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Related Concept Videos

Quality Control01:05

Quality Control

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Quality control is one of the three cyclical quality assurance activities that help keep a system under statistical control. Typical quality control activities include creating quality control charts, conducting proficiency testing, and documenting and archiving results.
Quality control helps track data, visualize trends, and identify variations, making it easier to detect deviations that may affect the accuracy of an analysis. One way to do this is by generating a quality control chart, which...
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Introduction to Statistical Process Control01:15

Introduction to Statistical Process Control

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Statistical Process Control (SPC) is a method used to monitor and control quality within processes, particularly in manufacturing and service delivery, by employing statistical methods. SPC aims to distinguish between natural (common cause) variation and variation due to specific changes or events (special cause), allowing for timely improvements and sustained quality. The control chart, a pivotal tool in SPC, visually displays data over time alongside a central line of upper and lower control...
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Conservation of Mass in Fixed, Nondeforming Control Volume01:07

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The principle of conservation of mass is fundamental in fluid dynamics and is crucial for analyzing flow within fixed control volumes, such as pipes or ducts. This principle states that the total mass within a control volume remains constant unless altered by the inflow or outflow of mass through the control surfaces. This results in a vital relationship for steady, incompressible flow where the mass entering a system equals the mass leaving it.
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Conservation of Mass in Moving, Nondeforming Control Volume01:14

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Stormwater detention basins are essential in managing runoff during heavy rainfall, particularly in urban areas where impervious surfaces increase the risk of flooding. Understanding the conservation of mass in these systems allows engineers to optimize basin performance, balancing inflow, outflow, and water storage.
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Water and Mineral Acquisition02:34

Water and Mineral Acquisition

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Specialized tissues in plant roots have evolved to capture water, minerals, and some ions from the soil. Roots exhibit a variety of branching patterns that facilitate this process. The outermost root cells have specialized structures called root hairs that increase the root surface, thus increasing soil contact. Water can passively cross into roots, as the concentration of water in the soil is higher than that of the root tissue. Minerals, in contrast, are actively transported into root cells.
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Light Acquisition02:16

Light Acquisition

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In order to produce glucose, plants need to capture sufficient light energy. Many modern plants have evolved leaves specialized for light acquisition. Leaves can be only millimeters in width or tens of meters wide, depending on the environment. Due to competition for sunlight, evolution has driven the evolution of increasingly larger leaves and taller plants, to avoid shading by their neighbors with contaminant elaboration of root architecture and mechanisms to transport water and nutrients.
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Related Experiment Video

Updated: Jan 25, 2026

Quality-Controlled Sputum Analysis by Flow Cytometry
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Acquisition, Processing, and Quality Control of Mass Cytometry Data.

Brian H Lee1, Adeeb H Rahman2,3

  • 1Human Immune Monitoring Center, Icahn School of Medicine at Mt. Sinai, New York, NY, USA.

Methods in Molecular Biology (Clifton, N.J.)
|May 12, 2019
PubMed
Summary
This summary is machine-generated.

Mass cytometry, a powerful technique for immune cell analysis, enhances single-cell characterization. This guide details optimal data acquisition and processing for mass cytometry to improve cell population analysis.

Keywords:
BarcodingData acquisitionData processingMass cytometryNormalization

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Area of Science:

  • Immunology
  • Biotechnology
  • Analytical Chemistry

Background:

  • Mass cytometry offers high-dimensional immune cell profiling by combining mass spectrometry and flow cytometry principles.
  • It utilizes isotopically conjugated antibodies to overcome spectral overlap limitations inherent in traditional flow cytometry.
  • This enables deeper single-cell characterization of complex biological samples with an expanded panel of cellular markers.

Purpose of the Study:

  • To provide an overview of optimal data acquisition strategies for mass cytometry.
  • To outline essential data processing techniques for mass cytometry experiments.
  • To facilitate the accurate analysis and characterization of immune cell populations.

Main Methods:

  • Detailed explanation of mass cytometry principles and instrumentation.
  • Guidance on selecting and conjugating metal isotopes to antibodies.
  • Best practices for sample preparation and instrument calibration for mass cytometry.

Main Results:

  • Established protocols for high-quality mass cytometry data acquisition.
  • Demonstrated methods for effective data preprocessing, including debarcoding and normalization.
  • Improved accuracy in identifying and quantifying immune cell subsets.

Conclusions:

  • Mass cytometry provides unparalleled depth in single-cell immune profiling.
  • Adherence to optimal data acquisition and processing is crucial for reliable results.
  • This approach significantly advances the characterization of complex immune responses.