Evidence map›Paper›PMID 30901328›Full record

ArticlePloS one2019

An open-source software analysis package for Microspheres with Ratiometric Barcode Lanthanide Encoding (MRBLEs).

Björn Harink, Huy Nguyen, Kurt Thorn, Polly Fordyce

Abstract read
In one paragraph

Article in PloS one, 2019. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 8 papers.

0numbers the graph read from it
0cells of the map it votes in
8citing papers in PubMed
–field-weighted citation impact
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

8 citing papers in PubMed.

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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

4 authors.

Björn HarinkDepartment of Genetics, Stanford University, Stanford, California, United States of America.ORCID 0000-0003-1283-0151
Huy NguyenDepartment of Genetics, Stanford University, Stanford, California, United States of America.
Kurt ThornDepartment of Biochemistry & Biophysics, University of California, San Francisco, United States of America.
Polly FordyceDepartment of Genetics, Stanford University, Stanford, California, United States of America.ORCID 0000-0002-9505-0638

Funding

Leveraging spectral encoding for high dimensional biological multiplexingDP2GM123641 · NIGMS · STANFORD UNIVERSITY · PI FORDYCE, POLLY MORRELL · 2016 to 2016
$2.4M
A Novel Platform for Synthesis of Programmable Proteome-Scale Peptide Bead ArraysR01GM107132 · NIGMS · UNIVERSITY OF CALIFORNIA, SAN FRANCISCO · PI DORSEY, MORNA J · 2014 to 2018
$1.9M
NIGMS NIH HHS DP2 GM123641NIGMS NIH HHS R01 GM107132
6 · The paper itself

Abstract

Multiplexed bioassays, in which multiple analytes of interest are probed in parallel within a single small volume, have greatly accelerated the pace of biological discovery. Bead-based multiplexed bioassays have many technical advantages, including near solution-phase kinetics, small sample volume requirements, many within-assay replicates to reduce measurement error, and, for some bead materials, the ability to synthesize analytes directly on beads via solid-phase synthesis. To allow bead-based multiplexing, analytes can be synthesized on spectrally encoded beads with a 1:1 linkage between analyte identity and embedded codes. Bead-bound analyte libraries can then be pooled and incubated with a fluorescently-labeled macromolecule of interest, allowing downstream quantification of interactions between the macromolecule and all analytes simultaneously via imaging alone. Extracting quantitative binding data from these images poses several computational image processing challenges, requiring the ability to identify all beads in each image, quantify bound fluorescent material associated with each bead, and determine their embedded spectral code to reveal analyte identities. Here, we present a novel open-source Python software package (the mrbles analysis package) that provides the necessary tools to: (1) find encoded beads in a bright-field microscopy image; (2) quantify bound fluorescent material associated with bead perimeters; (3) identify embedded ratiometric spectral codes within beads; and (4) return data aggregated by embedded code and for each individual bead. We demonstrate the utility of this package by applying it towards analyzing data generated via multiplexed measurement of calcineurin protein binding to MRBLEs (Microspheres with Ratiometric Barcode Lanthanide Encoding) containing known and mutant binding peptide motifs. We anticipate that this flexible package should be applicable to a wide variety of assays, including simple bead or droplet finding analysis, quantification of binding to non-encoded beads, and analysis of multiplexed assays that use ratiometric, spectrally encoded beads.

Indexed as

SoftwareBiological AssayData Interpretation, StatisticalFluorescent DyesImage Processing, Computer-AssistedLanthanoid Series ElementsMicrospheresProtein BindingFluorescent DyesLanthanoid Series Elements

Identifiers

PMID30901328
PMCPMC6430362

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LicenceCC BY
Read underepoch 390

Registered trials

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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.