Rapid single-tier serodiagnosis of Lyme disease

被引:0
|
作者
Ghosh, Rajesh [1 ]
Joung, Hyou-Arm [2 ,3 ]
Goncharov, Artem [2 ,3 ]
Palanisamy, Barath [1 ]
Ngo, Kevin [1 ]
Pejcinovic, Katarina [1 ]
Krockenberger, Nicole [1 ]
Horn, Elizabeth J. [4 ]
Garner, Omai B. [5 ]
Ghazal, Ezdehar [6 ]
O'Kula, Andrew [6 ]
Arnaboldi, Paul M. [6 ,7 ]
Dattwyler, Raymond J. [6 ,7 ]
Ozcan, Aydogan [1 ,2 ,3 ,8 ]
Di Carlo, Dino [1 ,3 ,9 ]
机构
[1] Univ Calif Los Angeles, Bioengn Dept, Los Angeles, CA 90095 USA
[2] Univ Calif Los Angeles, Elect & Comp Engn Dept, Los Angeles, CA 90095 USA
[3] Univ Calif Los Angeles, Calif Nanosyst Inst CNSI, Los Angeles, CA 90095 USA
[4] Lyme Dis Biobank, Portland, OR 97221 USA
[5] Univ Calif Los Angeles, Dept Pathol & Lab Med, Los Angeles, CA 90095 USA
[6] New York Med Coll, Dept Pathol Microbiol & Immunol, Valhalla, NY 10595 USA
[7] Biopeptides Corp, Ridgefield, CT 06877 USA
[8] Univ Calif Los Angeles, Dept Surg, Los Angeles, CA 90095 USA
[9] Univ Calif Los Angeles, Dept Mech Engn, Los Angeles, CA 90095 USA
基金
美国国家卫生研究院; 美国国家科学基金会;
关键词
BORRELIA-BURGDORFERI INFECTION; IMMUNOASSAY;
D O I
10.1038/s41467-024-51067-5
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Point-of-care serological and direct antigen testing offers actionable insights for diagnosing challenging illnesses, empowering distributed health systems. Here, we report a POC-compatible serologic test for Lyme disease (LD), leveraging synthetic peptides specific to LD antibodies and a paper-based platform for rapid, and cost-effective diagnosis. Antigenic epitopes conserved across Borrelia burgdorferi genospecies, targeted by IgG and IgM antibodies, are selected to develop a multiplexed panel for detection of LD antibodies from patient sera. Multiple peptide epitopes, when combined synergistically with a machine learning-based diagnostic model achieve high sensitivity without sacrificing specificity. Blinded validation with 15 LD-positive and 15 negative samples shows 95.5% sensitivity and 100% specificity. Blind testing with the CDC's LD repository samples confirms the test accuracy, matching lab-based two-tier results, correctly differentiating between LD and look-alike diseases. This LD diagnostic test could potentially replace the cumbersome two-tier testing, improving diagnosis and enabling earlier treatment while facilitating immune monitoring and surveillance. Lyme disease is the leading vector-borne disease in North America and Europe, but it lacks single tests for early diagnosis. Here, authors develop a rapid and low-cost serologic test using synthetic peptides, a paper-based assay, and machine learning.
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页数:13
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