ResourceLife Sciences
Artificial intelligence enhances label-free live-cell imaging
17 Aug 2023
As cellular models are progressively increasing in complexity this has driven the need for label-free and non-perturbing approaches to accurately quantify dynamic cellular processes. The incorporation of artificial intelligence (AI) and advanced machine learning (ML) into image analysis workflows is now streamlining this process and enabling robust, user-friendly quantification of a wide range of cellular models.
This eBook provides an overview of recent label-free image analysis developments and focuses on how AI-driven image analysis is transforming live-cell imaging. This free guide will also highlight:
- How intuitive label-free analysis simplifies quantification of complex biological behavior
- The application of label-free analysis in the drug discovery process through providing high-throughput physiologically relevant insights into cell health and compound efficacy
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Flow Cytometry / Cell CountingFlow cytometers are used to count, sort and examine multiple characteristics of cells. Other cell analysis equipment includes image cytometers, cell counters, fluorescence-activated cell sorters (FACS), magnetic-activated cell sorters (MACS), and a range of flow cytometry assay kits. Flow cytometers can reveal information on cell viability, cell proliferation, apoptosis and cell cycle progression, as well as identify cell populations and intracellular or cell-surface molecules. Additionally, some flow cytometers, known as FACS, have an additional sorting function after analysis. Cell counters and image cytometers count live and dead cell populations and can also conduct cell proliferation assays. Find the best flow cytometers, cell counters and cell sorters in our peer-reviewed product directory: compare products, check customer reviews and receive pricing direct from manufacturers.In Vivo Imaging Systems<i>In vivo</i> imaging systems, including pre-clinical imaging systems and medical imaging systems are used to non-invasively visualize and capture images of live animals and plants. Monitor the natural processes or diseases of your subjects using small-animal pre-clinical imaging systems, including single photon positron emission tomography (SPECT), positron emission tomography (PET), computed tomography (micro-CT), magnetic resonance imaging (MRI), X-ray radiography, ultrasound, fluorescence and bioluminescence imagers. Multimodal systems and software solutions are also available for correlative analysis of organ, tissue, cell, or molecular-level processes. Find the best in vivo imaging products in our peer-reviewed product directory: compare products, check customer reviews and receive pricing direct from manufacturers.Artificial Intelligence / Machine LearningArtificial intelligence (AI) and machine learning (ML) are transformative technologies used to analyze complex data, identify patterns, and make data-driven predictions across diverse scientific fields. Automate the analysis of large or complex data sets using AI algorithms and leverage machine learning models to improve diagnostics, accelerate drug discovery, and refine experimental design. Discover the best AI/ML software, platforms, and analytical tools in our peer-reviewed product directory: compare features, read customer reviews, and request pricing directly from manufacturers.Live Cell ImagingLive cell imaging is the study of living cells using microscopes and high-content imaging systems. This technique provides in-depth insight into fast and complex biological processes, by allowing dynamic imaging of living cells instead of acquiring an individual image at a single point in time.Drug DiscoveryDrug discovery is the process of identifying potential new medications, involving stages such as target identification, compound screening, and preclinical development. It relies on cutting-edge technologies like high-throughput screening, artificial intelligence, and molecular modeling to accelerate the identification of drug candidates. Drug discovery plays a pivotal role in developing new therapies for diseases ranging from cancer to rare genetic disorders. Browse our peer-reviewed product directory to find the latest drug discovery technologies, compare options, check customer feedback, and get pricing directly from manufacturers.Label-Free AnalysisDrug Discovery & Development Screening
