Cellphone-Based Hand-Held Microplate Reader for Point-of-Care Testing of Enzyme-Linked Immunosorbent Assays

被引:283
作者
Berg, Brandon [1 ,2 ]
Cortazar, Bingen [1 ]
Tseng, Derek [1 ,3 ]
Ozkan, Haydar [1 ,3 ,4 ]
Feng, Steve [1 ]
Wei, Qingshan [1 ,3 ]
Chan, Raymond Yan-Lok [1 ]
Burbano, Jordi [1 ]
Farooqui, Qamar [1 ]
Lewinski, Michael [3 ,5 ]
Di Carlo, Dino [3 ,6 ,7 ]
Garner, Omai B. [8 ]
Ozcan, Aydogan [1 ,3 ,6 ,9 ]
机构
[1] Univ Calif Los Angeles, Dept Elect Engn, Los Angeles, CA 90095 USA
[2] Univ Calif Los Angeles, Dept Phys & Astron, Los Angeles, CA 90095 USA
[3] Univ Calif Los Angeles, Dept Bioengn, Los Angeles, CA 90095 USA
[4] Fatih Sultan Mehmet Vakif Univ, Dept Biomed Engn, TR-34445 Istanbul, Turkey
[5] Roche Mol Syst Inc, Pleasanton, CA 94588 USA
[6] Univ Calif Los Angeles, California NanoSyst Inst CNSI, Los Angeles, CA 90095 USA
[7] Univ Calif Los Angeles, Jonsson Comprehens Canc Ctr, Los Angeles, CA 90095 USA
[8] Univ Calif Los Angeles, David Geffen Sch Med, Dept Pathol & Lab Med, Los Angeles, CA 90095 USA
[9] Univ Calif Los Angeles, David Geffen Sch Med, Dept Surg, Los Angeles, CA 90095 USA
基金
美国国家科学基金会;
关键词
ELISA; immunoassay point-of-care; microplate reader; smartphone; vaccination telemedicine; COLORIMETRIC DETECTION; MOBILE PHONE; SMARTPHONE; PLATFORM; CHIP;
D O I
10.1021/acsnano.5b03203
中图分类号
O6 [化学];
学科分类号
0703 ;
摘要
Standard microplate based enzyme-linked immunosorbent assays (ELISA) are widely utilized for various nanomedicine, molecular sensing, and disease screening applications, and this multiwell plate batched analysis dramatically reduces diagnosis costs per patient compared to nonbatched or nonstandard tests. However, their use in resource-limited and field-settings is inhibited by the necessity for relatively large and expensive readout instruments. To mitigate this problem, we created a hand-held and cost-effective cellphone-based colorimetric microplate reader, which uses a 3D-printed opto-mechanical attachment to hold and illuminate a 96-well plate using a light-emitting-diode (LED) array. This LED light is transmitted through each well, and is then collected via 96 individual optical fibers. Captured images of this fiber-bundle are transmitted to our servers through a custom-designed app for processing using a machine learning algorithm, yielding diagnostic results, which are delivered to the user within similar to 1 min per 96-well plate, and are visualized using the same app. We successfully tested this mobile platform in a clinical microbiology laboratory using FDA-approved mumps IgG, measles IgG, and herpes simplex virus IgG (HSV-1 and,HSV-2) ELISA tests using a total of 567 and 571 patient samples for training and blind testing, respectively, and achieved an accuracy of 99.6%, 98.6%, 99.4%, and 99.4% for mumps, measles, HSV-1, and HSV-2 tests, respectively. This cost-effective and hand-held platform could assist health-care professionals to perform high-throughput disease screening or tracking of vaccination campaigns at the point-of-care, even in resource-poor and field-settings. Also, its intrinsic wireless connectivity can serve epidemiological studies, generating spatiotemporal maps of disease prevalence and immunity.
引用
收藏
页码:7857 / 7866
页数:10
相关论文
共 59 条
[1]   Digital imaging as a detection method for a fluorescent protease assay in 96-well and miniaturized assay plate formats [J].
Abriola, L ;
Chin, M ;
Fuerst, P ;
Schweitzer, R ;
Sills, MA .
JOURNAL OF BIOMOLECULAR SCREENING, 1999, 4 (03) :121-127
[2]   Wireless Monitoring of Liver Hemodynamics In Vivo [J].
Akl, Tony J. ;
Wilson, Mark A. ;
Ericson, M. Nance ;
Farquhar, Ethan ;
Cote, Gerard L. .
PLOS ONE, 2014, 9 (07)
[3]   Fast cross-validation algorithms for least squares support vector machine and kernel ridge regression [J].
An, Senjian ;
Liu, Wanquan ;
Venkatesh, Svetha .
PATTERN RECOGNITION, 2007, 40 (08) :2154-2162
[4]  
[Anonymous], HERP 1 ELISA IGG
[5]  
[Anonymous], LAB PROC MAN MUMPS A
[6]  
[Anonymous], 2012, INT C FIN CRYPT DAT, DOI [10.1007/978-3-642-32946-318, DOI 10.1007/978-3-642-32946-318]
[7]  
[Anonymous], DYN PLAT READ HAL LE
[8]  
[Anonymous], MICR READ BIOCHR EZ
[9]  
[Anonymous], 2013, Eur. J. Biomed. Inform. (Praha)
[10]  
[Anonymous], PR 4100 ABS MICR REA