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Abstract
PURPOSE OF REVIEW Lyme disease is an important, vector-borne infection found throughout the temperate Northern hemisphere. The disease causes rash, acute systemic illness, and in some untreated patients, inflammatory arthritis. This review examines the emergence, clinical features and management of early Lyme disease and Lyme arthritis. RECENT FINDINGS There has been continuing progress in characterizing the clinical manifestations, diagnostic testing and treatment of Lyme disease. Almost all patients with early Lyme disease can be cured with antibiotic treatment. In most cases, Lyme arthritis also responds to antibiotics, but some patients require additional treatment approaches. SUMMARY The diagnosis of Lyme disease is based on clinical manifestations and adjunctive laboratory testing. For the rheumatologist, Lyme arthritis should be recognized by a pattern of attacks of asymmetric, oligo-arthritis, recognizable by clinical manifestations in the same way that other rheumatic diseases, such as gout or rheumatoid arthritis, are diagnosed.
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Joung HA, Ballard ZS, Wu J, Tseng DK, Teshome H, Zhang L, Horn EJ, Arnaboldi PM, Dattwyler RJ, Garner OB, Di Carlo D, Ozcan A. Point-of-Care Serodiagnostic Test for Early-Stage Lyme Disease Using a Multiplexed Paper-Based Immunoassay and Machine Learning. ACS NANO 2020; 14:229-240. [PMID: 31849225 DOI: 10.1021/acsnano.9b08151] [Citation(s) in RCA: 45] [Impact Index Per Article: 11.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/16/2023]
Abstract
Caused by the tick-borne spirochete Borrelia burgdorferi, Lyme disease (LD) is the most common vector-borne infectious disease in North America and Europe. Though timely diagnosis and treatment are effective in preventing disease progression, current tests are insensitive in early stage LD, with a sensitivity of <50%. Additionally, the serological testing currently recommended by the U.S. Center for Disease Control has high costs (>$400/test) and extended sample-to-answer timelines (>24 h). To address these challenges, we created a cost-effective and rapid point-of-care (POC) test for early-stage LD that assays for antibodies specific to seven Borrelia antigens and a synthetic peptide in a paper-based multiplexed vertical flow assay (xVFA). We trained a deep-learning-based diagnostic algorithm to select an optimal subset of antigen/peptide targets and then blindly tested our xVFA using human samples (N(+) = 42, N(-) = 54), achieving an area-under-the-curve (AUC), sensitivity, and specificity of 0.950, 90.5%, and 87.0%, respectively, outperforming previous LD POC tests. With batch-specific standardization and threshold tuning, the specificity of our blind-testing performance improved to 96.3%, with an AUC and sensitivity of 0.963 and 85.7%, respectively.
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Affiliation(s)
- Hyou-Arm Joung
- Department of Electrical & Computer Engineering , University of California , Los Angeles , California 90025 , United States
- California NanoSystems Institute (CNSI) , University of California , Los Angeles , California 90025 , United States
- Department of Bioengineering , University of California , Los Angeles , California 90025 , United States
| | - Zachary S Ballard
- Department of Electrical & Computer Engineering , University of California , Los Angeles , California 90025 , United States
- California NanoSystems Institute (CNSI) , University of California , Los Angeles , California 90025 , United States
- Department of Bioengineering , University of California , Los Angeles , California 90025 , United States
| | - Jing Wu
- Department of Electrical & Computer Engineering , University of California , Los Angeles , California 90025 , United States
- Department of Chemistry , Lanzhou University , Lanzhou , Gansu 730000 , China
| | - Derek K Tseng
- Department of Electrical & Computer Engineering , University of California , Los Angeles , California 90025 , United States
| | - Hailemariam Teshome
- Department of Neuroscience , University of California , Los Angeles , California 90025 , United States
| | - Linghao Zhang
- Department of Mechanical Engineering , University of California , Los Angeles , California 90025 , United States
| | | | - Paul M Arnaboldi
- Department of Microbiology/Immunology , New York Medical College , Valhalla , New York 10595 , United States
| | - Raymond J Dattwyler
- Department of Microbiology/Immunology , New York Medical College , Valhalla , New York 10595 , United States
| | - Omai B Garner
- Department of Pathology and Laboratory Medicine , University of California , Los Angeles , California 90025 , United States
| | - Dino Di Carlo
- California NanoSystems Institute (CNSI) , University of California , Los Angeles , California 90025 , United States
- Department of Bioengineering , University of California , Los Angeles , California 90025 , United States
- Department of Mechanical Engineering , University of California , Los Angeles , California 90025 , United States
| | - Aydogan Ozcan
- Department of Electrical & Computer Engineering , University of California , Los Angeles , California 90025 , United States
- California NanoSystems Institute (CNSI) , University of California , Los Angeles , California 90025 , United States
- Department of Bioengineering , University of California , Los Angeles , California 90025 , United States
- Department of Surgery , University of California , Los Angeles , California 90025 , United States
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Abstract
A 72-year-old man was admitted with complaints of sudden-onset oppressive precordial pain radiating to the back for 1 hour. He had hypotension, peripheral cyanosis and cold extremities. An initial assessment was done and acute coronary syndrome was excluded. After the patient was admitted, he developed fever and increased levels of inflammatory markers. Data obtained from CT angiography and transoesophageal echocardiogram revealed diffuse parietal thickening of the arch and the descending thoracic aorta, as well as dilatation of the aortic root and the proximal ascending aorta. In addition, the test for Borrelia burgdorferi was positive, and the patient was diagnosed with Lyme vasculitis of the thoracic aorta. He was treated with doxycycline for 3 weeks. Two months later, the patient exhibited a Stanford type A aortic dissection (clinically stable), which was treated by prosthesis replacement. The patient has remained asymptomatic for 1 year after the episode, performing his routine daily activities.
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Affiliation(s)
- Rita Reis Correia
- Internal Medicine Department, Unidade Local de Saude de Castelo Branco EPE, Castelo Branco, Portugal
| | - Fábia Cruz
- Internal Medicine Department, Unidade Local de Saude de Castelo Branco EPE, Castelo Branco, Portugal
| | - Sandra Martin
- Internal Medicine Department, Unidade Local de Saude de Castelo Branco EPE, Castelo Branco, Portugal
| | - Maria Eugenia André
- Internal Medicine Department, Unidade Local de Saude de Castelo Branco EPE, Castelo Branco, Portugal
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Abstract
PURPOSE OF REVIEW Since recognition in 1975, Lyme disease has become the most common vector-borne illness in North America and Europe. The clinical features are well-characterized and treatment is usually curative, but misperceptions about morbidity persist. The purpose of this review is to examine advances in the diagnosis and treatment of Lyme disease, as well as ongoing management challenges. RECENT FINDINGS It is useful to recognize that Lyme disease occurs in stages, with early- and late-stage disease. Clinical expression is in part determined by Borrelial variability. For example, some strains of Borrelia burgdorferi, the causative organism in North America, are particularly arthritogenic. Most patients with early Lyme disease can be cured with a single course of oral antibiotic therapy, in contrast to some patients with Lyme arthritis, a late-stage manifestation, who are more antibiotic refractory and require other treatment strategies. Successful treatment of Lyme disease begins with successful diagnosis and with an understanding of the emergence, clinical features, and impact of Lyme disease over the past half century.
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Affiliation(s)
- Robert T Schoen
- Section of Rheumatology, Allergy and Clinical Immunology, Yale University School of Medicine, 60 Temple Street, Suite 6A, New Haven, CT, 06510, USA.
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Joung HA, Ballard ZS, Ma A, Tseng DK, Teshome H, Burakowski S, Garner OB, Di Carlo D, Ozcan A. Paper-based multiplexed vertical flow assay for point-of-care testing. LAB ON A CHIP 2019; 19:1027-1034. [PMID: 30729974 DOI: 10.1039/c9lc00011a] [Citation(s) in RCA: 41] [Impact Index Per Article: 8.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/21/2023]
Abstract
We developed a multiplexed point-of-care immunodiagnostic assay for antibody detection in human sera made through the vertical stacking of functional paper layers. In this multiplexed vertical flow immunodiagnostic assay (xVFA), a colorimetric signal is generated by gold nanoparticles captured on a spatially-multiplexed sensing membrane containing specific antigens. The assay is completed in 20 minutes, following which the sensing membrane is imaged by a cost-effective mobile-phone reader. The images are sent to a server, where the results are rapidly analyzed and relayed back to the user. The performance of the assay was evaluated by measuring Lyme-specific antibodies in human sera as model target antibodies. The presented platform is rapid, simple, inexpensive, and allows for simultaneous and quantitative measurement of multiple antibodies and/or antigens making it a suitable point-of-care platform for disease diagnostics.
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Affiliation(s)
- Hyou-Arm Joung
- Electrical & Computer Engineering Department, University of California, Los Angeles, California 90095, USA.
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