Cargando…
Artificial Intelligence-Assisted Loop Mediated Isothermal Amplification (AI-LAMP) for Rapid Detection of SARS-CoV-2
Until vaccines and effective therapeutics become available, the practical solution to transit safely out of the current coronavirus disease 19 (CoVID-19) lockdown may include the implementation of an effective testing, tracing and tracking system. However, this requires a reliable and clinically val...
Autores principales: | , , , , , , , , , , , , , , , , , , , , , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2020
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7552048/ https://www.ncbi.nlm.nih.gov/pubmed/32883050 http://dx.doi.org/10.3390/v12090972 |
_version_ | 1783593316179247104 |
---|---|
author | Rohaim, Mohammed A. Clayton, Emily Sahin, Irem Vilela, Julianne Khalifa, Manar E. Al-Natour, Mohammad Q. Bayoumi, Mahmoud Poirier, Aurore C. Branavan, Manoharanehru Tharmakulasingam, Mukunthan Chaudhry, Nouman S. Sodi, Ravinder Brown, Amy Burkhart, Peter Hacking, Wendy Botham, Judy Boyce, Joe Wilkinson, Hayley Williams, Craig Whittingham-Dowd, Jayde Shaw, Elisabeth Hodges, Matt Butler, Lisa Bates, Michelle D. La Ragione, Roberto Balachandran, Wamadeva Fernando, Anil Munir, Muhammad |
author_facet | Rohaim, Mohammed A. Clayton, Emily Sahin, Irem Vilela, Julianne Khalifa, Manar E. Al-Natour, Mohammad Q. Bayoumi, Mahmoud Poirier, Aurore C. Branavan, Manoharanehru Tharmakulasingam, Mukunthan Chaudhry, Nouman S. Sodi, Ravinder Brown, Amy Burkhart, Peter Hacking, Wendy Botham, Judy Boyce, Joe Wilkinson, Hayley Williams, Craig Whittingham-Dowd, Jayde Shaw, Elisabeth Hodges, Matt Butler, Lisa Bates, Michelle D. La Ragione, Roberto Balachandran, Wamadeva Fernando, Anil Munir, Muhammad |
author_sort | Rohaim, Mohammed A. |
collection | PubMed |
description | Until vaccines and effective therapeutics become available, the practical solution to transit safely out of the current coronavirus disease 19 (CoVID-19) lockdown may include the implementation of an effective testing, tracing and tracking system. However, this requires a reliable and clinically validated diagnostic platform for the sensitive and specific identification of SARS-CoV-2. Here, we report on the development of a de novo, high-resolution and comparative genomics guided reverse-transcribed loop-mediated isothermal amplification (LAMP) assay. To further enhance the assay performance and to remove any subjectivity associated with operator interpretation of results, we engineered a novel hand-held smart diagnostic device. The robust diagnostic device was further furnished with automated image acquisition and processing algorithms and the collated data was processed through artificial intelligence (AI) pipelines to further reduce the assay run time and the subjectivity of the colorimetric LAMP detection. This advanced AI algorithm-implemented LAMP (ai-LAMP) assay, targeting the RNA-dependent RNA polymerase gene, showed high analytical sensitivity and specificity for SARS-CoV-2. A total of ~200 coronavirus disease (CoVID-19)-suspected NHS patient samples were tested using the platform and it was shown to be reliable, highly specific and significantly more sensitive than the current gold standard qRT-PCR. Therefore, this system could provide an efficient and cost-effective platform to detect SARS-CoV-2 in resource-limited laboratories. |
format | Online Article Text |
id | pubmed-7552048 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-75520482020-10-14 Artificial Intelligence-Assisted Loop Mediated Isothermal Amplification (AI-LAMP) for Rapid Detection of SARS-CoV-2 Rohaim, Mohammed A. Clayton, Emily Sahin, Irem Vilela, Julianne Khalifa, Manar E. Al-Natour, Mohammad Q. Bayoumi, Mahmoud Poirier, Aurore C. Branavan, Manoharanehru Tharmakulasingam, Mukunthan Chaudhry, Nouman S. Sodi, Ravinder Brown, Amy Burkhart, Peter Hacking, Wendy Botham, Judy Boyce, Joe Wilkinson, Hayley Williams, Craig Whittingham-Dowd, Jayde Shaw, Elisabeth Hodges, Matt Butler, Lisa Bates, Michelle D. La Ragione, Roberto Balachandran, Wamadeva Fernando, Anil Munir, Muhammad Viruses Article Until vaccines and effective therapeutics become available, the practical solution to transit safely out of the current coronavirus disease 19 (CoVID-19) lockdown may include the implementation of an effective testing, tracing and tracking system. However, this requires a reliable and clinically validated diagnostic platform for the sensitive and specific identification of SARS-CoV-2. Here, we report on the development of a de novo, high-resolution and comparative genomics guided reverse-transcribed loop-mediated isothermal amplification (LAMP) assay. To further enhance the assay performance and to remove any subjectivity associated with operator interpretation of results, we engineered a novel hand-held smart diagnostic device. The robust diagnostic device was further furnished with automated image acquisition and processing algorithms and the collated data was processed through artificial intelligence (AI) pipelines to further reduce the assay run time and the subjectivity of the colorimetric LAMP detection. This advanced AI algorithm-implemented LAMP (ai-LAMP) assay, targeting the RNA-dependent RNA polymerase gene, showed high analytical sensitivity and specificity for SARS-CoV-2. A total of ~200 coronavirus disease (CoVID-19)-suspected NHS patient samples were tested using the platform and it was shown to be reliable, highly specific and significantly more sensitive than the current gold standard qRT-PCR. Therefore, this system could provide an efficient and cost-effective platform to detect SARS-CoV-2 in resource-limited laboratories. MDPI 2020-09-01 /pmc/articles/PMC7552048/ /pubmed/32883050 http://dx.doi.org/10.3390/v12090972 Text en © 2020 by the authors. 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 (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Rohaim, Mohammed A. Clayton, Emily Sahin, Irem Vilela, Julianne Khalifa, Manar E. Al-Natour, Mohammad Q. Bayoumi, Mahmoud Poirier, Aurore C. Branavan, Manoharanehru Tharmakulasingam, Mukunthan Chaudhry, Nouman S. Sodi, Ravinder Brown, Amy Burkhart, Peter Hacking, Wendy Botham, Judy Boyce, Joe Wilkinson, Hayley Williams, Craig Whittingham-Dowd, Jayde Shaw, Elisabeth Hodges, Matt Butler, Lisa Bates, Michelle D. La Ragione, Roberto Balachandran, Wamadeva Fernando, Anil Munir, Muhammad Artificial Intelligence-Assisted Loop Mediated Isothermal Amplification (AI-LAMP) for Rapid Detection of SARS-CoV-2 |
title | Artificial Intelligence-Assisted Loop Mediated Isothermal Amplification (AI-LAMP) for Rapid Detection of SARS-CoV-2 |
title_full | Artificial Intelligence-Assisted Loop Mediated Isothermal Amplification (AI-LAMP) for Rapid Detection of SARS-CoV-2 |
title_fullStr | Artificial Intelligence-Assisted Loop Mediated Isothermal Amplification (AI-LAMP) for Rapid Detection of SARS-CoV-2 |
title_full_unstemmed | Artificial Intelligence-Assisted Loop Mediated Isothermal Amplification (AI-LAMP) for Rapid Detection of SARS-CoV-2 |
title_short | Artificial Intelligence-Assisted Loop Mediated Isothermal Amplification (AI-LAMP) for Rapid Detection of SARS-CoV-2 |
title_sort | artificial intelligence-assisted loop mediated isothermal amplification (ai-lamp) for rapid detection of sars-cov-2 |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7552048/ https://www.ncbi.nlm.nih.gov/pubmed/32883050 http://dx.doi.org/10.3390/v12090972 |
work_keys_str_mv | AT rohaimmohammeda artificialintelligenceassistedloopmediatedisothermalamplificationailampforrapiddetectionofsarscov2 AT claytonemily artificialintelligenceassistedloopmediatedisothermalamplificationailampforrapiddetectionofsarscov2 AT sahinirem artificialintelligenceassistedloopmediatedisothermalamplificationailampforrapiddetectionofsarscov2 AT vilelajulianne artificialintelligenceassistedloopmediatedisothermalamplificationailampforrapiddetectionofsarscov2 AT khalifamanare artificialintelligenceassistedloopmediatedisothermalamplificationailampforrapiddetectionofsarscov2 AT alnatourmohammadq artificialintelligenceassistedloopmediatedisothermalamplificationailampforrapiddetectionofsarscov2 AT bayoumimahmoud artificialintelligenceassistedloopmediatedisothermalamplificationailampforrapiddetectionofsarscov2 AT poirieraurorec artificialintelligenceassistedloopmediatedisothermalamplificationailampforrapiddetectionofsarscov2 AT branavanmanoharanehru artificialintelligenceassistedloopmediatedisothermalamplificationailampforrapiddetectionofsarscov2 AT tharmakulasingammukunthan artificialintelligenceassistedloopmediatedisothermalamplificationailampforrapiddetectionofsarscov2 AT chaudhrynoumans artificialintelligenceassistedloopmediatedisothermalamplificationailampforrapiddetectionofsarscov2 AT sodiravinder artificialintelligenceassistedloopmediatedisothermalamplificationailampforrapiddetectionofsarscov2 AT brownamy artificialintelligenceassistedloopmediatedisothermalamplificationailampforrapiddetectionofsarscov2 AT burkhartpeter artificialintelligenceassistedloopmediatedisothermalamplificationailampforrapiddetectionofsarscov2 AT hackingwendy artificialintelligenceassistedloopmediatedisothermalamplificationailampforrapiddetectionofsarscov2 AT bothamjudy artificialintelligenceassistedloopmediatedisothermalamplificationailampforrapiddetectionofsarscov2 AT boycejoe artificialintelligenceassistedloopmediatedisothermalamplificationailampforrapiddetectionofsarscov2 AT wilkinsonhayley artificialintelligenceassistedloopmediatedisothermalamplificationailampforrapiddetectionofsarscov2 AT williamscraig artificialintelligenceassistedloopmediatedisothermalamplificationailampforrapiddetectionofsarscov2 AT whittinghamdowdjayde artificialintelligenceassistedloopmediatedisothermalamplificationailampforrapiddetectionofsarscov2 AT shawelisabeth artificialintelligenceassistedloopmediatedisothermalamplificationailampforrapiddetectionofsarscov2 AT hodgesmatt artificialintelligenceassistedloopmediatedisothermalamplificationailampforrapiddetectionofsarscov2 AT butlerlisa artificialintelligenceassistedloopmediatedisothermalamplificationailampforrapiddetectionofsarscov2 AT batesmichelled artificialintelligenceassistedloopmediatedisothermalamplificationailampforrapiddetectionofsarscov2 AT laragioneroberto artificialintelligenceassistedloopmediatedisothermalamplificationailampforrapiddetectionofsarscov2 AT balachandranwamadeva artificialintelligenceassistedloopmediatedisothermalamplificationailampforrapiddetectionofsarscov2 AT fernandoanil artificialintelligenceassistedloopmediatedisothermalamplificationailampforrapiddetectionofsarscov2 AT munirmuhammad artificialintelligenceassistedloopmediatedisothermalamplificationailampforrapiddetectionofsarscov2 |