Rapid and portable quantification of HIV RNA via a smartphone-enabled digital CRISPR device and deep learning

IF 6.5 Q1 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Sensors and Actuators Reports Pub Date : 2024-06-19 DOI:10.1016/j.snr.2024.100212
Hoan T. Ngo , Patarajarin Akarapipad , Pei-Wei Lee , Joon Soo Park , Fan-En Chen , Alexander Y. Trick , Tza-Huei Wang , Kuangwen Hsieh
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Abstract

For the 29.8 million people in the world living with HIV/AIDS and receiving antiretroviral therapy, it is crucial to monitor their HIV viral loads. To this end, rapid and portable diagnostic tools that can quantify HIV RNA are critically needed. We report herein a rapid and quantitative digital CRISPR-assisted HIV RNA detection assay that has been implemented within a portable smartphone-based device as a potential solution. Specifically, we first developed a fluorescence-based reverse transcription recombinase polymerase amplification (RT-RPA)-CRISPR assay that can efficiently detect HIV RNA at 42 °C. We then implemented this assay within a commercial stamp-sized digital chip, where RNA molecules were quantified as strongly fluorescent digital reaction wells. The isothermal reaction condition and the strong fluorescence in the digital chip simplified the design of thermal and optical modules, allowing us to engineer a palm-size device measuring 70 × 115 × 80 mm and weighing less than 0.6 kg. We also capitalized the smartphone by developing a custom app to control the device, perform the digital assay, and capture fluorescence images throughout the assay using the smartphone's camera. Moreover, we trained and verified a deep learning-based algorithm for analyzing fluorescence images and identifying positive digital reaction wells with high accuracy. Using our smartphone-enabled digital CRISPR device, we successfully detected as low as 75 copies of HIV RNA in just 15 min, showing its potential toward monitoring of HIV viral loads and aiding the global effort to combat the HIV/AIDS epidemic.

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通过支持智能手机的数字 CRISPR 设备和深度学习,快速、便携地量化艾滋病毒 RNA
对于全球 2980 万接受抗逆转录病毒治疗的艾滋病毒/艾滋病感染者来说,监测他们的艾滋病毒病毒载量至关重要。为此,亟需能够定量检测 HIV RNA 的快速便携诊断工具。我们在此报告一种快速、定量的数字 CRISPR 辅助 HIV RNA 检测方法,该方法已在基于智能手机的便携式设备中实现,是一种潜在的解决方案。具体来说,我们首先开发了一种基于荧光的反转录重组聚合酶扩增(RT-RPA)-CRISPR 检测方法,该方法可在 42 °C 温度下有效检测 HIV RNA。然后,我们在商用邮票大小的数字芯片中实现了这一检测方法,RNA 分子作为强荧光数字反应孔被量化。数字芯片中的等温反应条件和强荧光简化了热模块和光学模块的设计,使我们能够设计出尺寸为 70 × 115 × 80 毫米、重量不到 0.6 千克的手掌大小的设备。我们还利用智能手机,开发了一款定制应用程序来控制设备、执行数字检测,并在整个检测过程中使用智能手机的摄像头捕捉荧光图像。此外,我们还训练并验证了一种基于深度学习的算法,用于分析荧光图像并高精度地识别阳性数字反应孔。利用我们的智能手机数字 CRISPR 设备,我们在短短 15 分钟内就成功检测到了低至 75 个拷贝的 HIV RNA,显示了其在监测 HIV 病毒载量和协助全球抗击艾滋病流行方面的潜力。
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来源期刊
CiteScore
9.60
自引率
0.00%
发文量
60
审稿时长
49 days
期刊介绍: Sensors and Actuators Reports is a peer-reviewed open access journal launched out from the Sensors and Actuators journal family. Sensors and Actuators Reports is dedicated to publishing new and original works in the field of all type of sensors and actuators, including bio-, chemical-, physical-, and nano- sensors and actuators, which demonstrates significant progress beyond the current state of the art. The journal regularly publishes original research papers, reviews, and short communications. For research papers and short communications, the journal aims to publish the new and original work supported by experimental results and as such purely theoretical works are not accepted.
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