Prospects of Using Machine Learning and Diamond Nanosensing for High Sensitivity SARS-CoV-2 Diagnosis

被引:4
作者
Qureshi, Shahzad Ahmad [1 ,2 ]
Aman, Haroon [3 ,4 ]
Schirhagl, Romana [5 ]
机构
[1] Pakistan Inst Engn & Appl Sci PIEAS, Dept Comp & Informat Sci, Islamabad 45650, Pakistan
[2] Pakistan Inst Engn & Appl Sci PIEAS, Ctr Math Sci, Islamabad 45650, Pakistan
[3] Univ Queensland, Sch Math & Phys, St Lucia, Qld 4072, Australia
[4] Pakistan Inst Engn & Appl Sci PIEAS, Natl Inst Lasers & Optron Coll, Islamabad 45650, Pakistan
[5] Univ Groningen, Univ Med Ctr Groningen, Antonius Deusinglaan 1, NL-9713 AW Groningen, Netherlands
关键词
artificial intelligence; machine learning; deep learning; fluorescent nanodiamonds; spin relaxometry; COVID-19; biosensing; NITROGEN-VACANCY CENTER; COVID-19; NANODIAMONDS; RELAXOMETRY; SPIN;
D O I
10.3390/magnetochemistry9070171
中图分类号
O61 [无机化学];
学科分类号
070301 ; 081704 ;
摘要
The worldwide death toll claimed by Acute Respiratory Syndrome Coronavirus Disease 2019 (SARS-CoV), including its prevailed variants, is 6,812,785 (worldometer.com accessed on 14 March 2023). Rapid, reliable, cost-effective, and accurate diagnostic procedures are required to manage pandemics. In this regard, we bring attention to quantum spin magnetic resonance detection using fluorescent nanodiamonds for biosensing, ensuring the benefits of artificial intelligence-based biosensor design on an individual patient level for disease prediction and data interpretation. We compile the relevant literature regarding fluorescent nanodiamonds-based SARS-CoV-2 detection along with a short description of viral proliferation and incubation in the cells. We also propose a potentially effective strategy for artificial intelligence-enhanced SARS-CoV-2 biosensing. A concise overview of the implementation of artificial intelligence algorithms with diamond magnetic nanosensing is included, covering this roadmap's benefits, challenges, and prospects. Some mutations are alpha, beta, gamma, delta, and Omicron with possible symptoms, viz. runny nose, fever, sore throat, diarrhea, and difficulty breathing accompanied by severe body pain. The recommended strategy would deliver reliable and improved diagnostics against possible threats due to SARS-CoV mutations, including possible pathogens in the future.
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页数:15
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