Evidence map›Paper›PMID 20034006›Full record

ArticleCytometry. Part A : the journal of the International Society for Analytical Cytology2010

Multispectral image analysis of binary encoded microspheres for highly multiplexed suspension arrays.

Abhishek Mathur, David M Kelso

Open access · bronzeAbstract read
In one paragraph

Article in Cytometry. Part A : the journal of the International Society for Analytical Cytology, 2010. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing papers in PubMed
0.7field-weighted citation impact, top 31% of its field
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

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.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

2 citing papers in PubMed, 12 citations in OpenAlex.

  1. Review
  2. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

2 authors at 2 institutions in 1 country.

Abhishek MathurBioassay and Biological Characterization, Amgen, Inc., Thousand Oaks, California 91320, USA. amathur@amgen.com
David M Kelso
Amgen (United States) · USNorthwestern University · US

Funding

Spectral Imaging System for Encoded Particle ArraysR01EB001418 · NIBIB · NORTHWESTERN UNIVERSITY · PI KELSO, DAVID M · 2003 to 2005
$438k
NIBIB NIH HHS R01 EB001418NIBIB NIH HHS R01-EB001418
6 · The paper itself

Abstract

To push the 100-plex envelope of suspension array technology, we have developed fully automated methods to acquire multispectral images of multiplexed quantum-dot (QD) encoded microspheres, to segment them in the images, to classify them based on their color code, and to quantify the multiplexed assays. Instead of coding microspheres with two colors and n levels, microspheres were coded with n colors and two levels (present or absent), thus transforming the classification problem from analog to digital. Images of multiplexed microspheres, sedimented at the bottom of microwells, were acquired through a tunable filter at the peak luminescence wavelength of each QD coding species in the system and the assay label wavelength. Another image of the light scattered from microspheres was captured in the excitation bandwidth that was utilized to localize microspheres in multispectral luminescence images. Objects in the acquired images are segmented and luminescence from each identified microsphere in each channel is recorded, based on which the "color code" of each microsphere is determined by applying a mathematical model and a classification algorithm. Our image analysis procedures could identify and classify microspheres with more than 97% accuracy, and the assay CVs were under 20%. These proof-of-principle results demonstrate that highly multiplexed quantification of specific proteins is possible with this rapid, small-sample volume format.

Indexed as

MicrospheresBiological AssayCalibrationImage Processing, Computer-AssistedQuantum DotsReference StandardsSoftwareSuspensionsSuspensionsimage analysisimaging-based systemsimaging cytometrymicroscopymicrosphere-based arraysmultiplexed assaysquantum dotssuspension arrays

Identifiers

PMID20034006
PMCPMC2891566
OpenAlexW2044005488

What OpenQuestion holds

Textmetadata
LicenceTDM
Read underepoch 390

Registered trials

None linked

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.