Measurement Technology, College of Metrology Measurement and Instrument, China Jiliang University, Hangzhou 310018, China
| | - Zhaoyang Xiang
- Zhejiang Provincial Key Laboratory of Flow Measurement Technology, College of Metrology Measurement and Instrument, China Jiliang University, Hangzhou 310018, China
| | - Jiachen Liu
- Zhejiang Provincial Key Laboratory of Flow Measurement Technology, College of Metrology Measurement and Instrument, China Jiliang University, Hangzhou 310018, China
| | - Fubing Bao
- Zhejiang Provincial Key Laboratory of Flow Measurement Technology, College of Metrology Measurement and Instrument, China Jiliang University, Hangzhou 310018, China
| | - Likai Hou
- Zhejiang Provincial Key Laboratory of Flow Measurement Technology, College of Metrology Measurement and Instrument, China Jiliang University, Hangzhou 310018, China
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2
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Shang Y, Wang Z, Xi L, Wang Y, Liu M, Feng Y, Wang J, Wu Q, Xiang X, Chen M, Ding Y. Droplet-based single-cell sequencing: Strategies and applications. Biotechnol Adv 2024; 77:108454. [PMID: 39271031 DOI: 10.1016/j.biotechadv.2024.108454] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/19/2024] [Revised: 08/22/2024] [Accepted: 09/10/2024] [Indexed: 09/15/2024]
Abstract
Notable advancements in single-cell omics technologies have not only addressed longstanding challenges but also enabled unprecedented studies of cellular heterogeneity with unprecedented resolution and scale. These strides have led to groundbreaking insights into complex biological systems, paving the way for a more profound comprehension of human biology and diseases. The droplet microfluidic technology has become a crucial component in many single-cell sequencing workflows in terms of throughput, cost-effectiveness, and automation. Utilizing a microfluidic chip to encapsulate and profile individual cells within droplets has significantly improved single-cell research. Therefore, this review aims to comprehensively elaborate the droplet microfluidics-assisted omics methods from a single-cell perspective. The strategies for using droplet microfluidics in the realms of genomics, epigenomics, transcriptomics, and proteomics analyses are first introduced. On this basis, the focus then turns to the latest applications of this technology in different sequencing patterns, including mono- and multi-omics. Finally, the challenges and further perspectives of droplet-based single-cell sequencing in both foundational research and commercial applications are discussed.
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Affiliation(s)
- Yuting Shang
- Department of Food Science & Engineering, College of Life Science and Technology, Jinan University, Guangzhou 510632, China
| | - Zhengzheng Wang
- Department of Food Science & Engineering, College of Life Science and Technology, Jinan University, Guangzhou 510632, China
| | - Liqing Xi
- Department of Food Science & Engineering, College of Life Science and Technology, Jinan University, Guangzhou 510632, China
| | - Yantao Wang
- Department of Food Science & Engineering, College of Life Science and Technology, Jinan University, Guangzhou 510632, China
| | - Meijing Liu
- Department of Food Science & Engineering, College of Life Science and Technology, Jinan University, Guangzhou 510632, China
| | - Ying Feng
- Department of Food Science & Engineering, College of Life Science and Technology, Jinan University, Guangzhou 510632, China
| | - Juan Wang
- College of Food Science, South China Agricultural University, Guangzhou 510432, China
| | - Qingping Wu
- National Health Commission Science and Technology Innovation Platform for Nutrition and Safety of Microbial Food, Guangdong Provincial Key Laboratory of Microbial Safety and Health, State Key Laboratory of Applied Microbiology Southern China, Institute of Microbiology, Guangdong Academy of Sciences, Guangzhou 510070, China
| | - Xinran Xiang
- Jiangsu Key Laboratory of Huaiyang Food Safety and Nutrition Function Evaluation, Jiangsu Collaborative Innovation Center of Regional Modern Agriculture & Environmental Protection, Jiangsu Key Laboratory for Eco-Agricultural Biotechnology Around Hongze Lake, School of Life Science, Huaiyin Normal University, Huai'an 223300, China; Fujian Key Laboratory of Aptamers Technology, Fuzhou General Clinical Medical School (the 900th Hospital), Fujian Medical University, Fuzhou 350001, China.
| | - Moutong Chen
- National Health Commission Science and Technology Innovation Platform for Nutrition and Safety of Microbial Food, Guangdong Provincial Key Laboratory of Microbial Safety and Health, State Key Laboratory of Applied Microbiology Southern China, Institute of Microbiology, Guangdong Academy of Sciences, Guangzhou 510070, China.
| | - Yu Ding
- Department of Food Science & Engineering, College of Life Science and Technology, Jinan University, Guangzhou 510632, China.
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3
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Chen L, Chen A, Zhang XD, Saenz Robles MT, Han HS, Xiao Y, Xiao G, Pipas JM, Weitz DA. Targeted whole-genome recovery of single viral species in a complex environmental sample. Proc Natl Acad Sci U S A 2024; 121:e2404727121. [PMID: 39052829 PMCID: PMC11295033 DOI: 10.1073/pnas.2404727121] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/06/2024] [Accepted: 06/07/2024] [Indexed: 07/27/2024] Open
Abstract
Characterizing unknown viruses is essential for understanding viral ecology and preparing against viral outbreaks. Recovering complete genome sequences from environmental samples remains computationally challenging using metagenomics, especially for low-abundance species with uneven coverage. We present an experimental method for reliably recovering complete viral genomes from complex environmental samples. Individual genomes are encapsulated into droplets and amplified using multiple displacement amplification. A unique gene detection assay, which employs an RNA-based probe and an exonuclease, selectively identifies droplets containing the target viral genome. Labeled droplets are sorted using a microfluidic sorter, and genomes are extracted for sequencing. We demonstrate this method's efficacy by spiking two known viral genomes, Simian virus 40 (SV40, 5,243 bp) and Human Adenovirus 5 (HAd5, 35,938 bp), into a sewage sample with a final abundance in the droplets of around 0.1% and 0.015%, respectively. We achieve 100% recovery of the complete sequence of the spiked-in SV40 genome with uniform coverage distribution. For the larger HAd5 genome, we cover approximately 99.4% of its sequence. Notably, genome recovery is achieved with as few as one sorted droplet, which enables the recovery of any desired genomes in complex environmental samples, regardless of their abundance. This method enables single-genome whole-genome amplification and targeting characterizations of rare viral species and will facilitate our ability to access the mutational profile in single-virus genomes and contribute to an improved understanding of viral ecology.
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Affiliation(s)
- Liyin Chen
- John A. Paulson School of Engineering and Applied Sciences, Harvard University, Cambridge, MA02138
| | - Anqi Chen
- John A. Paulson School of Engineering and Applied Sciences, Harvard University, Cambridge, MA02138
| | - Xinge Diana Zhang
- John A. Paulson School of Engineering and Applied Sciences, Harvard University, Cambridge, MA02138
| | | | - Hee-Sun Han
- Department of Chemistry, University of Illinois Urbana-Champaign, Urbana, IL61801
- Carl R. Woese Institute for Genomic Biology, University of Illinois Urbana-Champaign, Urbana, IL61801
| | - Yi Xiao
- John A. Paulson School of Engineering and Applied Sciences, Harvard University, Cambridge, MA02138
| | - Gao Xiao
- John A. Paulson School of Engineering and Applied Sciences, Harvard University, Cambridge, MA02138
| | - James M. Pipas
- Department of Biological Sciences, University of Pittsburgh, Pittsburgh, PA15260
| | - David A. Weitz
- John A. Paulson School of Engineering and Applied Sciences, Harvard University, Cambridge, MA02138
- Department of Physics, Harvard University, Cambridge, MA02138
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4
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Mikhaylova V, Rzepka M, Kawamura T, Xia Y, Chang PL, Zhou S, Paasch A, Pham L, Modi N, Yao L, Perez-Agustin A, Pagans S, Boles TC, Lei M, Wang Y, Garcia-Bassets I, Chen Z. Targeted phasing of 2-200 kilobase DNA fragments with a short-read sequencer and a single-tube linked-read library method. Sci Rep 2024; 14:7988. [PMID: 38580715 PMCID: PMC10997766 DOI: 10.1038/s41598-024-58733-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/15/2023] [Accepted: 04/02/2024] [Indexed: 04/07/2024] Open
Abstract
In the human genome, heterozygous sites refer to genomic positions with a different allele or nucleotide variant on the maternal and paternal chromosomes. Resolving these allelic differences by chromosomal copy, also known as phasing, is achievable on a short-read sequencer when using a library preparation method that captures long-range genomic information. TELL-Seq is a library preparation that captures long-range genomic information with the aid of molecular identifiers (barcodes). The same barcode is used to tag the reads derived from the same long DNA fragment within a range of up to 200 kilobases (kb), generating linked-reads. This strategy can be used to phase an entire genome. Here, we introduce a TELL-Seq protocol developed for targeted applications, enabling the phasing of enriched loci of varying sizes, purity levels, and heterozygosity. To validate this protocol, we phased 2-200 kb loci enriched with different methods: CRISPR/Cas9-mediated excision coupled with pulse-field electrophoresis for the longest fragments, CRISPR/Cas9-mediated protection from exonuclease digestion for mid-size fragments, and long PCR for the shortest fragments. All selected loci have known clinical relevance: BRCA1, BRCA2, MLH1, MSH2, MSH6, APC, PMS2, SCN5A-SCN10A, and PKI3CA. Collectively, the analyses show that TELL-Seq can accurately phase 2-200 kb targets using a short-read sequencer.
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Affiliation(s)
| | - Madison Rzepka
- Universal Sequencing Technology Corp., Carlsbad, CA, 92011, USA
| | | | - Yu Xia
- Universal Sequencing Technology Corp., Carlsbad, CA, 92011, USA
| | - Peter L Chang
- Universal Sequencing Technology Corp., Carlsbad, CA, 92011, USA
| | | | - Amber Paasch
- Universal Sequencing Technology Corp., Carlsbad, CA, 92011, USA
| | - Long Pham
- Universal Sequencing Technology Corp., Carlsbad, CA, 92011, USA
| | - Naisarg Modi
- Universal Sequencing Technology Corp., Carlsbad, CA, 92011, USA
| | - Likun Yao
- Department of Medicine, University of California, San Diego, La Jolla, CA, 92093, USA
| | - Adrian Perez-Agustin
- Department of Medical Sciences, School of Medicine, University of Girona, Girona, Spain
| | - Sara Pagans
- Department of Medical Sciences, School of Medicine, University of Girona, Girona, Spain
| | | | - Ming Lei
- Universal Sequencing Technology Corp., Canton, MA, 02021, USA
| | - Yong Wang
- Universal Sequencing Technology Corp., Canton, MA, 02021, USA
| | | | - Zhoutao Chen
- Universal Sequencing Technology Corp., Carlsbad, CA, 92011, USA.
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5
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Cheng G, Kuan CY, Lou KW, Ho YP. Light-Responsive Materials in Droplet Manipulation for Biochemical Applications. ADVANCED MATERIALS (DEERFIELD BEACH, FLA.) 2024:e2313935. [PMID: 38379512 DOI: 10.1002/adma.202313935] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/20/2023] [Revised: 01/31/2024] [Indexed: 02/22/2024]
Abstract
Miniaturized droplets, characterized by well-controlled microenvironments and capability for parallel processing, have significantly advanced the studies on enzymatic evolution, molecular diagnostics, and single-cell analysis. However, manipulation of small-sized droplets, including moving, merging, and trapping of the targeted droplets for complex biochemical assays and subsequent analysis, is not trivial and remains technically demanding. Among various techniques, light-driven methods stand out as a promising candidate for droplet manipulation in a facile and flexible manner, given the features of contactless interaction, high spatiotemporal resolution, and biocompatibility. This review therefore compiles an in-depth discussion of the governing mechanisms underpinning light-driven droplet manipulation. Besides, light-responsive materials, representing the core of light-matter interaction and the key character converting light into different forms of energy, are particularly assessed in this review. Recent advancements in light-responsive materials and the most notable applications are comprehensively archived and evaluated. Continuous innovations and rational engineering of light-responsive materials are expected to propel the development of light-driven droplet manipulation, equip droplets with enhanced functionality, and broaden the applications of droplets for biochemical studies and routine biochemical investigations.
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Affiliation(s)
- Guangyao Cheng
- Department of Biomedical Engineering, The Chinese University of Hong Kong, Hong Kong SAR, 999077, China
| | - Chit Yau Kuan
- Department of Biomedical Engineering, The Chinese University of Hong Kong, Hong Kong SAR, 999077, China
| | - Kuan Wen Lou
- State Key Laboratory of Marine Pollution, City University of Hong Kong, Hong Kong SAR, 999077, China
| | - Yi-Ping Ho
- Department of Biomedical Engineering, The Chinese University of Hong Kong, Hong Kong SAR, 999077, China
- State Key Laboratory of Marine Pollution, City University of Hong Kong, Hong Kong SAR, 999077, China
- Centre for Novel Biomaterials, The Chinese University of Hong Kong, Hong Kong SAR, 999077, China
- Hong Kong Branch of CAS Center for Excellence in Animal Evolution and Genetics, The Chinese University of Hong Kong, Hong Kong SAR, 999077, China
- The Ministry of Education Key Laboratory of Regeneration Medicine, The Chinese University of Hong Kong, Hong Kong SAR, 999077, China
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6
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Lan F, Saba J, Ross TD, Zhou Z, Krauska K, Anantharaman K, Landick R, Venturelli OS. Massively parallel single-cell sequencing of diverse microbial populations. Nat Methods 2024; 21:228-235. [PMID: 38233503 PMCID: PMC11089590 DOI: 10.1038/s41592-023-02157-7] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/24/2022] [Accepted: 12/17/2023] [Indexed: 01/19/2024]
Abstract
Single-cell genetic heterogeneity is ubiquitous in microbial populations and an important aspect of microbial biology; however, we lack a broadly applicable and accessible method to study this heterogeneity in microbial populations. Here, we show a simple, robust and generalizable method for high-throughput single-cell sequencing of target genetic loci in diverse microbes using simple droplet microfluidics devices (droplet targeted amplicon sequencing; DoTA-seq). DoTA-seq serves as a platform to perform diverse assays for single-cell genetic analysis of microbial populations. Using DoTA-seq, we demonstrate the ability to simultaneously track the prevalence and taxonomic associations of >10 antibiotic-resistance genes and plasmids within human and mouse gut microbial communities. This workflow is a powerful and accessible platform for high-throughput single-cell sequencing of diverse microbial populations.
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Affiliation(s)
- Freeman Lan
- Department of Biochemistry, University of Wisconsin-Madison, Madison, WI, USA.
| | - Jason Saba
- Department of Biochemistry, University of Wisconsin-Madison, Madison, WI, USA
- Microbiology Doctoral Training Program, University of Wisconsin-Madison, Madison, WI, USA
- Department of Bacteriology, University of Wisconsin-Madison, Madison, WI, USA
| | - Tyler D Ross
- Department of Biochemistry, University of Wisconsin-Madison, Madison, WI, USA
- Department of Biomedical Engineering, University of Wisconsin-Madison, Madison, WI, USA
| | - Zhichao Zhou
- Department of Bacteriology, University of Wisconsin-Madison, Madison, WI, USA
| | - Katie Krauska
- Department of Biochemistry, University of Wisconsin-Madison, Madison, WI, USA
| | | | - Robert Landick
- Department of Biochemistry, University of Wisconsin-Madison, Madison, WI, USA
- Department of Bacteriology, University of Wisconsin-Madison, Madison, WI, USA
| | - Ophelia S Venturelli
- Department of Biochemistry, University of Wisconsin-Madison, Madison, WI, USA.
- Department of Bacteriology, University of Wisconsin-Madison, Madison, WI, USA.
- Department of Biomedical Engineering, University of Wisconsin-Madison, Madison, WI, USA.
- Department of Chemical & Biological Engineering, University of Wisconsin-Madison, Madison, WI, USA.
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7
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Maes S, Deploey N, Peelman F, Eyckerman S. Deep mutational scanning of proteins in mammalian cells. CELL REPORTS METHODS 2023; 3:100641. [PMID: 37963462 PMCID: PMC10694495 DOI: 10.1016/j.crmeth.2023.100641] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/12/2023] [Revised: 07/06/2023] [Accepted: 10/20/2023] [Indexed: 11/16/2023]
Abstract
Protein mutagenesis is essential for unveiling the molecular mechanisms underlying protein function in health, disease, and evolution. In the past decade, deep mutational scanning methods have evolved to support the functional analysis of nearly all possible single-amino acid changes in a protein of interest. While historically these methods were developed in lower organisms such as E. coli and yeast, recent technological advancements have resulted in the increased use of mammalian cells, particularly for studying proteins involved in human disease. These advancements will aid significantly in the classification and interpretation of variants of unknown significance, which are being discovered at large scale due to the current surge in the use of whole-genome sequencing in clinical contexts. Here, we explore the experimental aspects of deep mutational scanning studies in mammalian cells and report the different methods used in each step of the workflow, ultimately providing a useful guide toward the design of such studies.
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Affiliation(s)
- Stefanie Maes
- VIB Center for Medical Biotechnology (CMB), Technologiepark-Zwijnaarde 75, 9052 Ghent, Belgium; Department of Biochemistry and Microbiology, Ghent University, Technologiepark-Zwijnaarde 75, 9052 Ghent, Belgium; Department of Biomolecular Medicine, Ghent University, Technologiepark-Zwijnaarde 75, 9052 Ghent, Belgium
| | - Nick Deploey
- VIB Center for Medical Biotechnology (CMB), Technologiepark-Zwijnaarde 75, 9052 Ghent, Belgium; Department of Biomolecular Medicine, Ghent University, Technologiepark-Zwijnaarde 75, 9052 Ghent, Belgium
| | - Frank Peelman
- VIB Center for Medical Biotechnology (CMB), Technologiepark-Zwijnaarde 75, 9052 Ghent, Belgium; Department of Biomolecular Medicine, Ghent University, Technologiepark-Zwijnaarde 75, 9052 Ghent, Belgium
| | - Sven Eyckerman
- VIB Center for Medical Biotechnology (CMB), Technologiepark-Zwijnaarde 75, 9052 Ghent, Belgium; Department of Biomolecular Medicine, Ghent University, Technologiepark-Zwijnaarde 75, 9052 Ghent, Belgium.
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8
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Chen L, Chen A, Zhang XD, Robles MST, Han HS, Xiao Y, Xiao G, Pipas JM, Weitz DA. High-sensitivity whole-genome recovery of single viral species in environmental samples. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2023:2023.11.13.566948. [PMID: 38014300 PMCID: PMC10680796 DOI: 10.1101/2023.11.13.566948] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/29/2023]
Abstract
Characterizing unknown viruses is essential for understanding viral ecology and preparing against viral outbreaks. Recovering complete genome sequences from environmental samples remains computationally challenging using metagenomics, especially for low-abundance species with uneven coverage. This work presents a method for reliably recovering complete viral genomes from complex environmental samples. Individual genomes are encapsulated into droplets and amplified using multiple displacement amplification. A novel gene detection assay, which employs an RNA-based probe and an exonuclease, selectively identifies droplets containing the target viral genome. Labeled droplets are sorted using a microfluidic sorter, and genomes are extracted for sequencing. Validation experiments using a sewage sample spiked with two known viruses demonstrate the method's efficacy. We achieve 100% recovery of the spiked-in SV40 (Simian virus 40, 5243bp) genome sequence with uniform coverage distribution, and approximately 99.4% for the larger HAd5 genome (Human Adenovirus 5, 35938bp). Notably, genome recovery is achieved with as few as one sorted droplet, which enables the recovery of any desired genomes in complex environmental samples, regardless of their abundance. This method enables targeted characterizations of rare viral species and whole-genome amplification of single genomes for accessing the mutational profile in single virus genomes, contributing to an improved understanding of viral ecology.
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Affiliation(s)
- Liyin Chen
- John A. Paulson School of Engineering and Applied Sciences, Harvard University, Cambridge, MA, 02138, USA
| | - Anqi Chen
- John A. Paulson School of Engineering and Applied Sciences, Harvard University, Cambridge, MA, 02138, USA
| | - Xinge Diana Zhang
- John A. Paulson School of Engineering and Applied Sciences, Harvard University, Cambridge, MA, 02138, USA
| | - Maria Saenz T Robles
- Department of Biological Sciences, University of Pittsburgh, Pennsylvania 15260, USA
| | - Hee-Sun Han
- Department of Chemistry, University of Illinois Urbana-Champaign, Urbana, IL, 61801, USA
- Carl R. Woese Institute for Genomic Biology, University of Illinois Urbana-Champaign, Urbana, IL, 61801, USA
| | - Yi Xiao
- John A. Paulson School of Engineering and Applied Sciences, Harvard University, Cambridge, MA, 02138, USA
| | - Gao Xiao
- John A. Paulson School of Engineering and Applied Sciences, Harvard University, Cambridge, MA, 02138, USA
| | - James M Pipas
- Department of Biological Sciences, University of Pittsburgh, Pennsylvania 15260, USA
| | - David A Weitz
- John A. Paulson School of Engineering and Applied Sciences, Harvard University, Cambridge, MA, 02138, USA
- Department of Physics, Harvard University, Cambridge, MA, 02138, USA
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9
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Mikhaylova V, Rzepka M, Kawamura T, Xia Y, Chang PL, Zhou S, Pham L, Modi N, Yao L, Perez-Agustin A, Pagans S, Boles TC, Lei M, Wang Y, Garcia-Bassets I, Chen Z. Targeted Phasing of 2-200 Kilobase DNA Fragments with a Short-Read Sequencer and a Single-Tube Linked-Read Library Method. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2023:2023.03.05.531179. [PMID: 36945366 PMCID: PMC10028795 DOI: 10.1101/2023.03.05.531179] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 03/11/2023]
Abstract
In the human genome, heterozygous sites are genomic positions with different alleles inherited from each parent. On average, there is a heterozygous site every 1-2 kilobases (kb). Resolving whether two alleles in neighboring heterozygous positions are physically linked-that is, phased-is possible with a short-read sequencer if the sequencing library captures long-range information. TELL-Seq is a library preparation method based on millions of barcoded micro-sized beads that enables instrument-free phasing of a whole human genome in a single PCR tube. TELL-Seq incorporates a unique molecular identifier (barcode) to the short reads generated from the same high-molecular-weight (HMW) DNA fragment (known as 'linked-reads'). However, genome-scale TELL-Seq is not cost-effective for applications focusing on a single locus or a few loci. Here, we present an optimized TELL-Seq protocol that enables the cost-effective phasing of enriched loci (targets) of varying sizes, purity levels, and heterozygosity. Targeted TELL-Seq maximizes linked-read efficiency and library yield while minimizing input requirements, fragment collisions on microbeads, and sequencing burden. To validate the targeted protocol, we phased seven 180-200 kb loci enriched by CRISPR/Cas9-mediated excision coupled with pulse-field electrophoresis, four 20 kb loci enriched by CRISPR/Cas9-mediated protection from exonuclease digestion, and six 2-13 kb loci amplified by PCR. The selected targets have clinical and research relevance (BRCA1, BRCA2, MLH1, MSH2, MSH6, APC, PMS2, SCN5A-SCN10A, and PKI3CA). These analyses reveal that targeted TELL-Seq provides a reliable way of phasing allelic variants within targets (2-200 kb in length) with the low cost and high accuracy of short-read sequencing.
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Affiliation(s)
| | - Madison Rzepka
- Universal Sequencing Technology Corp., Carlsbad, CA 92011, USA
| | | | - Yu Xia
- Universal Sequencing Technology Corp., Carlsbad, CA 92011, USA
| | - Peter L. Chang
- Universal Sequencing Technology Corp., Carlsbad, CA 92011, USA
| | | | - Long Pham
- Universal Sequencing Technology Corp., Carlsbad, CA 92011, USA
| | - Naisarg Modi
- Universal Sequencing Technology Corp., Carlsbad, CA 92011, USA
| | - Likun Yao
- Department of Medicine, University of California, San Diego, La Jolla, CA 92093 USA
| | - Adrian Perez-Agustin
- Department of Medical Sciences, School of Medicine, University of Girona, Girona, Spain
| | - Sara Pagans
- Department of Medical Sciences, School of Medicine, University of Girona, Girona, Spain
| | | | - Ming Lei
- Universal Sequencing Technology Corp., Canton, MA 02021, USA
| | - Yong Wang
- Universal Sequencing Technology Corp., Canton, MA 02021, USA
| | | | - Zhoutao Chen
- Universal Sequencing Technology Corp., Carlsbad, CA 92011, USA
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10
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Zhang N, Kandalai S, Zhou X, Hossain F, Zheng Q. Applying multi-omics toward tumor microbiome research. IMETA 2023; 2:e73. [PMID: 38868335 PMCID: PMC10989946 DOI: 10.1002/imt2.73] [Citation(s) in RCA: 14] [Impact Index Per Article: 14.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 09/08/2022] [Revised: 10/30/2022] [Accepted: 11/28/2022] [Indexed: 06/14/2024]
Abstract
Rather than a "short-term tenant," the tumor microbiome has been shown to play a vital role as a "permanent resident," affecting carcinogenesis, cancer development, metastasis, and cancer therapies. As the tumor microbiome has great potential to become a target for the early diagnosis and treatment of cancer, recent research on the relevance of the tumor microbiota has attracted a wide range of attention from various scientific fields, resulting in remarkable progress that benefits from the development of interdisciplinary technologies. However, there are still a great variety of challenges in this emerging area, such as the low biomass of intratumoral bacteria and unculturable character of some microbial species. Due to the complexity of tumor microbiome research (e.g., the heterogeneity of tumor microenvironment), new methods with high spatial and temporal resolution are urgently needed. Among these developing methods, multi-omics technologies (combinations of genomics, transcriptomics, proteomics, and metabolomics) are powerful approaches that can facilitate the understanding of the tumor microbiome on different levels of the central dogma. Therefore, multi-omics (especially single-cell omics) will make enormous impacts on the future studies of the interplay between microbes and tumor microenvironment. In this review, we have systematically summarized the advances in multi-omics and their existing and potential applications in tumor microbiome research, thus providing an omics toolbox for investigators to reference in the future.
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Affiliation(s)
- Nan Zhang
- Department of Radiation Oncology, College of MedicineThe Ohio State UniversityColumbusOhioUSA
- Center for Cancer Metabolism, Ohio State University Comprehensive Cancer Center ‐ James Cancer Hospital and Solove Research InstituteThe Ohio State UniversityOhioColumbusUSA
| | - Shruthi Kandalai
- Department of Radiation Oncology, College of MedicineThe Ohio State UniversityColumbusOhioUSA
- Center for Cancer Metabolism, Ohio State University Comprehensive Cancer Center ‐ James Cancer Hospital and Solove Research InstituteThe Ohio State UniversityOhioColumbusUSA
| | - Xiaozhuang Zhou
- Department of Radiation Oncology, College of MedicineThe Ohio State UniversityColumbusOhioUSA
- Center for Cancer Metabolism, Ohio State University Comprehensive Cancer Center ‐ James Cancer Hospital and Solove Research InstituteThe Ohio State UniversityOhioColumbusUSA
| | - Farzana Hossain
- Department of Radiation Oncology, College of MedicineThe Ohio State UniversityColumbusOhioUSA
- Center for Cancer Metabolism, Ohio State University Comprehensive Cancer Center ‐ James Cancer Hospital and Solove Research InstituteThe Ohio State UniversityOhioColumbusUSA
| | - Qingfei Zheng
- Department of Radiation Oncology, College of MedicineThe Ohio State UniversityColumbusOhioUSA
- Center for Cancer Metabolism, Ohio State University Comprehensive Cancer Center ‐ James Cancer Hospital and Solove Research InstituteThe Ohio State UniversityOhioColumbusUSA
- Department of Biological Chemistry and Pharmacology, College of MedicineThe Ohio State UniversityColumbusOhioUSA
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11
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Redin D. Low-Cost Genome-Scale Phasing with Barcode-Linked Sequencing. Methods Mol Biol 2023; 2590:85-99. [PMID: 36335494 DOI: 10.1007/978-1-0716-2819-5_6] [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] [Indexed: 06/16/2023]
Abstract
Complete comprehension of clinically relevant variation among human genomes is likely only to come from sequencing platforms that are cost-efficient, and which feature both accurate base calling and long-range DNA phasing capability. The NGS revolution has struggled to meet the latter of these needs. Here we describe a protocol to address this limitation by preserving the molecular origin of short sequencing reads with an insignificant increase to sequencing costs. Whole haplotype-resolved genomes with megabase-scale phase blocks can be obtained with this method; offering researchers a unique opportunity to tackle the hurdles of de novo sequencing without being limited by a lack of resources.
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Affiliation(s)
- David Redin
- School of Engineering Sciences in Chemistry, Biotechnology and Health, Department of Gene Technology, Science for Life Laboratory, Royal Institute of Technology (KTH), Solna, Sweden.
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12
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Zhou P, He H, Ma H, Wang S, Hu S. A Review of Optical Imaging Technologies for Microfluidics. MICROMACHINES 2022; 13:mi13020274. [PMID: 35208397 PMCID: PMC8877635 DOI: 10.3390/mi13020274] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 12/14/2021] [Revised: 01/07/2022] [Accepted: 01/11/2022] [Indexed: 12/15/2022]
Abstract
Microfluidics can precisely control and manipulate micro-scale fluids, and are also known as lab-on-a-chip or micro total analysis systems. Microfluidics have huge application potential in biology, chemistry, and medicine, among other fields. Coupled with a suitable detection system, the detection and analysis of small-volume and low-concentration samples can be completed. This paper reviews an optical imaging system combined with microfluidics, including bright-field microscopy, chemiluminescence imaging, spectrum-based microscopy imaging, and fluorescence-based microscopy imaging. At the end of the article, we summarize the advantages and disadvantages of each imaging technology.
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Affiliation(s)
- Pan Zhou
- School of Physics and Optoelectronic Engineering, Foshan University, Foshan 528225, China;
- Guangdong-Hong Kong-Macao Joint Laboratory for Intelligent Micro-Nano Optoelectronic Technology, Foshan University, Foshan 528225, China;
| | - Haipeng He
- Guangdong-Hong Kong-Macao Joint Laboratory for Intelligent Micro-Nano Optoelectronic Technology, Foshan University, Foshan 528225, China;
| | - Hanbin Ma
- CAS Key Laboratory of Bio-Medical Diagnostics, Suzhou Institute of Biomedical Engineering and Technology, Chinese Academy of Sciences, Suzhou 215163, China;
- Guangdong ACXEL Micro & Nano Tech Co., Ltd., Foshan 528000, China
| | - Shurong Wang
- Guangdong-Hong Kong-Macao Joint Laboratory for Intelligent Micro-Nano Optoelectronic Technology, Foshan University, Foshan 528225, China;
- Correspondence: (S.W.); (S.H.)
| | - Siyi Hu
- CAS Key Laboratory of Bio-Medical Diagnostics, Suzhou Institute of Biomedical Engineering and Technology, Chinese Academy of Sciences, Suzhou 215163, China;
- Correspondence: (S.W.); (S.H.)
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13
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dCITI-Seq: droplet combinational indexed transposon insertion sequencing. Anal Bioanal Chem 2022; 414:2661-2670. [DOI: 10.1007/s00216-022-03902-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/16/2021] [Revised: 01/08/2022] [Accepted: 01/13/2022] [Indexed: 11/25/2022]
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14
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Siedlik MJ, Issadore D. Pico-washing: simultaneous liquid addition and removal for continuous-flow washing of microdroplets. MICROSYSTEMS & NANOENGINEERING 2022; 8:46. [PMID: 35498338 PMCID: PMC9050730 DOI: 10.1038/s41378-022-00381-3] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/09/2021] [Revised: 02/02/2022] [Accepted: 03/07/2022] [Indexed: 05/19/2023]
Abstract
Droplet microfluidics is based on a toolbox of several established unit operations, including droplet generation, incubation, mixing, pico-injection, and sorting. In the last two decades, the development of droplet microfluidic systems, which incorporate these multiple unit operations into a workflow, has demonstrated unique capabilities in fields ranging from single-cell transcriptomic analyses to materials optimization. One unit operation that is sorely underdeveloped in droplet microfluidics is washing, exchange of the fluid in a droplet with a different fluid. Here, we demonstrate what we name the "pico-washer," a unit operation capable of simultaneously adding fluid to and removing fluid from droplets in flow while requiring only a small footprint on a microfluidic chip. We describe the fabrication strategy, device architecture, and process parameters required for stable operation of this technology, which is capable of operating with kHz droplet throughput. Furthermore, we provide an image processing workflow to characterize the washing process with microsecond and micrometer resolution. Finally, we demonstrate the potential for integrated droplet workflows by arranging two of these unit operations in series with a droplet generator, describe a design rule for stable operation of the pico-washer when integrated into a system, and validate this design rule experimentally. We anticipate that this technology will contribute to continued development of the droplet microfluidics toolbox and the realization of novel droplet-based, multistep biological and chemical assays.
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Affiliation(s)
- Michael J. Siedlik
- Department of Bioengineering, University of Pennsylvania, Philadelphia, PA 19104 United States
| | - David Issadore
- Department of Bioengineering, University of Pennsylvania, Philadelphia, PA 19104 United States
- Department of Electrical and Systems Engineering, University of Pennsylvania, Philadelphia, PA 19104 United States
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15
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Park SY, Faraci G, Murphy G, Pilcher C, Busch MP, Lee HY. Microdrop Human Immunodeficiency Virus Sequencing for Incidence and Drug Resistance Surveillance. J Infect Dis 2021; 224:1048-1059. [PMID: 33517458 DOI: 10.1093/infdis/jiab060] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/01/2020] [Accepted: 01/26/2021] [Indexed: 11/13/2022] Open
Abstract
BACKGROUND Precise and cost-efficient human immunodeficiency virus (HIV) incidence and drug resistance surveillances are in high demand for the advancement of the 90-90-90 "treatment for all" target. METHODS We developed microdrop HIV sequencing for the HIV incidence and drug resistance assay (HIDA), a single-blood-draw surveillance tool for incidence and drug resistance mutation (DRM) detection. We amplified full-length HIV envelope and pol gene sequences within microdroplets, and this compartmental amplification with long-read high-throughput sequencing enabled us to recover multiple unique sequences. RESULTS We achieved greater precision in determining the stage of infection than current incidence assays, with a 1.2% false recency rate (proportion of misclassified chronic infections) and a 262-day mean duration of recent infection (average time span of recent infection classification) from 83 recently infected and 81 chronically infected individuals. Microdrop HIV sequencing demonstrated an increased capacity to detect minority variants and linked DRMs. By screening all 93 World Health Organization surveillance DRMs, we detected 6 pretreatment drug resistance mutations with 2.6%-13.2% prevalence and cross-linked mutations. CONCLUSIONS HIDA with microdrop HIV sequencing may promote global HIV real-time surveillance by serving as a precise and high-throughput cross-sectional survey tool that can be generalized for surveillance of other pathogens.
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Affiliation(s)
- Sung Yong Park
- Department of Molecular Microbiology and Immunology, Keck School of Medicine, University of Southern California, Los Angeles, California, USA
| | - Gina Faraci
- Department of Molecular Microbiology and Immunology, Keck School of Medicine, University of Southern California, Los Angeles, California, USA
| | - Gary Murphy
- Public Health England, London, United Kingdom
| | - Christopher Pilcher
- Department of Medicine, University of California, San Francisco, California, USA
| | - Michael P Busch
- Research and Scientific Programs, Vitalant Research Institute, San Francisco, California, USA.,Deparment of Laboratory Medicine, University of California, California, San Francisco, USA
| | - Ha Youn Lee
- Department of Molecular Microbiology and Immunology, Keck School of Medicine, University of Southern California, Los Angeles, California, USA
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16
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Conchouso D, Al-Ma'abadi A, Behzad H, Alarawi M, Hosokawa M, Nishikawa Y, Takeyama H, Mineta K, Gojobori T. Integration of Droplet Microfluidic Tools for Single-Cell Functional Metagenomics: An Engineering Head Start. GENOMICS, PROTEOMICS & BIOINFORMATICS 2021; 19:504-518. [PMID: 34952209 PMCID: PMC8864243 DOI: 10.1016/j.gpb.2021.03.010] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 04/06/2020] [Revised: 02/09/2021] [Accepted: 03/09/2021] [Indexed: 11/25/2022]
Abstract
Droplet microfluidic techniques have shown promising outcome to study single cells at high throughput. However, their adoption in laboratories studying “-omics” sciences is still irrelevant due to the complex and multidisciplinary nature of the field. To facilitate their use, here we provide engineering details and organized protocols for integrating three droplet-based microfluidic technologies into the metagenomic pipeline to enable functional screening of bioproducts at high throughput. First, a device encapsulating single cells in droplets at a rate of ∼250 Hz is described considering droplet size and cell growth. Then, we expand on previously reported fluorescence-activated droplet sorting systems to integrate the use of 4 independent fluorescence-exciting lasers (i.e., 405, 488, 561, and 637 nm) in a single platform to make it compatible with different fluorescence-emitting biosensors. For this sorter, both hardware and software are provided and optimized for effortlessly sorting droplets at 60 Hz. Then, a passive droplet merger is also integrated into our pipeline to enable adding new reagents to already-made droplets at a rate of 200 Hz. Finally, we provide an optimized recipe for manufacturing these chips using silicon dry-etching tools. Because of the overall integration and the technical details presented here, our approach allows biologists to quickly use microfluidic technologies and achieve both single-cell resolution and high-throughput capability (>50,000 cells/day) for mining and bioprospecting metagenomic data
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Affiliation(s)
- David Conchouso
- Department of Industrial and Mechanical Engineering, Universidad de las Américas Puebla, Puebla 72810, Mexico; Computational Bioscience Research Center, King Abdullah University of Science and Technology, Thuwal 23955-6900, Saudi Arabia; Biological and Environmental Sciences and Engineering Division, King Abdullah University of Science and Technology, Thuwal 23955-6900, Saudi Arabia
| | - Amani Al-Ma'abadi
- Computational Bioscience Research Center, King Abdullah University of Science and Technology, Thuwal 23955-6900, Saudi Arabia; Biological and Environmental Sciences and Engineering Division, King Abdullah University of Science and Technology, Thuwal 23955-6900, Saudi Arabia
| | - Hayedeh Behzad
- Computational Bioscience Research Center, King Abdullah University of Science and Technology, Thuwal 23955-6900, Saudi Arabia; Biological and Environmental Sciences and Engineering Division, King Abdullah University of Science and Technology, Thuwal 23955-6900, Saudi Arabia
| | - Mohammed Alarawi
- Computational Bioscience Research Center, King Abdullah University of Science and Technology, Thuwal 23955-6900, Saudi Arabia; Biological and Environmental Sciences and Engineering Division, King Abdullah University of Science and Technology, Thuwal 23955-6900, Saudi Arabia
| | - Masahito Hosokawa
- Research Organization for Nano & Life Innovation, Waseda University, Tokyo 162-0041, Japan; Department of Life Science and Medical Bioscience, Waseda University, Tokyo 162-8480, Japan; Institute for Advanced Research of Biosystem Dynamics, Waseda Research Institute for Science and Engineering, Waseda University, Tokyo 169-8555, Japan
| | - Yohei Nishikawa
- Research Organization for Nano & Life Innovation, Waseda University, Tokyo 162-0041, Japan; Computational Bio Big-Data Open Innovation Laboratory, AIST-Waseda University, Tokyo 169-0072, Japan
| | - Haruko Takeyama
- Research Organization for Nano & Life Innovation, Waseda University, Tokyo 162-0041, Japan; Department of Life Science and Medical Bioscience, Waseda University, Tokyo 162-8480, Japan; Institute for Advanced Research of Biosystem Dynamics, Waseda Research Institute for Science and Engineering, Waseda University, Tokyo 169-8555, Japan; Computational Bio Big-Data Open Innovation Laboratory, AIST-Waseda University, Tokyo 169-0072, Japan
| | - Katsuhiko Mineta
- Computational Bioscience Research Center, King Abdullah University of Science and Technology, Thuwal 23955-6900, Saudi Arabia; Computer, Electrical, and Mathematical Sciences and Engineering Division, King Abdullah University of Science and Technology, Thuwal 23955-6900, Saudi Arabia.
| | - Takashi Gojobori
- Computational Bioscience Research Center, King Abdullah University of Science and Technology, Thuwal 23955-6900, Saudi Arabia; Biological and Environmental Sciences and Engineering Division, King Abdullah University of Science and Technology, Thuwal 23955-6900, Saudi Arabia.
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17
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Loveday EK, Zath GK, Bikos DA, Jay ZJ, Chang CB. Screening of Additive Formulations Enables Off-Chip Drop Reverse Transcription Quantitative Polymerase Chain Reaction of Single Influenza A Virus Genomes. Anal Chem 2021; 93:4365-4373. [PMID: 33635052 PMCID: PMC10016143 DOI: 10.1021/acs.analchem.0c03455] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/12/2023]
Abstract
The miniaturization of polymerase chain reaction (PCR) using drop-based microfluidics allows for amplification of single nucleic acids in aqueous picoliter-sized drops. Accurate data collection during PCR requires that drops remain stable to coalescence during thermocycling and drop contents are retained. Following systematic testing of known PCR additives, we identified an optimized formulation of 1% w/v Tween-20, 0.8 μg/μL bovine serum albumin, 1 M betaine in the aqueous phase, and 3 wt % (w/w) of the polyethylene glycol-perfluoropolyether2 surfactant in the oil phase of 50 μm diameter drops that maintains drop stability and prevents dye transport. This formulation enables a method we call off-chip drop reverse transcription quantitative PCR (OCD RT-qPCR) in which drops are thermocycled in a qPCR machine and sampled at various cycle numbers "off-chip", or outside of a microfluidic chip. qPCR amplification curves constructed from hundreds of individual drops using OCD RT-qPCR and imaged using epifluorescence microscopy correlate with amplification curves of ≈300,000 drops thermocycled using a qPCR machine. To demonstrate the utility of OCD RT-qPCR, influenza A virus (IAV) RNA was detected down to a single viral genome copy per drop, or 0.320 cpd. This work was extended to perform multiplexed detection of IAV M gene RNA and cellular β-actin DNA in drops, and direct amplification of IAV genomes from infected cells without a separate RNA extraction step. The optimized additive formulation and the OCD-qPCR method allow for drop-based RT-qPCR without complex devices and demonstrate the ability to quantify individual or rare nucleic acid species within drops with minimal processing.
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Affiliation(s)
- Emma Kate Loveday
- Center for Biofilm Engineering and the Department of Chemical and Biological Engineering, Montana State University, Bozeman, Montana 59717, United States
| | - Geoffrey K Zath
- Center for Biofilm Engineering and the Department of Chemical and Biological Engineering, Montana State University, Bozeman, Montana 59717, United States
| | - Dimitri A Bikos
- Center for Biofilm Engineering and the Department of Chemical and Biological Engineering, Montana State University, Bozeman, Montana 59717, United States
| | - Zackary J Jay
- Department of Chemistry and Biochemistry, Montana State University, Bozeman, Montana 59717, United States
| | - Connie B Chang
- Center for Biofilm Engineering and the Department of Chemical and Biological Engineering, Montana State University, Bozeman, Montana 59717, United States
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18
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Lin G, Wang H, Lu W. Generation of Nanodroplet Reactors and Their Applications in In Situ Controllable Synthesis and Transportation of Ag Nanoparticles. ADVANCED SCIENCE (WEINHEIM, BADEN-WURTTEMBERG, GERMANY) 2021; 8:2002672. [PMID: 33747722 PMCID: PMC7967049 DOI: 10.1002/advs.202002672] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/16/2020] [Revised: 12/01/2020] [Indexed: 05/11/2023]
Abstract
Nanodroplets have been paid great attention as they are crucial for a wide range of physical, chemical, and biological applications. In this paper, monodispersed nanodroplets are prepared and their directed motions are realized through conducting the formation of nonuniform structures via altering the ionic distribution within; all these dynamics have been observed by using in situ transmission electron microscopy liquid cell technology. It has been found that their transformation from random motion to directed motion is reversible. Moreover, combining multiple directed motions enables long-distance travel with directed motion taking up 95% of the total time. The results here also prove that aqueous nanodroplets can slide directionally on the hydrophilic surface like droplets sliding on hydrophobic surface. Furthermore, the authors successfully achieve the unidirectional transportation of in situ prepared Ag nanoparticles by using the nanodroplets as nanoreactor, carrier, and transporter. The size and number of as-prepared Ag nanoparticles can be quantitatively controlled. In summary, this research provides a new strategy for real-time generation and precise manipulation of aqueous nanodroplets. Together with the quantitatively controllable in situ synthesis of Ag nanoparticles within the nanodroplets, this work can prove their promising applications in many fields.
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Affiliation(s)
- Guanhua Lin
- Institute for Advanced StudyShenzhen UniversityNanhai Avenue 3688ShenzhenGuangdong518060China
| | - Haifei Wang
- Beijing National Laboratory for Molecular SciencesCAS Key Laboratory of Colloid Interface and Chemical ThermaldynamicsInstitute of ChemistryChinese Academy of SciencesBeijing100190China
| | - Wensheng Lu
- Beijing National Laboratory for Molecular SciencesCAS Key Laboratory of Colloid Interface and Chemical ThermaldynamicsInstitute of ChemistryChinese Academy of SciencesBeijing100190China
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19
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Qiao Y, Liu W, Lu N, Xu Z, Tu J, Lu Z. Rapid droplet multiple displacement amplification based on the droplet regeneration strategy. Anal Chim Acta 2021; 1141:173-179. [DOI: 10.1016/j.aca.2020.10.031] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/11/2020] [Revised: 10/14/2020] [Accepted: 10/16/2020] [Indexed: 10/23/2022]
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20
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Zhang P, Wang W, Fu H, Rich J, Su X, Bachman H, Xia J, Zhang J, Zhao S, Zhou J, Huang TJ. Deterministic droplet coding via acoustofluidics. LAB ON A CHIP 2020; 20:4466-4473. [PMID: 33103674 PMCID: PMC7688411 DOI: 10.1039/d0lc00538j] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/11/2023]
Abstract
Droplet microfluidics has become an indispensable tool for biomedical research and lab-on-a-chip applications owing to its unprecedented throughput, precision, and cost-effectiveness. Although droplets can be generated and screened in a high-throughput manner, the inability to label the inordinate amounts of droplets hinders identifying the individual droplets after generation. Herein, we demonstrate an acoustofluidic platform that enables on-demand, real-time dispensing, and deterministic coding of droplets based on their volumes. By dynamically splitting the aqueous flow using an oil jet triggered by focused traveling surface acoustic waves, a sequence of droplets with deterministic volumes can be continuously dispensed at a throughput of 100 Hz. These sequences encode barcoding information through the combination of various droplet lengths. As a proof-of-concept, we encoded droplet sequences into end-to-end packages (e.g., a series of 50 droplets), which consisted of an address barcode with binary volumetric combinations and a sample package with consistent volumes for hosting analytes. This acoustofluidics-based, deterministic droplet coding technique enables the tagging of droplets with high capacity and high error-tolerance, and can potentially benefit various applications involving single cell phenotyping and multiplexed screening.
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Affiliation(s)
- Peiran Zhang
- Department of Mechanical Engineering and Material Science, Duke University, Durham, NC 27708, USA
| | - Wei Wang
- Department of Mechanical Engineering and Material Science, Duke University, Durham, NC 27708, USA
- ASIC and System State Key Laboratory, School of Microelectronics, Fudan University, Shanghai 200433, P. R. China
| | - Hai Fu
- Department of Mechanical Engineering and Material Science, Duke University, Durham, NC 27708, USA
- Department of Fluid Control and Automation, School of Mechanics Engineering, Harbin Institute of Technology, Harbin, Heilongjiang 150000, P. R. China
| | - Joseph Rich
- Department of Biomedical Engineering, Duke University, Durham, NC 27708, USA
| | - Xingyu Su
- Department of Mechanical Engineering and Material Science, Duke University, Durham, NC 27708, USA
| | - Hunter Bachman
- Department of Mechanical Engineering and Material Science, Duke University, Durham, NC 27708, USA
| | - Jianping Xia
- Department of Mechanical Engineering and Material Science, Duke University, Durham, NC 27708, USA
| | - Jinxin Zhang
- Department of Mechanical Engineering and Material Science, Duke University, Durham, NC 27708, USA
| | - Shuaiguo Zhao
- Department of Mechanical Engineering and Material Science, Duke University, Durham, NC 27708, USA
| | - Jia Zhou
- ASIC and System State Key Laboratory, School of Microelectronics, Fudan University, Shanghai 200433, P. R. China
| | - Tony Jun Huang
- Department of Mechanical Engineering and Material Science, Duke University, Durham, NC 27708, USA
- Department of Biomedical Engineering, Duke University, Durham, NC 27708, USA
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21
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Clark IC, Delley CL, Sun C, Thakur R, Stott SL, Thaploo S, Li Z, Quintana FJ, Abate AR. Targeted Single-Cell RNA and DNA Sequencing With Fluorescence-Activated Droplet Merger. Anal Chem 2020; 92:14616-14623. [PMID: 33049138 PMCID: PMC8182774 DOI: 10.1021/acs.analchem.0c03059] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
Abstract
Analyzing every cell in a diverse sample provides insight into population-level heterogeneity, but abundant cell types dominate the analysis and rarer populations are scarcely represented in the data. To focus on specific cell types, the current paradigm is to physically isolate subsets of interest prior to analysis; however, it remains difficult to isolate and then single-cell sequence such populations because of compounding losses. Here, we describe an alternative approach that selectively merges cells with reagents to achieve enzymatic reactions without having to physically isolate cells. We apply this technique to perform single-cell transcriptome and genome sequencing of specific cell subsets. Our method for analyzing heterogeneous populations obviates the need for pre- or post-enrichment and simplifies single-cell workflows, making it useful for other applications in single-cell biology, combinatorial chemical synthesis, and drug screening.
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Affiliation(s)
- Iain C Clark
- Department of Bioengineering and Therapeutic Sciences, University of California, San Francisco, San Francisco, California 94158, United States
- Ann Romney Center for Neurologic Diseases, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts 02115, United States
| | - Cyrille L Delley
- Department of Bioengineering and Therapeutic Sciences, University of California, San Francisco, San Francisco, California 94158, United States
| | - Chen Sun
- Department of Bioengineering and Therapeutic Sciences, University of California, San Francisco, San Francisco, California 94158, United States
| | - Rohan Thakur
- Center for Engineering in Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, Massachusetts 02114, United States
| | - Shannon L Stott
- Center for Engineering in Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, Massachusetts 02114, United States
| | - Shravan Thaploo
- Ann Romney Center for Neurologic Diseases, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts 02115, United States
| | - Zhaorong Li
- Ann Romney Center for Neurologic Diseases, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts 02115, United States
| | - Francisco J Quintana
- Ann Romney Center for Neurologic Diseases, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts 02115, United States
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts 02142, United States
| | - Adam R Abate
- Department of Bioengineering and Therapeutic Sciences, University of California, San Francisco, San Francisco, California 94158, United States
- Chan Zuckerberg Biohub, San Francisco, California 94158, United States
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22
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Leonaviciene G, Leonavicius K, Meskys R, Mazutis L. Multi-step processing of single cells using semi-permeable capsules. LAB ON A CHIP 2020; 20:4052-4062. [PMID: 33006353 DOI: 10.1039/d0lc00660b] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/11/2023]
Abstract
Droplet microfluidics technology provides a powerful approach to isolate and process millions of single cells simultaneously. Despite many exciting applications that have emerged based on this technology, workflows based on multi-step operations, including molecular biology and cell-based phenotypic screening assays, cannot be easily adapted to droplet format. Here, we present a microfluidics-based technique to isolate single cells, or biological samples, into semi-permeable hydrogel capsules and perform multi-step biological workflows on thousands to millions of individual cells simultaneously. The biochemical reactions are performed by changing the aqueous buffer surrounding the capsules, without needing sophisticated equipment. The semi-permeable nature of the capsules' shell retains large encapsulated biomolecules (such as genome) while allowing smaller molecules (such as proteins) to passively diffuse. In contrast to conventional hydrogel bead assays, the approach presented here improves bacterial cell retention during multi-step procedures as well as the efficiency of biochemical reactions. We showcase two examples of capsule use for single genome amplification of bacteria, and expansion of individual clones into isogenic microcolonies for later screening for biodegradable plastic production.
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Affiliation(s)
- Greta Leonaviciene
- Institute of Biotechnology, Life Science Centre, Vilnius University, 7 Sauletekio av., Vilnius, LT-10257, Lithuania.
| | - Karolis Leonavicius
- Institute of Biotechnology, Life Science Centre, Vilnius University, 7 Sauletekio av., Vilnius, LT-10257, Lithuania.
| | - Rolandas Meskys
- Institute of Biochemistry, Life Science Centre, Vilnius University, 7 Sauletekio av., Vilnius, LT-10257, Lithuania
| | - Linas Mazutis
- Institute of Biotechnology, Life Science Centre, Vilnius University, 7 Sauletekio av., Vilnius, LT-10257, Lithuania.
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23
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Li H, Shen R, Dong C, Chen T, Jia Y, Mak PI, Martins RP. Turning on/off satellite droplet ejection for flexible sample delivery on digital microfluidics. LAB ON A CHIP 2020; 20:3709-3719. [PMID: 32974634 DOI: 10.1039/d0lc00701c] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/11/2023]
Abstract
Digital microfluidics has the potential to minimize and automate reactions in biochemical labs. However, the complexity of drop manipulation and sample preparation on-chip has limited its incorporation into daily workflow. In this paper, we report a novel method for flexible sample delivery on digital microfluidics in a wide volume range spanning four orders of magnitude from picoliters to nanoliters. The method is based on the phenomenon of satellite droplet ejection, triggered by a sudden change in the strength of the electric field across a drop on a hydrophobic dielectric surface. By precisely modulating the actuation signal with convenient external electric controls, satellite droplet ejection can be turned on to dispense samples or turned off to transport picking-up drops. A pico-dosing design is presented and validated in this work to demonstrate the direct and flexible on-chip sample delivery. This approach could pave the way for the acceptance of microfluidics as a common platform for daily reactions to realize lab-on-a-chip.
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Affiliation(s)
- Haoran Li
- The State Key Laboratory of Analog and Mixed-Signal VLSI, Institute of Microelectronics, University of Macau, Macau SAR, China.
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24
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Samlali K, Ahmadi F, Quach ABV, Soffer G, Shih SCC. One Cell, One Drop, One Click: Hybrid Microfluidics for Mammalian Single Cell Isolation. SMALL (WEINHEIM AN DER BERGSTRASSE, GERMANY) 2020; 16:e2002400. [PMID: 32705796 DOI: 10.1002/smll.202002400] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/15/2020] [Revised: 06/18/2020] [Indexed: 06/11/2023]
Abstract
Generating a stable knockout cell line is a complex process that can take several months to complete. In this work, a microfluidic method that is capable of isolating single cells in droplets, selecting successful edited clones, and expansion of these isoclones is introduced. Using a hybrid microfluidics method, droplets in channels can be individually addressed using a co-planar electrode system. In the hybrid microfluidics device, it is shown that single cells can be trapped and subsequently encapsulate them on demand into pL-sized droplets. Furthermore, droplets containing single cells are either released, kept in the traps, or merged with other droplets by the application of an electric potential to the electrodes that is actuated through an in-house user interface. This high precision control is used to successfully sort and recover single isoclones to establish monoclonal cell lines, which is demonstrated with a heterozygous NCI-H1299 lung squamous cell population resulting from loss-of-function eGFP and RAF1 gene knockout transfections.
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Affiliation(s)
- Kenza Samlali
- Department of Electrical and Computer Engineering, Concordia University, Montréal, Québec, H3G 1M8, Canada
- Centre for Applied Synthetic Biology, Concordia University, Montréal, Québec, H4B 1R6, Canada
| | - Fatemeh Ahmadi
- Department of Electrical and Computer Engineering, Concordia University, Montréal, Québec, H3G 1M8, Canada
- Centre for Applied Synthetic Biology, Concordia University, Montréal, Québec, H4B 1R6, Canada
| | - Angela B V Quach
- Centre for Applied Synthetic Biology, Concordia University, Montréal, Québec, H4B 1R6, Canada
- Department of Biology, Concordia University, Montréal, Québec, H4B 1R6, Canada
| | - Guy Soffer
- Department of Electrical and Computer Engineering, Concordia University, Montréal, Québec, H3G 1M8, Canada
- Centre for Applied Synthetic Biology, Concordia University, Montréal, Québec, H4B 1R6, Canada
| | - Steve C C Shih
- Department of Electrical and Computer Engineering, Concordia University, Montréal, Québec, H3G 1M8, Canada
- Centre for Applied Synthetic Biology, Concordia University, Montréal, Québec, H4B 1R6, Canada
- Department of Biology, Concordia University, Montréal, Québec, H4B 1R6, Canada
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25
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Perez‐Toralla K, Olivera‐Torres A, Rose MA, Esfahani AM, Reddy K, Yang R, Morin SA. Facile Production of Large-Area Cell Arrays Using Surface-Assembled Microdroplets. ADVANCED SCIENCE (WEINHEIM, BADEN-WURTTEMBERG, GERMANY) 2020; 7:2000769. [PMID: 32775160 PMCID: PMC7404142 DOI: 10.1002/advs.202000769] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 02/28/2020] [Revised: 05/13/2020] [Indexed: 06/11/2023]
Abstract
Techniques that enable the spatial arrangement of living cells into defined patterns are broadly applicable to tissue engineering, drug screening, and cell-cell investigations. Achieving large-scale patterning with single-cell resolution while minimizing cell stress/damage is, however, technically challenging using existing methods. Here, a facile and highly scalable technique for the rational design of reconfigurable arrays of cells is reported. Specifically, microdroplets of cell suspensions are assembled using stretchable surface-chemical patterns which, following incubation, yield ordered arrays of cells. The microdroplets are generated using a microfluidic-based aerosol spray nozzle that enables control of the volume/size of the droplets delivered to the surface. Assembly of the cell-loaded microdroplets is achieved via mechanically induced coalescence using substrates with engineered surface-wettability patterns based on extracellular matrices. Robust cell proliferation inside the patterned areas is demonstrated using standard culture techniques. By combining the scalability of aerosol-based delivery and microdroplet surface assembly with user-defined chemical patterns of controlled functionality, the technique reported here provides an innovative methodology for the scalable generation of large-area cell arrays with flexible geometries and tunable resolution.
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Affiliation(s)
- Karla Perez‐Toralla
- Department of Mechanical and Materials EngineeringUniversity of Nebraska‐LincolnLincolnNE68588USA
- Department of ChemistryUniversity of Nebraska‐LincolnLincolnNE68588USA
- Present address:
Laboratoire d'Etudes et de Recherches en ImmunoanalyseUniversité Paris‐Saclay, CEA, INRAE, Département Médicaments et Technologies pour la SantéGif‐sur‐Yvette91191France
| | - Angel Olivera‐Torres
- Department of Mechanical and Materials EngineeringUniversity of Nebraska‐LincolnLincolnNE68588USA
| | - Mark A. Rose
- Department of ChemistryUniversity of Nebraska‐LincolnLincolnNE68588USA
| | - Amir Monemian Esfahani
- Department of Mechanical and Materials EngineeringUniversity of Nebraska‐LincolnLincolnNE68588USA
| | - Keerthana Reddy
- Department of Mechanical and Materials EngineeringUniversity of Nebraska‐LincolnLincolnNE68588USA
| | - Ruiguo Yang
- Department of Mechanical and Materials EngineeringUniversity of Nebraska‐LincolnLincolnNE68588USA
- Nebraska Center for Integrated Biomolecular CommunicationUniversity of Nebraska‐LincolnLincolnNE68588USA
| | - Stephen A. Morin
- Department of ChemistryUniversity of Nebraska‐LincolnLincolnNE68588USA
- Nebraska Center for Materials and NanoscienceUniversity of Nebraska‐LincolnLincolnNE68588USA
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26
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Zhou X, Xu Y, Zhu L, Su Z, Han X, Zhang Z, Huang Y, Liu Q. Comparison of Multiple Displacement Amplification (MDA) and Multiple Annealing and Looping-Based Amplification Cycles (MALBAC) in Limited DNA Sequencing Based on Tube and Droplet. MICROMACHINES 2020; 11:mi11070645. [PMID: 32610698 PMCID: PMC7407204 DOI: 10.3390/mi11070645] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 05/28/2020] [Revised: 06/25/2020] [Accepted: 06/26/2020] [Indexed: 01/04/2023]
Abstract
Whole genome amplification (WGA) is crucial for whole genome sequencing to investigate complex genomic alteration at the single-cell or even single-molecule level. Multiple displacement amplification (MDA) and multiple annealing and looping based amplification cycles (MALBAC) are two most widely applied WGA methods, which have different advantages and disadvantages, dependent on research objectives. Herein, we compared the MDA and MALBAC to provide more information on their performance in droplets and tubes. We observed that the droplet method could dramatically reduce the amplification bias and retain the high accuracy of replication than the conventional tube method. Furthermore, the droplet method exhibited higher efficiency and sensitivity for both homozygous and heterozygous single nucleotide variants (SNVs) at the low sequencing depth. In addition, we also found that MALBAC offered a greater uniformity and reproducibility and MDA showed a better efficiency of genomic coverage and SNV detection. Our results provided insights that will allow future decision making.
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27
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Programmable µChopper Device with On-Chip Droplet Mergers for Continuous Assay Calibration. MICROMACHINES 2020; 11:mi11060620. [PMID: 32630555 PMCID: PMC7344876 DOI: 10.3390/mi11060620] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 06/05/2020] [Revised: 06/18/2020] [Accepted: 06/22/2020] [Indexed: 12/21/2022]
Abstract
While droplet-based microfluidics is a powerful technique with transformative applications, most devices are passively operated and thus have limited real-time control over droplet contents. In this report, an automated droplet-based microfluidic device with pneumatic pumps and salt water electrodes was developed to generate and coalesce up to six aqueous-in-oil droplets (2.77 nL each). Custom control software combined six droplets drawn from any of four inlet reservoirs. Using our μChopper method for lock-in fluorescence detection, we first accomplished continuous linear calibration and quantified an unknown sample. Analyte-independent signal drifts and even an abrupt decrease in excitation light intensity were corrected in real-time. The system was then validated with homogeneous insulin immunoassays that showed a nonlinear response. On-chip droplet merging with antibody-oligonucleotide (Ab-oligo) probes, insulin standards, and buffer permitted the real-time calibration and correction of large signal drifts. Full calibrations (LODconc = 2 ng mL−1 = 300 pM; LODamt = 5 amol) required <1 min with merely 13.85 nL of Ab-oligo reagents, giving cost-savings 160-fold over the standard well-plate format while also automating the workflow. This proof-of-concept device—effectively a microfluidic digital-to-analog converter—is readily scalable to more droplets, and it is well-suited for the real-time automation of bioassays that call for expensive reagents.
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28
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Sullivan KM, Susztak K. Unravelling the complex genetics of common kidney diseases: from variants to mechanisms. Nat Rev Nephrol 2020; 16:628-640. [PMID: 32514149 DOI: 10.1038/s41581-020-0298-1] [Citation(s) in RCA: 29] [Impact Index Per Article: 7.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 04/23/2020] [Indexed: 12/20/2022]
Abstract
Genome-wide association studies (GWAS) have identified hundreds of loci associated with kidney-related traits such as glomerular filtration rate, albuminuria, hypertension, electrolyte and metabolite levels. However, these impressive, large-scale mapping approaches have not always translated into an improved understanding of disease or development of novel therapeutics. GWAS have several important limitations. Nearly all disease-associated risk loci are located in the non-coding region of the genome and therefore, their target genes, affected cell types and regulatory mechanisms remain unknown. Genome-scale approaches can be used to identify associations between DNA sequence variants and changes in gene expression (quantified through bulk and single-cell methods), gene regulation and other molecular quantitative trait studies, such as chromatin accessibility, DNA methylation, protein expression and metabolite levels. Data obtained through these approaches, used in combination with robust computational methods, can deliver robust mechanistic inferences for translational exploitation. Understanding the genetic basis of common kidney diseases means having a comprehensive picture of the genes that have a causal role in disease development and progression, of the cells, tissues and organs in which these genes act to affect the disease, of the cellular pathways and mechanisms that drive disease, and of potential targets for disease prevention, detection and therapy.
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Affiliation(s)
- Katie Marie Sullivan
- Department of Medicine, Renal Electrolyte and Hypertension Division, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA
| | - Katalin Susztak
- Department of Medicine, Renal Electrolyte and Hypertension Division, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA.
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29
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Wei X, Lu Y, Zhang X, Chen ML, Wang JH. Recent advances in single-cell ultra-trace analysis. Trends Analyt Chem 2020. [DOI: 10.1016/j.trac.2020.115886] [Citation(s) in RCA: 14] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
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30
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Xu P, Modavi C, Demaree B, Twigg F, Liang B, Sun C, Zhang W, Abate AR. Microfluidic automated plasmid library enrichment for biosynthetic gene cluster discovery. Nucleic Acids Res 2020; 48:e48. [PMID: 32095820 PMCID: PMC7192590 DOI: 10.1093/nar/gkaa131] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/26/2019] [Revised: 01/22/2020] [Accepted: 02/19/2020] [Indexed: 12/13/2022] Open
Abstract
Microbial biosynthetic gene clusters are a valuable source of bioactive molecules. However, because they typically represent a small fraction of genomic material in most metagenomic samples, it remains challenging to deeply sequence them. We present an approach to isolate and sequence gene clusters in metagenomic samples using microfluidic automated plasmid library enrichment. Our approach provides deep coverage of the target gene cluster, facilitating reassembly. We demonstrate the approach by isolating and sequencing type I polyketide synthase gene clusters from an Antarctic soil metagenome. Our method promotes the discovery of functional-related genes and biosynthetic pathways.
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Affiliation(s)
- Peng Xu
- Department of Bioengineering and Therapeutic Sciences, University of California, San Francisco, San Francisco, CA, USA
| | - Cyrus Modavi
- Department of Bioengineering and Therapeutic Sciences, University of California, San Francisco, San Francisco, CA, USA
| | - Benjamin Demaree
- Department of Bioengineering and Therapeutic Sciences, University of California, San Francisco, San Francisco, CA, USA
- UC Berkeley-UCSF Graduate Program in Bioengineering, University of California, San Francisco, CA, USA
| | - Frederick Twigg
- Department of Chemical and Biomolecular Engineering, University of California Berkeley, Berkeley, CA, USA
| | - Benjamin Liang
- Department of Bioengineering and Therapeutic Sciences, University of California, San Francisco, San Francisco, CA, USA
| | - Chen Sun
- Department of Bioengineering and Therapeutic Sciences, University of California, San Francisco, San Francisco, CA, USA
| | - Wenjun Zhang
- Department of Chemical and Biomolecular Engineering, University of California Berkeley, Berkeley, CA, USA
- Chan Zuckerberg Biohub, San Francisco, CA, USA
| | - Adam R Abate
- Department of Bioengineering and Therapeutic Sciences, University of California, San Francisco, San Francisco, CA, USA
- Chan Zuckerberg Biohub, San Francisco, CA, USA
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31
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Cao X, Du Y, Küffner A, Van Wyk J, Arosio P, Wang J, Fischer P, Stavrakis S, deMello A. A Counter Propagating Lens-Mirror System for Ultrahigh Throughput Single Droplet Detection. SMALL (WEINHEIM AN DER BERGSTRASSE, GERMANY) 2020; 16:e1907534. [PMID: 32309905 DOI: 10.1002/smll.201907534] [Citation(s) in RCA: 13] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/31/2019] [Revised: 02/21/2020] [Accepted: 03/12/2020] [Indexed: 06/11/2023]
Abstract
Fluorescence-based detection schemes provide for multiparameter analysis in a broad range of applications in the chemical and biological sciences. Toward the realization of fully portable analysis systems, microfluidic devices integrating diverse functional components have been implemented in a range of out-of-lab environments. That said, there still exits an unmet and recognized need for miniaturized, low-cost, and sensitive optical detection systems, which provide not only for efficient molecular excitation, but also enhanced photon collection capabilities. To this end, an optofluidic platform that is adept at enhancing fluorescence light collection from microfluidic channels is presented. The central component of the detection module is a monolithic parabolic mirror located directly above the microfluidic channel, which acts to enhance the number of emitted photons reflected toward the detector. In addition, two-photon polymerization is used to print a microscale-lens below the microfluidic flow channel and directly opposite the mirror, to enhance the delivery of excitation radiation into the channel. Using such an approach, it is demonstrated that fluorescence signals can be enhanced by over two orders of magnitude, with component parallelization enabling the detection of pL-volume droplets at rates up to 40 000 droplets per second.
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Affiliation(s)
- Xiaobao Cao
- Institute for Chemical and Bioengineering, ETH Zürich, Vladimir-Prelog-Weg 1, Zurich, 8093, Switzerland
- School of Mechatronical Engineering, Beijing Institute of Technology, 5 South Zhongguancun Street, Beijing, 100081, China
| | - Ying Du
- Institute for Chemical and Bioengineering, ETH Zürich, Vladimir-Prelog-Weg 1, Zurich, 8093, Switzerland
- College of Sciences, Zhejiang University of Technology, Hangzhou, 310023, China
| | - Andreas Küffner
- Institute for Chemical and Bioengineering, ETH Zürich, Vladimir-Prelog-Weg 1, Zurich, 8093, Switzerland
| | - Jordan Van Wyk
- Nanotechnology Engineering, University of Waterloo, 200 University Avenue West, Waterloo, Ontario, N2L 3G1, Canada
| | - Paolo Arosio
- Institute for Chemical and Bioengineering, ETH Zürich, Vladimir-Prelog-Weg 1, Zurich, 8093, Switzerland
| | - Jing Wang
- Institute of Environmental Engineering, ETH Zurich, Vladimir-Prelog-Weg 1, Zurich, 8093, Switzerland
| | - Peter Fischer
- IFNH Food Process Engineering Group, ETH Zurich, Schmelzbergstrasse 7, Zürich, 8092, Switzerland
| | - Stavros Stavrakis
- Institute for Chemical and Bioengineering, ETH Zürich, Vladimir-Prelog-Weg 1, Zurich, 8093, Switzerland
| | - Andrew deMello
- Institute for Chemical and Bioengineering, ETH Zürich, Vladimir-Prelog-Weg 1, Zurich, 8093, Switzerland
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32
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Wang Y, Cao T, Ko J, Shen Y, Zong W, Sheng K, Cao W, Sun S, Cai L, Zhou Y, Zhang X, Zong C, Weissleder R, Weitz D. Dissolvable Polyacrylamide Beads for High-Throughput Droplet DNA Barcoding. ADVANCED SCIENCE (WEINHEIM, BADEN-WURTTEMBERG, GERMANY) 2020; 7:1903463. [PMID: 32328429 PMCID: PMC7175265 DOI: 10.1002/advs.201903463] [Citation(s) in RCA: 18] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/02/2019] [Revised: 01/16/2020] [Indexed: 05/24/2023]
Abstract
Droplet-based single cell sequencing technologies, such as inDrop, Drop-seq, and 10X Genomics, are catalyzing a revolution in the understanding of biology. Barcoding beads are key components for these technologies. What is limiting today are barcoding beads that are easy to fabricate, can efficiently deliver primers into drops, and thus achieve high detection efficiency. Here, this work reports an approach to fabricate dissolvable polyacrylamide beads, by crosslinking acrylamide with disulfide bridges that can be cleaved with dithiothreitol. The beads can be rapidly dissolved in drops and release DNA barcode primers. The dissolvable beads are easy to synthesize, and the primer cost for the beads is significantly lower than that for the previous barcoding beads. Furthermore, the dissolvable beads can be loaded into drops with >95% loading efficiency of a single bead per drop and the dissolution of beads does not influence reverse transcription or the polymerase chain reaction (PCR) in drops. Based on this approach, the dissolvable beads are used for single cell RNA and protein analysis.
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Affiliation(s)
- Yongcheng Wang
- Wyss Institute for Biologically Inspired EngineeringHarvard UniversityBostonMA02115USA
- John A. Paulson School of Engineering and Applied Sciences and Department of PhysicsHarvard UniversityCambridgeMA02138USA
- Department of Chemistry and Chemical BiologyHarvard UniversityCambridgeMA02138USA
| | - Ting Cao
- Wyss Institute for Biologically Inspired EngineeringHarvard UniversityBostonMA02115USA
- John A. Paulson School of Engineering and Applied Sciences and Department of PhysicsHarvard UniversityCambridgeMA02138USA
- Beijing National Laboratory for Molecular Sciences (BNLMS)MOE Key Laboratory of Bioorganic Chemistry and Molecular EngineeringCollege of Chemistry and Molecular EngineeringPeking UniversityBeijing100871China
| | - Jina Ko
- Wyss Institute for Biologically Inspired EngineeringHarvard UniversityBostonMA02115USA
- Center for Systems BiologyMassachusetts General HospitalHarvard Medical SchoolBostonMA02114USA
| | - Yinan Shen
- John A. Paulson School of Engineering and Applied Sciences and Department of PhysicsHarvard UniversityCambridgeMA02138USA
| | - Will Zong
- John A. Paulson School of Engineering and Applied Sciences and Department of PhysicsHarvard UniversityCambridgeMA02138USA
| | - Kuanwei Sheng
- Department of Molecular and Human GeneticsBaylor College of MedicineHoustonTX77030USA
| | - Wenjian Cao
- Department of Molecular and Human GeneticsBaylor College of MedicineHoustonTX77030USA
| | - Sijie Sun
- John A. Paulson School of Engineering and Applied Sciences and Department of PhysicsHarvard UniversityCambridgeMA02138USA
| | - Liheng Cai
- John A. Paulson School of Engineering and Applied Sciences and Department of PhysicsHarvard UniversityCambridgeMA02138USA
| | - Ying‐Lin Zhou
- Beijing National Laboratory for Molecular Sciences (BNLMS)MOE Key Laboratory of Bioorganic Chemistry and Molecular EngineeringCollege of Chemistry and Molecular EngineeringPeking UniversityBeijing100871China
| | - Xin‐Xiang Zhang
- Beijing National Laboratory for Molecular Sciences (BNLMS)MOE Key Laboratory of Bioorganic Chemistry and Molecular EngineeringCollege of Chemistry and Molecular EngineeringPeking UniversityBeijing100871China
| | - Chenghang Zong
- Department of Molecular and Human GeneticsBaylor College of MedicineHoustonTX77030USA
| | - Ralph Weissleder
- Center for Systems BiologyMassachusetts General HospitalHarvard Medical SchoolBostonMA02114USA
- Department of Systems BiologyHarvard Medical SchoolBostonMA02115USA
| | - David Weitz
- Wyss Institute for Biologically Inspired EngineeringHarvard UniversityBostonMA02115USA
- John A. Paulson School of Engineering and Applied Sciences and Department of PhysicsHarvard UniversityCambridgeMA02138USA
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33
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Bridging non-overlapping reads illuminates high-order epistasis between distal protein sites in a GPCR. Nat Commun 2020; 11:690. [PMID: 32019920 PMCID: PMC7000732 DOI: 10.1038/s41467-020-14495-7] [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: 07/05/2019] [Accepted: 01/06/2020] [Indexed: 11/09/2022] Open
Abstract
Epistasis emerges when the effects of an amino acid depend on the identities of interacting residues. This phenomenon shapes fitness landscapes, which have the power to reveal evolutionary paths and inform evolution of desired functions. However, there is a need for easily implemented, high-throughput methods to capture epistasis particularly at distal sites. Here, we combine deep mutational scanning (DMS) with a straightforward data processing step to bridge reads in distal sites within genes (BRIDGE). We use BRIDGE, which matches non-overlapping reads to their cognate templates, to uncover prevalent epistasis within the binding pocket of a human G protein-coupled receptor (GPCR) yielding variants with 4-fold greater affinity to a target ligand. The greatest functional improvements in our screen result from distal substitutions and substitutions that are deleterious alone. Our results corroborate findings of mutational tolerance in GPCRs, even in conserved motifs, but reveal inherent constraints restricting tolerated substitutions due to epistasis. Epistasis effects among amino acids at distal sites within binding pockets can have important impacts on protein fitness landscapes. Here the authors present BRIDGE, which matches non-overlapping sequence reads with their cognate DNA templates.
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34
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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: 1.8] [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.
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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
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35
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Wu C, Maley AM, Walt DR. Single-molecule measurements in microwells for clinical applications. Crit Rev Clin Lab Sci 2019:1-21. [PMID: 31865834 DOI: 10.1080/10408363.2019.1700903] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/22/2022]
Abstract
The ability to detect and analyze proteins, nucleic acids, and other biomolecules is critical for clinical diagnostics and for understanding the underlying mechanisms of disease. Current detection methods in clinical and research laboratories rely upon bulk measurement techniques such as immunoassays, polymerase chain reaction, and mass spectrometry to detect these biomarkers. However, many potentially useful protein or nucleic acid biomarkers in blood, saliva, or other biofluids exist at concentrations well below the detection limits of current methods, necessitating the development of more sensitive technologies. Single-molecule measurements are poised to address this challenge, vastly improving sensitivity for detecting low abundance biomarkers and rare events within a population. Microwell arrays have emerged as a powerful tool for single-molecule measurements, enabling ultrasensitive detection of disease-relevant biomolecules in easily accessible biofluids. This review discusses the development, fundamentals, and clinical applications of microwell-based single-molecule methods, as well as challenges and future directions for translating these methods to the clinic.
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Affiliation(s)
- Connie Wu
- Department of Pathology, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA.,Wyss Institute for Biologically Inspired Engineering, Harvard University, Boston, MA, USA
| | - Adam M Maley
- Department of Pathology, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA.,Wyss Institute for Biologically Inspired Engineering, Harvard University, Boston, MA, USA
| | - David R Walt
- Department of Pathology, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA.,Wyss Institute for Biologically Inspired Engineering, Harvard University, Boston, MA, USA
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36
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Abstract
The future of human genomics is one that seeks to resolve the entirety of genetic variation through sequencing. The prospect of utilizing genomics for medical purposes require cost-efficient and accurate base calling, long-range haplotyping capability, and reliable calling of structural variants. Short-read sequencing has lead the development towards such a future but has struggled to meet the latter two of these needs. To address this limitation, we developed a technology that preserves the molecular origin of short sequencing reads, with an insignificant increase to sequencing costs. We demonstrate a novel library preparation method for high throughput barcoding of short reads where millions of random barcodes can be used to reconstruct megabase-scale phase blocks.
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37
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Dendronized fluorosurfactant for highly stable water-in-fluorinated oil emulsions with minimal inter-droplet transfer of small molecules. Nat Commun 2019; 10:4546. [PMID: 31586046 PMCID: PMC6778136 DOI: 10.1038/s41467-019-12462-5] [Citation(s) in RCA: 78] [Impact Index Per Article: 15.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/16/2019] [Accepted: 08/28/2019] [Indexed: 02/03/2023] Open
Abstract
Fluorosurfactant-stabilized microfluidic droplets are widely used as pico- to nanoliter volume reactors in chemistry and biology. However, current surfactants cannot completely prevent inter-droplet transfer of small organic molecules encapsulated or produced inside the droplets. In addition, the microdroplets typically coalesce at temperatures higher than 80 °C. Therefore, the use of droplet-based platforms for ultrahigh-throughput combination drug screening and polymerase chain reaction (PCR)-based rare mutation detection has been limited. Here, we provide insights into designing surfactants that form robust microdroplets with improved stability and resistance to inter-droplet transfer. We used a panel of dendritic oligo-glycerol-based surfactants to demonstrate that a high degree of inter- and intramolecular hydrogen bonding, as well as the dendritic architecture, contribute to high droplet stability in PCR thermal cycling and minimize inter-droplet transfer of the water-soluble fluorescent dye sodium fluorescein salt and the drug doxycycline. Microdroplets are used as chemical and biological reactors; however, stability and inter-droplet transfer are major issues. Here, the authors report on the development of dendritic glycerol-based surfactants for the creation of stable microdroplets and demonstrate application for PCR, minimal emulsion, and cell encapsulation.
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38
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Uzbas F, Opperer F, Sönmezer C, Shaposhnikov D, Sass S, Krendl C, Angerer P, Theis FJ, Mueller NS, Drukker M. BART-Seq: cost-effective massively parallelized targeted sequencing for genomics, transcriptomics, and single-cell analysis. Genome Biol 2019; 20:155. [PMID: 31387612 PMCID: PMC6683345 DOI: 10.1186/s13059-019-1748-6] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/01/2019] [Accepted: 06/25/2019] [Indexed: 01/22/2023] Open
Abstract
We describe a highly sensitive, quantitative, and inexpensive technique for targeted sequencing of transcript cohorts or genomic regions from thousands of bulk samples or single cells in parallel. Multiplexing is based on a simple method that produces extensive matrices of diverse DNA barcodes attached to invariant primer sets, which are all pre-selected and optimized in silico. By applying the matrices in a novel workflow named Barcode Assembly foR Targeted Sequencing (BART-Seq), we analyze developmental states of thousands of single human pluripotent stem cells, either in different maintenance media or upon Wnt/β-catenin pathway activation, which identifies the mechanisms of differentiation induction. Moreover, we apply BART-Seq to the genetic screening of breast cancer patients and identify BRCA mutations with very high precision. The processing of thousands of samples and dynamic range measurements that outperform global transcriptomics techniques makes BART-Seq first targeted sequencing technique suitable for numerous research applications.
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Affiliation(s)
- Fatma Uzbas
- Institute of Stem Cell Research, Helmholtz Center Munich, 85764 Neuherberg, Germany
| | - Florian Opperer
- Institute of Stem Cell Research, Helmholtz Center Munich, 85764 Neuherberg, Germany
| | - Can Sönmezer
- Institute of Stem Cell Research, Helmholtz Center Munich, 85764 Neuherberg, Germany
- Genome Biology Unit, European Molecular Biology Laboratory, 69117 Heidelberg, Germany
| | - Dmitry Shaposhnikov
- Institute of Stem Cell Research, Helmholtz Center Munich, 85764 Neuherberg, Germany
| | - Steffen Sass
- Institute of Computational Biology, Helmholtz Center Munich, 85764 Neuherberg, Germany
| | - Christian Krendl
- Institute of Stem Cell Research, Helmholtz Center Munich, 85764 Neuherberg, Germany
| | - Philipp Angerer
- Institute of Computational Biology, Helmholtz Center Munich, 85764 Neuherberg, Germany
| | - Fabian J. Theis
- Institute of Computational Biology, Helmholtz Center Munich, 85764 Neuherberg, Germany
- Department of Mathematics, Technical University Munich, 85748 Garching, Germany
| | - Nikola S. Mueller
- Institute of Computational Biology, Helmholtz Center Munich, 85764 Neuherberg, Germany
| | - Micha Drukker
- Institute of Stem Cell Research, Helmholtz Center Munich, 85764 Neuherberg, Germany
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40
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Recent Advances in Droplet-based Microfluidic Technologies for Biochemistry and Molecular Biology. MICROMACHINES 2019; 10:mi10060412. [PMID: 31226819 PMCID: PMC6631694 DOI: 10.3390/mi10060412] [Citation(s) in RCA: 41] [Impact Index Per Article: 8.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 05/02/2019] [Revised: 06/16/2019] [Accepted: 06/18/2019] [Indexed: 12/16/2022]
Abstract
Recently, droplet-based microfluidic systems have been widely used in various biochemical and molecular biological assays. Since this platform technique allows manipulation of large amounts of data and also provides absolute accuracy in comparison to conventional bioanalytical approaches, over the last decade a range of basic biochemical and molecular biological operations have been transferred to drop-based microfluidic formats. In this review, we introduce recent advances and examples of droplet-based microfluidic techniques that have been applied in biochemistry and molecular biology research including genomics, proteomics and cellomics. Their advantages and weaknesses in various applications are also comprehensively discussed here. The purpose of this review is to provide a new point of view and current status in droplet-based microfluidics to biochemists and molecular biologists. We hope that this review will accelerate communications between researchers who are working in droplet-based microfluidics, biochemistry and molecular biology.
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41
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Scheler O, Postek W, Garstecki P. Recent developments of microfluidics as a tool for biotechnology and microbiology. Curr Opin Biotechnol 2019; 55:60-67. [DOI: 10.1016/j.copbio.2018.08.004] [Citation(s) in RCA: 45] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/04/2018] [Revised: 07/13/2018] [Accepted: 08/09/2018] [Indexed: 02/07/2023]
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42
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Verrez-Bagnis V, Sotelo CG, Mendes R, Silva H, Kappel K, Schröder U. Methods for Seafood Authenticity Testing in Europe. BIOACTIVE MOLECULES IN FOOD 2019. [DOI: 10.1007/978-3-319-78030-6_69] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/23/2022]
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43
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Abstract
Barcoded bioassays are ready to promote bioanalysis and biomedicine toward the point of care.
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Affiliation(s)
- Mingzhu Yang
- Beijing Engineering Research Center for BioNanotechnology
- CAS Key Laboratory for Biomedical Effects of Nanomaterials and Nanosafety
- CAS Center for Excellence in Nanoscience
- National Center for NanoScience and Technology
- Beijing
| | - Yong Liu
- Beijing Engineering Research Center for BioNanotechnology
- CAS Key Laboratory for Biomedical Effects of Nanomaterials and Nanosafety
- CAS Center for Excellence in Nanoscience
- National Center for NanoScience and Technology
- Beijing
| | - Xingyu Jiang
- Beijing Engineering Research Center for BioNanotechnology
- CAS Key Laboratory for Biomedical Effects of Nanomaterials and Nanosafety
- CAS Center for Excellence in Nanoscience
- National Center for NanoScience and Technology
- Beijing
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44
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Svensson CM, Shvydkiv O, Dietrich S, Mahler L, Weber T, Choudhary M, Tovar M, Figge MT, Roth M. Coding of Experimental Conditions in Microfluidic Droplet Assays Using Colored Beads and Machine Learning Supported Image Analysis. SMALL (WEINHEIM AN DER BERGSTRASSE, GERMANY) 2019; 15:e1802384. [PMID: 30549235 DOI: 10.1002/smll.201802384] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/21/2018] [Revised: 10/16/2018] [Indexed: 06/09/2023]
Abstract
To efficiently exploit the potential of several millions of droplets that can be considered as individual bioreactors in microfluidic experiments, methods to encode different experimental conditions in droplets are needed. The approach presented here is based on coencapsulation of colored polystyrene beads with biological samples. The decoding of the droplets, as well as content quantification, are performed by automated analysis of triggered images of individual droplets in-flow using bright-field microscopy. The decoding strategy combines bead classification using a random forest classifier and Bayesian inference to identify different codes and thus experimental conditions. Antibiotic susceptibility testing of nine different antibiotics and the determination of the minimal inhibitory concentration of a specific antibiotic against a laboratory strain of Escherichia coli are presented as a proof-of-principle. It is demonstrated that this method allows successful encoding and decoding of 20 different experimental conditions within a large droplet population of more than 105 droplets per condition. The decoding strategy correctly assigns 99.6% of droplets to the correct condition and a method for the determination of minimal inhibitory concentration using droplet microfluidics is established. The current encoding and decoding pipeline can readily be extended to more codes by adding more bead colors or color combinations.
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Affiliation(s)
- Carl-Magnus Svensson
- Applied Systems Biology, Leibniz Institute for Natural Product Research and Infection Biology, Hans Knöll Institute, 07745, Jena, Germany
| | - Oksana Shvydkiv
- Bio Pilot Plant, Leibniz Institute for Natural Product Research and Infection Biology, Hans Knöll Institute, 07745, Jena, Germany
| | - Stefanie Dietrich
- Applied Systems Biology, Leibniz Institute for Natural Product Research and Infection Biology, Hans Knöll Institute, 07745, Jena, Germany
- Faculty of Biological Sciences, Friedrich Schiller University, 07743, Jena, Germany
| | - Lisa Mahler
- Bio Pilot Plant, Leibniz Institute for Natural Product Research and Infection Biology, Hans Knöll Institute, 07745, Jena, Germany
- Faculty of Biological Sciences, Friedrich Schiller University, 07743, Jena, Germany
| | - Thomas Weber
- Bio Pilot Plant, Leibniz Institute for Natural Product Research and Infection Biology, Hans Knöll Institute, 07745, Jena, Germany
| | - Mahipal Choudhary
- Bio Pilot Plant, Leibniz Institute for Natural Product Research and Infection Biology, Hans Knöll Institute, 07745, Jena, Germany
| | - Miguel Tovar
- Bio Pilot Plant, Leibniz Institute for Natural Product Research and Infection Biology, Hans Knöll Institute, 07745, Jena, Germany
- Faculty of Biological Sciences, Friedrich Schiller University, 07743, Jena, Germany
| | - Marc Thilo Figge
- Applied Systems Biology, Leibniz Institute for Natural Product Research and Infection Biology, Hans Knöll Institute, 07745, Jena, Germany
- Faculty of Biological Sciences, Friedrich Schiller University, 07743, Jena, Germany
| | - Martin Roth
- Bio Pilot Plant, Leibniz Institute for Natural Product Research and Infection Biology, Hans Knöll Institute, 07745, Jena, Germany
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45
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Clark IC, Abate AR. Microfluidic bead encapsulation above 20 kHz with triggered drop formation. LAB ON A CHIP 2018; 18:3598-3605. [PMID: 30362490 PMCID: PMC6251341 DOI: 10.1039/c8lc00514a] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/21/2018] [Accepted: 10/03/2018] [Indexed: 05/21/2023]
Abstract
Microsphere beads are functionalized with oligonucleotides, antibodies, and other moieties to enable specific detection of analytes. Droplet microfluidics leverages this for single-molecule or -cell analysis by pairing beads and targets in water-in-oil droplets. Pairing is achieved with devices operating in the dripping regime, limiting throughput. Here, we describe a pairing method that uses beads to trigger the breakup of a jet into monodispersed droplets. We use the method to pair 105 Human T cells with polyacrylamide beads ten times faster than methods operating in the dripping regime. Our method improves the throughput of bead-based droplet workflows, enabling analysis of large populations and the detection of rare events.
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Affiliation(s)
- Iain C Clark
- Department of Bioengineering and Therapeutic Sciences, University of California, San Francisco, San Francisco, CA, USA
| | - Adam R Abate
- Department of Bioengineering and Therapeutic Sciences, California Institute for Quantitative Biosciences (QB3), Chan Zuckerberg Biohub, University of California, San Francisco, San Francisco, CA, USA.
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46
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Luminescent nanomaterials for droplet tracking in a microfluidic trapping array. Anal Bioanal Chem 2018; 411:157-170. [PMID: 30483856 DOI: 10.1007/s00216-018-1448-1] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/24/2018] [Revised: 10/16/2018] [Accepted: 10/22/2018] [Indexed: 12/18/2022]
Abstract
The use of high-throughput multiplexed screening platforms has attracted significant interest in the field of on-site disease detection and diagnostics for their capability to simultaneously interrogate single-cell responses across different populations. However, many of the current approaches are limited by the spectral overlap between tracking materials (e.g., organic dyes) and commonly used fluorophores/biochemical stains, thus restraining their applications in multiplexed studies. This work demonstrates that the downconversion emission spectra offered by rare earth (RE)-doped β-hexagonal NaYF4 nanoparticles (NPs) can be exploited to address this spectral overlap issue. Compared to organic dyes and other tracking materials where the excitation and emission is separated by tens of nanometers, RE elements have a large gap between excitation and emission which results in their spectral independence from the organic dyes. As a proof of concept, two differently doped NaYF4 NPs (europium: Eu3+, and terbium: Tb3+) were employed on a fluorescent microscopy-based droplet microfluidic trapping array to test their feasibility as spectrally independent droplet trackers. The luminescence tracking properties of Eu3+-doped (red emission) and Tb3+-doped (green emission) NPs were successfully characterized by co-encapsulating with genetically modified cancer cell lines expressing green or red fluorescent proteins (GFP and RFP) in addition to a mixed population of live and dead cells stained with ethidium homodimer. Detailed quantification of the luminescent and fluorescent signals was performed to confirm no overlap between each of the NPs and between NPs and cells. Thus, the spectral independence of Eu3+-doped and Tb3+-doped NPs with each other and with common fluorophores highlights the potential application of this novel technique in multiplexed systems, where many such luminescent NPs (other doped and co-doped NPs) can be used to simultaneously track different input conditions on the same platform. Graphical abstract ᅟ.
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47
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Qiao Y, Fu J, Yang F, Duan M, Huang M, Tu J, Lu Z. An efficient strategy for a controllable droplet merging system for digital analysis. RSC Adv 2018; 8:34343-34349. [PMID: 35548645 PMCID: PMC9086890 DOI: 10.1039/c8ra06022c] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/15/2018] [Accepted: 09/21/2018] [Indexed: 11/21/2022] Open
Abstract
Droplet merging is an important part of droplet manipulation approaches. Droplet merging methods with expansions inside channels can merge droplets in pairs through simple structures. However, they have a low success rate of merging under unstable fluidic conditions since the one-to-one pairing strategy is sensitive to fluctuation. This study presents a one-to-a-cluster pairing strategy to improve the success rate of merging under fluctuation. The one-to-a-cluster method was suitable for digital analysis and droplet MDA was performed in merged droplets successfully.
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Affiliation(s)
- Yi Qiao
- State Key Laboratory of Bioelectronics, School of Biological Science and Medical Engineering, Southeast University Nanjing 210096 China +86-025-83793779
| | - Jiye Fu
- State Key Laboratory of Bioelectronics, School of Biological Science and Medical Engineering, Southeast University Nanjing 210096 China +86-025-83793779
| | - Fang Yang
- State Key Laboratory of Bioelectronics, School of Biological Science and Medical Engineering, Southeast University Nanjing 210096 China +86-025-83793779
| | - Mengqin Duan
- State Key Laboratory of Bioelectronics, School of Biological Science and Medical Engineering, Southeast University Nanjing 210096 China +86-025-83793779
| | - Mengting Huang
- State Key Laboratory of Bioelectronics, School of Biological Science and Medical Engineering, Southeast University Nanjing 210096 China +86-025-83793779
| | - Jing Tu
- State Key Laboratory of Bioelectronics, School of Biological Science and Medical Engineering, Southeast University Nanjing 210096 China +86-025-83793779
| | - Zuhong Lu
- State Key Laboratory of Bioelectronics, School of Biological Science and Medical Engineering, Southeast University Nanjing 210096 China +86-025-83793779
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48
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Liu HT, Wang H, Wei WB, Liu H, Jiang L, Qin JH. A Microfluidic Strategy for Controllable Generation of Water-in-Water Droplets as Biocompatible Microcarriers. SMALL (WEINHEIM AN DER BERGSTRASSE, GERMANY) 2018; 14:e1801095. [PMID: 30091845 DOI: 10.1002/smll.201801095] [Citation(s) in RCA: 44] [Impact Index Per Article: 7.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/21/2018] [Revised: 07/16/2018] [Indexed: 05/14/2023]
Abstract
Droplet microfluidics has been widely applied in functional microparticles fabricating, tissue engineering, and drug screening due to its high throughput and great controllability. However, most of the current droplet microfluidics are dependent on water-in-oil (W/O) systems, which involve organic reagents, thus limiting their broader biological applications. In this work, a new microfluidic strategy is described for controllable and high-throughput generation of monodispersed water-in-water (W/W) droplets. Solutions of polyethylene glycol and dextran are used as continuous and dispersed phases, respectively, without any organic reagents or surfactants. The size of W/W droplets can be precisely adjusted by changing the flow rate of dispersed and continuous phases and the valve switch cycle. In addition, uniform cell-laden microgels are fabricated by introducing the alginate component and rat pancreatic islet (β-TC6) cell suspension to the dispersed phase. The encapsulated islet cells retain high viability and the function of insulin secretion after cultivation for 7 days. The high-throughput droplet microfluidic system with high biocompatibility is stable, controllable, and flexible, which can boost various chemical and biological applications, such as bio-oriented microparticles synthesizing, microcarriers fabricating, tissue engineering, etc.
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Affiliation(s)
- Hai-Tao Liu
- Division of Biotechnology, CAS Key Laboratory of Separation Sciences for Analytical Chemistry, Dalian Institute of Chemical Physics, Chinese Academy of Sciences, Dalian, 116023, China
- School of Future Technology, University of Chinese Academy of Sciences, Beijing, 100049, China
| | - Hui Wang
- Division of Biotechnology, CAS Key Laboratory of Separation Sciences for Analytical Chemistry, Dalian Institute of Chemical Physics, Chinese Academy of Sciences, Dalian, 116023, China
- School of Future Technology, University of Chinese Academy of Sciences, Beijing, 100049, China
| | - Wen-Bo Wei
- Division of Biotechnology, CAS Key Laboratory of Separation Sciences for Analytical Chemistry, Dalian Institute of Chemical Physics, Chinese Academy of Sciences, Dalian, 116023, China
| | - Hui Liu
- Division of Biotechnology, CAS Key Laboratory of Separation Sciences for Analytical Chemistry, Dalian Institute of Chemical Physics, Chinese Academy of Sciences, Dalian, 116023, China
| | - Lei Jiang
- Division of Biotechnology, CAS Key Laboratory of Separation Sciences for Analytical Chemistry, Dalian Institute of Chemical Physics, Chinese Academy of Sciences, Dalian, 116023, China
| | - Jian-Hua Qin
- Division of Biotechnology, CAS Key Laboratory of Separation Sciences for Analytical Chemistry, Dalian Institute of Chemical Physics, Chinese Academy of Sciences, Dalian, 116023, China
- School of Future Technology, University of Chinese Academy of Sciences, Beijing, 100049, China
- Institute for Stem Cell and Regeneration, Chinese Academy of Sciences, Beijing, 100101, China
- CAS Center for Excellence in Brain Science and Intelligence Technology, Chinese Academy of Sciences, Shanghai, 200031, China
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49
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Liu C, Xu X, Li B, Situ B, Pan W, Hu Y, An T, Yao S, Zheng L. Single-Exosome-Counting Immunoassays for Cancer Diagnostics. NANO LETTERS 2018; 18:4226-4232. [PMID: 29888919 DOI: 10.1021/acs.nanolett.8b01184] [Citation(s) in RCA: 241] [Impact Index Per Article: 40.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/18/2023]
Abstract
Exosomes shed by tumor cells have been recognized as promising biomarkers for cancer diagnostics due to their unique composition and functions. Quantification of low concentrations of specific exosomes present in very small volumes of clinical samples may be used for noninvasive cancer diagnosis and prognosis. We developed an immunosorbent assay for digital qualification of target exosomes using droplet microfluidics. The exosomes were immobilized on magnetic microbeads through sandwich ELISA complexes tagged with an enzymatic reporter that produces a fluorescent signal. The constructed beads were further isolated and encapsulated into a sufficient number of droplets to ensure only a single bead was encapsulated in a droplet. Our droplet-based single-exosome-counting enzyme-linked immunoassay (droplet digital ExoELISA) approach enables absolute counting of cancer-specific exosomes to achieve unprecedented accuracy. We were able to achieve a limit of detection (LOD) down to 10 enzyme-labeled exosome complexes per microliter (∼10-17 M). We demonstrated the application of the droplet digital ExoELISA platform in quantitative detection of exosomes in plasma samples directly from breast cancer patients. We believe our approach may have the potential for early diagnosis of cancer and accelerate the discovery of cancer exosomal biomarkers for clinical diagnosis.
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Affiliation(s)
- Chunchen Liu
- Department of Mechanical and Aerospace Engineering , The Hong Kong University of Science and Technology , Hong Kong , China
| | - Xiaonan Xu
- Department of Mechanical and Aerospace Engineering , The Hong Kong University of Science and Technology , Hong Kong , China
| | | | | | | | - Yu Hu
- Department of Mechanical and Aerospace Engineering , The Hong Kong University of Science and Technology , Hong Kong , China
| | | | - Shuhuai Yao
- Department of Mechanical and Aerospace Engineering , The Hong Kong University of Science and Technology , Hong Kong , China
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50
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Chatzimichail S, Supramaniam P, Ces O, Salehi-Reyhani A. Counting Proteins in Single Cells with Addressable Droplet Microarrays. J Vis Exp 2018. [PMID: 30035757 DOI: 10.3791/56110] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/31/2022] Open
Abstract
Often cellular behavior and cellular responses are analyzed at the population level where the responses of many cells are pooled together as an average result masking the rich single cell behavior within a complex population. Single cell protein detection and quantification technologies have made a remarkable impact in recent years. Here we describe a practical and flexible single cell analysis platform based on addressable droplet microarrays. This study describes how the absolute copy numbers of target proteins may be measured with single cell resolution. The tumor suppressor p53 is the most commonly mutated gene in human cancer, with more than 50% of total cancer cases exhibiting a non-healthy p53 expression pattern. The protocol describes steps to create 10 nL droplets within which single human cancer cells are isolated and the copy number of p53 protein is measured with single molecule resolution to precisely determine the variability in expression. The method may be applied to any cell type including primary material to determine the absolute copy number of any target proteins of interest.
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Affiliation(s)
| | | | - Oscar Ces
- Institute of Chemical Biology, Department of Chemistry, Imperial College London
| | - Ali Salehi-Reyhani
- Institute of Chemical Biology, Department of Chemistry, Imperial College London;
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