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Digital E. coli Counter: A Microfluidics and Computer Vision-Based DNAzyme Method for the Isolation and Specific Detection of E. coli from Water Samples
Biological water contamination detection-based assays are essential to test water quality; however, these assays are prone to false-positive results and inaccuracies, are time-consuming, and use complicated procedures to test large water samples. Herein, we show a simple detection and counting metho...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8773571/ https://www.ncbi.nlm.nih.gov/pubmed/35049662 http://dx.doi.org/10.3390/bios12010034 |
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author | Rauf, Sakandar Tashkandi, Nouran de Oliveira Filho, José Ilton Oviedo-Osornio, Claudia Iluhí Danish, Muhammad S. Hong, Pei-Ying Salama, Khaled N. |
author_facet | Rauf, Sakandar Tashkandi, Nouran de Oliveira Filho, José Ilton Oviedo-Osornio, Claudia Iluhí Danish, Muhammad S. Hong, Pei-Ying Salama, Khaled N. |
author_sort | Rauf, Sakandar |
collection | PubMed |
description | Biological water contamination detection-based assays are essential to test water quality; however, these assays are prone to false-positive results and inaccuracies, are time-consuming, and use complicated procedures to test large water samples. Herein, we show a simple detection and counting method for E. coli in the water samples involving a combination of DNAzyme sensor, microfluidics, and computer vision strategies. We first isolated E. coli into individual droplets containing a DNAzyme mixture using droplet microfluidics. Upon bacterial cell lysis by heating, the DNAzyme mixture reacted with a particular substrate present in the crude intracellular material (CIM) of E. coli. This event triggers the dissociation of the fluorophore-quencher pair present in the DNAzyme mixture leading to a fluorescence signal, indicating the presence of E. coli in the droplets. We developed an algorithm using computer vision to analyze the fluorescent droplets containing E. coli in the presence of non-fluorescent droplets. The algorithm can detect and count fluorescent droplets representing the number of E. coli present in the sample. Finally, we show that the developed method is highly specific to detect and count E. coli in the presence of other bacteria present in the water sample. |
format | Online Article Text |
id | pubmed-8773571 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-87735712022-01-21 Digital E. coli Counter: A Microfluidics and Computer Vision-Based DNAzyme Method for the Isolation and Specific Detection of E. coli from Water Samples Rauf, Sakandar Tashkandi, Nouran de Oliveira Filho, José Ilton Oviedo-Osornio, Claudia Iluhí Danish, Muhammad S. Hong, Pei-Ying Salama, Khaled N. Biosensors (Basel) Communication Biological water contamination detection-based assays are essential to test water quality; however, these assays are prone to false-positive results and inaccuracies, are time-consuming, and use complicated procedures to test large water samples. Herein, we show a simple detection and counting method for E. coli in the water samples involving a combination of DNAzyme sensor, microfluidics, and computer vision strategies. We first isolated E. coli into individual droplets containing a DNAzyme mixture using droplet microfluidics. Upon bacterial cell lysis by heating, the DNAzyme mixture reacted with a particular substrate present in the crude intracellular material (CIM) of E. coli. This event triggers the dissociation of the fluorophore-quencher pair present in the DNAzyme mixture leading to a fluorescence signal, indicating the presence of E. coli in the droplets. We developed an algorithm using computer vision to analyze the fluorescent droplets containing E. coli in the presence of non-fluorescent droplets. The algorithm can detect and count fluorescent droplets representing the number of E. coli present in the sample. Finally, we show that the developed method is highly specific to detect and count E. coli in the presence of other bacteria present in the water sample. MDPI 2022-01-10 /pmc/articles/PMC8773571/ /pubmed/35049662 http://dx.doi.org/10.3390/bios12010034 Text en © 2022 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Communication Rauf, Sakandar Tashkandi, Nouran de Oliveira Filho, José Ilton Oviedo-Osornio, Claudia Iluhí Danish, Muhammad S. Hong, Pei-Ying Salama, Khaled N. Digital E. coli Counter: A Microfluidics and Computer Vision-Based DNAzyme Method for the Isolation and Specific Detection of E. coli from Water Samples |
title | Digital E. coli Counter: A Microfluidics and Computer Vision-Based DNAzyme Method for the Isolation and Specific Detection of E. coli from Water Samples |
title_full | Digital E. coli Counter: A Microfluidics and Computer Vision-Based DNAzyme Method for the Isolation and Specific Detection of E. coli from Water Samples |
title_fullStr | Digital E. coli Counter: A Microfluidics and Computer Vision-Based DNAzyme Method for the Isolation and Specific Detection of E. coli from Water Samples |
title_full_unstemmed | Digital E. coli Counter: A Microfluidics and Computer Vision-Based DNAzyme Method for the Isolation and Specific Detection of E. coli from Water Samples |
title_short | Digital E. coli Counter: A Microfluidics and Computer Vision-Based DNAzyme Method for the Isolation and Specific Detection of E. coli from Water Samples |
title_sort | digital e. coli counter: a microfluidics and computer vision-based dnazyme method for the isolation and specific detection of e. coli from water samples |
topic | Communication |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8773571/ https://www.ncbi.nlm.nih.gov/pubmed/35049662 http://dx.doi.org/10.3390/bios12010034 |
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