One-step colorimetric isothermal detection of COVID-19 with AI-assisted automated result analysis: A platform model for future emerging point-of-care RNA/DNA disease diagnosis

被引:21
作者
Jaroenram, Wansadaj [1 ]
Chatnuntawech, Itthi [2 ]
Kampeera, Jantana [1 ]
Pengpanich, Sukanya [1 ]
Leaungwutiwong, Pornsawan [3 ]
Tondee, Benyatip [1 ]
Sirithammajak, Sarawut [1 ]
Suvannakad, Rapheephat [1 ]
Khumwan, Pakapreud [1 ]
Dangtip, Sirintip [1 ]
Arunrut, Narong [1 ]
Bantuchai, Sirasate [4 ]
Nguitragool, Wang [5 ]
Wongwaroran, Suchawit [2 ,6 ]
Khanchaitit, Paisan [2 ]
Sattabongkot, Jetsumon [4 ]
Teerapittayanon, Surat [2 ]
Kiatpathomchai, Wansika [1 ]
机构
[1] Natl Sci & Technol Dev Agcy NSTDA, Natl Ctr Genet Engn & Biotechnol BIOTEC, Bioengn & Sensing Technol Res Team IBST, Khlong Luang, Pathum Thani, Thailand
[2] Natl Sci & Technol Dev Agcy NSTDA, Natl Nanotechnol Ctr NANOTEC, Khlong Luang, Pathum Thani, Thailand
[3] Mahidol Univ, Fac Trop Med, Dept Microbiol & Immunol, Bangkok, Thailand
[4] Mahidol Univ, Fac Trop Med, Mahidol Vivax Res Unit, Bangkok, Thailand
[5] Mahidol Univ, Fac Trop Med, Dept Mol Trop Med & Genet, Bangkok, Thailand
[6] Univ Victoria, Elect Engn Dept, Victoria, BC, Canada
关键词
Colorimetric RT-LAMP; SARS-CoV-2; Machine learning; LAMP-DETR; AMPLIFICATION LAMP; VISUAL DETECTION; MALACHITE GREEN;
D O I
10.1016/j.talanta.2022.123375
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
Colorimetric loop-mediated DNA isothermal amplification-based assays have gained momentum in the diagnosis of COVID-19 owing to their unmatched feasibility in low-resource settings. However, the vast majority of them are restricted to proprietary pH-sensitive dyes that limit downstream assay optimization or hinder efficient result interpretation. To address this problem, we developed a novel dual colorimetric RT-LAMP assay using in-house pH-dependent indicators to maximize the visual detection and assay simplicity, and further integrated it with the artificial intelligence (AI) operated tool (RT-LAMP-DETR) to enable a more precise and rapid result analysis in large scale testing. The dual assay leverages xylenol orange (XO) and a newly formulated lavender green (LG) dye for distinctive colorimetric readouts, which enhance the test accuracy when performed and analyzed simultaneously. Our RT-LAMP assay has a detection limit of 50 viral copies/reaction with the cycle threshold (Ct) value <= 39.7 +/- 0.4 determined by the WHO-approved RT-qPCR assay. RT-LAMP-DETR exhibited a complete concordance with the results from naked-eye observation and RT-qPCR, achieving 100% sensitivity, specificity, and accuracy that altogether render it suitable for ultrasensitive point-of-care COVID-19 screening efforts. From the perspective of pandemic preparedness, our method offers a simpler, faster, and cheaper (~$8/test) approach for COVID-19 testing and other emerging pathogens with respect to RT-qPCR.
引用
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页数:10
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