An Artificial Intelligence-Assisted Portable Low-Cost Device for the Rapid Detection of SARS-CoV-2
نویسندگان
چکیده
An artificial intelligence-assisted low-cost portable device for the rapid detection of severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) is presented here. This standalone temperature-controlled houses tubes designed conducting reverse transcription loop-mediated isothermal amplification (RT-LAMP) assays. Moreover, utilises illuminated by LEDs, an in-built camera, and a small onboard computer with automated image acquisition processing algorithms. intelligent significantly reduces normal assay run time removes subjectivity associated operator interpretation colourimetric RT-LAMP results. To further improve this device’s usability, mobile app has been integrated into system to control LAMP environment visually display results connecting smartphone via Bluetooth. study was undertaken using ~5000 images produced from ~200 assays prototype device. Synthetic RNA panel positive negative SARS-CoV-2 patient samples were assayed study. State-of-the-art intelligence algorithms applied these analyse them select most efficient algorithm. The template matching algorithm extraction MobileNet CNN architecture classification provided 98.0% accuracy average 20 min confirm endpoint result. Two working points chosen based on best compromise between sensitivity specificity. high point value 99.12% specificity 70.8%, while at point, 96.05% 93.59%. Furthermore, provides cost-effective platform non-health professionals detect not only but also other pathogens in resource-limited laboratories, factories, airports, schools, universities, homes.
منابع مشابه
Designing an ELISA Method for Measurement of Human IgG and IgM Antibodies against SARS-CoV-2
Background and purpose: Coronavirus disease 2019 (COVID-19) is a respiratory disease caused by severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2). In this study, an indirect ELISA method was designed to measure the human IgM and IgG antibodies against SARS-CoV-2. Materials and methods: Protein sequence of nucleocapsid antigen from SARS-CoV-2 was expressed in E. coli BL21 and then was...
متن کاملSerology Testing for SARS-CoV-2: Benefits and Challenges
As COVID-19 was declared as a pandemic by the World Health Organization (WHO) in March 2020, it is an emerging need to discuss different aspects of this pandemic. In any pandemic, valid and rapid laboratory diagnostic tests are critically important for early diagnosis, which will increase the rate of successful treatment and more importantly prevent the spread of the disease.
متن کاملInvestigating the Mechanism of Action of SARS-CoV-2 Virus for Drug Designing: A Review
Coronavirus Disease 2019 (COVID-19) is a viral pneumonia emerged in December 2019 in Wuhan, China. Its cause is a new virus from the coronavirus family scientifically named Coronavirus Acute Respiratory Syndrome 2 (SARS-CoV-2). In this review study, articles published in English until March 23, 2020 on new coronavirus infection were reviewed. These articles are obtained by searching in PubMed, ...
متن کاملSARS-CoV-2 infection: its psychiatric manifestations
Background: The clinical presentation of SARS-CoV-2 infection was initially dominated by respiratory symptoms. However the clinical spectrum is wide and neuropsychiatric syndromes are also a source of medical concern. Our aims are to present an atypical clinical presentation of SARS-CoV-2 infection characterized by auditory hallucinations and unusual behavior and to emphasize the diversity of ...
متن کاملمروری به بررسی ایمونولوژیکی SARS-Cov-2
زمینه و هدف بیماری کووید-19 یک بیماری عفونی بهشدت مسری میباشد که توسط یک کروناویروس جدید ایجاد میشود که میتواند از انسان به انسان از طریق تماس نزدیک منتقل شود. هدف از مطالعه حاضر بررسی اطلاعات جدید در زمینه ایمونولوژی کووید-19 میباشد. مواد و روشها در مطالعه مروری حاضر، از موتورهای جستجوی Google و Google Scholar و مقالات نمایه شده در پایگاههای علمی معتبر بینالمللی از جمله Pub Med، MedLi...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
ژورنال
عنوان ژورنال: Electronics
سال: 2021
ISSN: ['2079-9292']
DOI: https://doi.org/10.3390/electronics10172065