How to Mitigate Assay Variability with an Eye Toward Automation

In this expert on-demand webinar, learn about the most common barriers to successful assay optimization and the importance of monitoring workflows

9 May 2019
Charlie Carter
Life Sciences Editor

Expert insights

The liquid handling component of assay variability is often underappreciated yet can have a significant impact on data quality. Many laboratories rely on precision alone to assess and mitigate assay variability. However, both the accuracy and precision of the liquid handler need to be measured in order to reduce overall assay variability. To improve data quality even further, the same technology can be applied to study the assay workflow, ensuring successful assay transfer and saving time, money and resources.

In a webinar, now available on demand, William Ivory, Senior Scientist and Automation Lead at DiscernDX, and Dr. Nathaniel Hentz, Director of Scientific Market Development at Artel, present two examples illustrating how to mitigate assay variability:

  • Optimization considerations for automating a binding protein assay
  • Workflow optimization for a next-generation sequencing (NGS) assay

Watch this expert webinar if you want to:

  • Understand the impact of and how to detect liquid handling variability on assays
  • Understand the importance of studying key liquid handling parameters during the assay optimization process
  • Learn how to improve an assay workflow by studying the assay process
  • Learn the importance of ensuring the performance of your liquid handlers during an assay transfer

Think you could benefit from this webinar, but missed it? You can now watch it on demand at a time that suits you and find some highlights from the Q&A session below.

WATCH ON DEMAND

Q: Of the sources of variability you discussed, which ones should I focus on during assay development?
NH: I think there are a lot of different sources of variability to consider, but you have got to really think about the impact on the assay. What I would suggest is take a holistic approach. For example, I wouldn’t test all these different buffers in your assay, but the particular buffer you have chosen should be studied in detail. Also, when you consider different liquid handlers, the liquid class options are going to be labelled slightly differently and these may have different impacts on a particular assay. So those are things that definitely have to be studied during assay optimization.

Q: What are some of the shortfalls of using default liquid classes?
WI: I think the default liquid class settings are a great place to start to check the performance of your assay. However, if you are dealing with fluids that have different properties, you really need to get in there and tweak your liquid class settings. A lot of these settings are adjusting for things like the aspirate/dispense rate and the speed of withdraw of the tip from the solution. So, there are several different considerations and the fluids are always going to have a different impact, depending on the tip types versus all these different settings. Take advantage of the default settings as a starting point; if they work, great, if they don’t then make some adjustments. The main thing I would suggest is to always check!

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Cell Adhesion AssaysCell adhesion assays are used to quantitate attachment and analyze the molecular mechanisms for extracellular matrix adhesion, cell migration and sensitivity to inhibitors. Find the best cell adhesion assay equipment in our peer-reviewed product directory: compare products, check customer reviews and receive pricing direct from manufacturers.Sample ManagementSample management systems include sample storage devices such as freezers and plate storers, sample environment enclosures and sample organization, retrieval and sorter systems. Useful system features include high-throughput, automation, robotic arms, automated liquid handling and associated database systems. Accessories in sample management include barcode scanners, heat sealers and tubes.Assay AssemblyAssay Assembly is technique used in drug discovery to develop assays to test the cytotoxicity, genotoxicity, or other activities of a compound on a cell. Assay assembly requires chip assembly, a delivery system and a detection and analysis method. Beneficial features of assay kits or automated systems include high-throughput, high speed and sensitivity and low signal to noise ratio.Cell-Based AssaysCell-based assays are used to monitor the presence, quantity and activities of a desired cellular analyte including drug molecules or biomarkers. This can reveal information on cell health (apoptosis, cytotoxicity, viability and proliferation assays), cell metabolism, cell migration and cell signaling mechanisms. Find the best cell-based assay products, kits and equipment with our peer reviewed product directory: compare products, check customer reviews and receiving pricing direct from manufacturers.Automated Liquid HandlingAutomated liquid handling equipment is used to mix, dilute and dispense allotted volumes of liquid into microplates and other vessels automatically. The robotic, liquid handling arms can dispense from single channel to 3456 multichannel as well as operate nanoliter dispensing, enabling high throughput of samples. Find the best automated liquid handlers in our peer-reviewed product directory: compare products, check customer reviews and receive pricing direct from manufacturers.AutomationAutomation in laboratories and manufacturing processes enhances efficiency, precision, and scalability by reducing the need for manual intervention. It plays a critical role in improving productivity, minimizing human error, and accelerating workflows in fields like diagnostics, drug development, and industrial testing. Automation technologies include robotic systems, automated liquid handlers, and process control systems that streamline complex tasks and ensure consistent, reproducible results. Explore our peer-reviewed product directory to discover the best automation solutions, compare options, read user reviews, and get prices directly from manufacturers.Process OptimizationProcess optimization involves improving the efficiency, cost-effectiveness, and quality of processes in various industries, including manufacturing, pharmaceuticals, and biotechnology. Explore process optimization solutions in our peer-reviewed product directory; compare products, check reviews, and get pricing directly from manufacturers.
How to Mitigate Assay Variability with an Eye Toward Automation