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Supra-Quantum Dot Assemblies to Maximize Color-Based Multiplexed Fluorescence Detection with a Smartphone Camera.

Ghinwa H Darwish1, Daina V Baker1, W Russ Algar1

  • 1Department of Chemistry, University of British Columbia, 2036 Main Mall, Vancouver V6T 1Z1, British Columbia, Canada.

ACS Sensors
|November 20, 2023
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Summary

Smartphone photoluminescence imaging achieved high accuracy 10-color multiplexing using supra-nanoparticle assemblies of quantum dots (supra-QDs). This advance enables more sophisticated point-of-care diagnostics with improved color classification and potential for even greater multiplexing.

Keywords:
classificationfluorescencemultiplexed detectionquantum dotsmartphonesupport vector machine

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Area of Science:

  • Nanotechnology
  • Biophotonics
  • Analytical Chemistry

Background:

  • Smartphone-based photoluminescence (PL) imaging is gaining traction for point-of-care diagnostics.
  • Current color multiplexing in this field is limited, with its full potential unexplored.
  • Quantum dots (QDs) offer tunable optical properties for multiplexed bioanalysis.

Purpose of the Study:

  • To evaluate and advance color multiplexing capabilities for smartphone-based PL imaging.
  • To develop supra-nanoparticle assemblies of quantum dots (supra-QDs) for tailored color generation.
  • To assess the accuracy and scalability of multi-color classification using these supra-QDs.

Main Methods:

  • Coassembled R-, G-, and B-emitting QDs on silica nanoparticle scaffolds to create supra-QDs with composite colors.
  • Characterized supra-QDs and used them to label cell-sized objects for flow measurements.
  • Employed smartphone-based PL imaging and support vector machine (SVM) models for color classification.

Main Results:

  • Achieved ≥87% classification accuracy for 10-color multiplexing, improving to ≥94% with optimized RGB color space analysis.
  • Demonstrated that accuracy is signal-dependent, with misclassification reduced by establishing nonclassifiable zones.
  • Simulations suggest ≥14-color multiplexing with ≥90% accuracy is feasible with optimized supra-QD sets.

Conclusions:

  • Supra-QDs provide a robust platform for advanced RGB color-based multiplexing in smartphone PL imaging.
  • This approach significantly enhances the potential for multiplexed bioanalysis and diagnostics using ubiquitous smartphone technology.
  • The study lays the groundwork for future development of highly multiplexed imaging systems based on color image sensors.