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The Automated Counting of Spots for the ELISpot Assay
- Publication Year :
- 2006
-
Abstract
- An automated method for counting spot-forming units in the ELISpot assay is described that uses a statistical model fit to training data that is based on counts from one or more experts. The method adapts to variable background intensities and provides considerable flexibility with respect to what image features can be used to model expert counts. Point estimates of spot counts are produced together with intervals that reflect the degree of uncertainty in the count. Finally, the approach is completely transparent and "open source" in contrast to methods embedded in current commercial software. An illustrative application to data from a study of the reactivity of T-cells from healthy human subjects to a pool of immunodominant peptides from CMV, EBV and flu is presented.
- Subjects :
- Commercial software
Training set
Models, Statistical
Spots
business.industry
Computer science
ELISPOT
T-Lymphocytes
Immunology
Contrast (statistics)
Pattern recognition
Statistical model
Enzyme-Linked Immunosorbent Assay
Article
Viral Proteins
Open source
Image Interpretation, Computer-Assisted
Immunology and Allergy
Humans
Point estimation
Artificial intelligence
business
Algorithms
Subjects
Details
- Language :
- English
- Database :
- OpenAIRE
- Accession number :
- edsair.doi.dedup.....8eec94a20fad8cdaa58d234c2238129d