Smartphone-based platforms implementing microfluidic detection with image-based artificial intelligence
Bangfeng Wang,Yiwei Li,Mengfan Zhou,Yulong Han,Mingyu Zhang,Zhaolong Gao,Zetai Liu,Peng Chen,Wei Du,Jing Zhang,Xiao Jun Feng,Bi-Feng Liu +11 more
TL;DR: In this article , the authors summarize recent progress in mobile health platforms, including the aspects of microfluidic chips, imaging modalities, supporting components, and the development of software algorithms.
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Abstract: The frequent outbreak of global infectious diseases has prompted the development of rapid and effective diagnostic tools for the early screening of potential patients in point-of-care testing scenarios. With advances in mobile computing power and microfluidic technology, the smartphone-based mobile health platform has drawn significant attention from researchers developing point-of-care testing devices that integrate microfluidic optical detection with artificial intelligence analysis. In this article, we summarize recent progress in these mobile health platforms, including the aspects of microfluidic chips, imaging modalities, supporting components, and the development of software algorithms. We document the application of mobile health platforms in terms of the detection objects, including molecules, viruses, cells, and parasites. Finally, we discuss the prospects for future development of mobile health platforms.
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References
Polyphenol and self-assembly: metal polyphenol nanonetwork for drug delivery and pharmaceutical applications
Xingcai Zhang,Gaurav Parekh,Baoling Guo,Baoling Guo,Xing Huang,Yuqing Dong,Wen Han,Xing Chen,Gao Xiao +8 more
- 12 Apr 2019
TL;DR: In this article, the authors propose a new formula for the F1 world championship, which is based on the same formula as F1-F1-CUP.[Formula: see text]
42
A low cost and portable smartphone microscopic device for cell counting
TL;DR: This low cost and portable smartphone microscopic platform can be used as common and convenient tools to perform true point-of-care biomedical or biochemical lab-on-a-chip applications.
41
An inexpensive smartphone-based device for point-of-care ovulation testing
Vaishnavi Potluri,Preethi Sangeetha Kathiresan,Hemanth Kandula,Prudhvi Thirumalaraju,Manoj Kumar Kanakasabapathy,Sandeep Kota Sai Pavan,Divyank Yarravarapu,Anand Soundararajan,Karthik Baskar,Raghav Gupta,Neeraj Gudipati,John C. Petrozza,Hadi Shafiee,Hadi Shafiee +13 more
TL;DR: A smartphone-based point-of-care device for automated ovulation testing using artificial intelligence (AI) by detecting fern patterns in a small volume of saliva that is air-dried on a microfluidic device shows >99% accuracy in effectively predicting ovulation.
Development and evaluation of inexpensive automated deep learning-based imaging systems for embryology
Manoj Kumar Kanakasabapathy,Prudhvi Thirumalaraju,Charles L. Bormann,Hemanth Kandula,Irene Dimitriadis,Irene Souter,V. Yogesh,Sandeep Kota Sai Pavan,Divyank Yarravarapu,Raghav Gupta,Rohan Pooniwala,Hadi Shafiee,Hadi Shafiee +12 more
TL;DR: Using a layered learning approach, it is shown that network models pre-trained with high quality embryo image data can be re-trained using data recorded on such low-cost, portable optical systems for embryo assessment and classification when relatively low-resolution image data are used.
40
Click chemistry extracellular vesicle/peptide/chemokine nanocarriers for treating central nervous system injuries
Hui Shi Ruan,Yongfang Li,Zheng Wang,Yixu Jiang,Yu Long Han,Yiwei Li,Dandan Zheng,Jing Ye,Gang Chen,Guo-Yuan Yang,Lianfu Deng,Min Guo,Jing Zhang,Yaohui Tang,Wenguo Cui +14 more
TL;DR: In this paper , extracellular vesicles (EVs) secreted by M2 microglia are used to improve the differentiation of neural stem cells (NSCs) at the injured site, and simultaneously modify them with the injured vascular targeting peptide (DA7R) and the stem cell recruiting factor (SDF-1) on their surface via copper-free click chemistry to recruit NSCs, inducing their neuronal differentiation, and serving as the nanocarriers at the damaged site (Dual-EV).
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