ArticleNature protocols2017
Massively parallel and multiparameter titration of biochemical assays with droplet microfluidics.
Article in Nature protocols, 2017. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 16 papers.
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Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
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Who cites it
16 citing papers in PubMed, 45 citations in OpenAlex.
- Selective access to individual cells after assembling for advanced cell-cell interaction studies.Journal of nanobiotechnology · 2026Article
- Droplet-Based Microfluidics Methods for Detecting Enzyme Inhibitors.Methods in molecular biology (Clifton, N.J.) · 2026Article
- Droplet based microfluidic and miniaturization at high-throughput level to screening heterologous secondary metabolites in microbes: A critical review.Biotechnology letters · 2025Review
- Highly sensitive absorbance measurement using droplet microfluidics integrated with an oil extraction and long pathlength detection flow cell.Frontiers in chemistry · 2024Article
- Tunable encapsulation of sessile droplets with solid and liquid shells.Nature communications · 2023Article
- Graphene Oxide Paper Manipulation of Micro-Reactor Drops.Micromachines · 2023Article
- Droplet Encoding-Pairing Enabled Multiplexed Digital Loop-Mediated Isothermal Amplification for Simultaneous Quantitative Detection of Multiple Pathogens.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2023Article
- Investigation of Different Free Image Analysis Software for High-Throughput Droplet Detection.ACS omega · 2021Article
- Morphological Manipulation of DNA Gel Microbeads with Biomolecular Stimuli.Nanomaterials (Basel, Switzerland) · 2021Article
- Innovative 3D Microfluidic Tools for On-Chip Fluids and Particles Manipulation: From Design to Experimental Validation.Micromachines · 2021Article
- Microfluidic droplet generation based on non-embedded co-flow-focusing using 3D printed nozzle.Scientific reports · 2020Article
- Accelerating the Finite-Element Method for Reaction-Diffusion Simulations on GPUs with CUDA.Micromachines · 2020Article
- High-throughput screening by droplet microfluidics: perspective into key challenges and future prospects.Lab on a chip · 2020Article
- PRESCIENT: platform for the rapid evaluation of antibody success using integrated microfluidics enabled technology.Lab on a chip · 2020Article
- Building Dynamic Cellular Machineries in Droplet-Based Artificial Cells with Single-Droplet Tracking and Analysis.Analytical chemistry · 2019Article
- Microfluidic device for real-time formulation of reagents and their subsequent encapsulation into double emulsions.Scientific reports · 2018Article
Corrections and comments
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Authors and funding
11 authors at 8 institutions in 2 countries.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Biochemical systems in which multiple components take part in a given reaction are of increasing interest. Because the interactions between these different components are complex and difficult to predict from basic reaction kinetics, it is important to test for the effect of variations in the concentration for each reagent in a combinatorial manner. For example, in PCR, an increase in the concentration of primers initially increases template amplification, but large amounts of primers result in primer-dimer by-products that inhibit the amplification of the template. Manual titration of biochemical mixtures rapidly becomes costly and laborious, forcing scientists to settle for suboptimal concentrations. Here we present a droplet-based microfluidics platform for mapping of the concentration space of up to three reaction components followed by detection with a fluorescent readout. The concentration of each reaction component is read through its internal standard (barcode), which is fluorescent but chemically orthogonal. We describe in detail the workflow, which comprises the following: (i) production of the microfluidics chips, (ii) preparation of the biochemical mixes, (iii) their mixing and compartmentalization into water-in-oil emulsion droplets via microfluidics, (iv) incubation and imaging of the fluorescent barcode and reporter signals by fluorescence microscopy and (v) image processing and data analysis. We also provide recommendations for choosing the appropriate fluorescent markers, programming the pressure profiles and analyzing the generated data. Overall, this platform allows a researcher with a few weeks of training to acquire ∼10,000 data points (in a 1D, 2D or 3D concentration space) over the course of a day from as little as 100-1,000 μl of reaction mix.
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Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.