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Sadilek A, Hswen Y, Bavadekar S, Shekel T, Brownstein JS, Gabrilovich E. Lymelight: forecasting Lyme disease risk using web search data. NPJ Digit Med 2020; 3:16. [PMID: 32047861 PMCID: PMC7000681 DOI: 10.1038/s41746-020-0222-x] [Citation(s) in RCA: 12] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/29/2019] [Accepted: 12/19/2019] [Indexed: 02/02/2023] Open
Abstract
Lyme disease is the most common tick-borne disease in the Northern Hemisphere. Existing estimates of Lyme disease spread are delayed a year or more. We introduce Lymelight-a new method for monitoring the incidence of Lyme disease in real-time. We use a machine-learned classifier of web search sessions to estimate the number of individuals who search for possible Lyme disease symptoms in a given geographical area for two years, 2014 and 2015. We evaluate Lymelight using the official case count data from CDC and find a 92% correlation (p < 0.001) at county level. Importantly, using web search data allows us not only to assess the incidence of the disease, but also to examine the appropriateness of treatments subsequently searched for by the users. Public health implications of our work include monitoring the spread of vector-borne diseases in a timely and scalable manner, complementing existing approaches through real-time detection, which can enable more timely interventions. Our analysis of treatment searches may also help reduce misdiagnosis of the disease.
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Affiliation(s)
| | - Yulin Hswen
- Department of Social and Behavioral Sciences, Harvard T.H. Chan School of Public Health, Boston, MA USA
- Computational Epidemiology Lab, Boston Children’s Hospital, Boston, MA USA
| | | | | | - John S. Brownstein
- Computational Epidemiology Lab, Boston Children’s Hospital, Boston, MA USA
- Department of Pediatrics, Harvard Medical School, Massachusetts, USA
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Richer O, Coupet A, Berciaud S, Pillet P. Atteintes rhumatologiques : Quand évoquer et ne pas évoquer une maladie de Lyme ? Arch Pediatr 2013. [DOI: 10.1016/s0929-693x(13)71299-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
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3
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Progressive diplopia and facial weakness in a 62-year-old woman. J Neuroophthalmol 2012. [PMID: 23196947 DOI: 10.1097/wno.0b013e31825daccd] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
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Blin-Rochemaure N, Quinet B. [Should a lumbar puncture be performed in any child with acute peripheral facial palsy and clinical suspicion of Lyme borreliosis?]. Arch Pediatr 2012; 19:1354-61. [PMID: 23116983 DOI: 10.1016/j.arcped.2012.09.016] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/24/2011] [Revised: 07/04/2012] [Accepted: 09/25/2012] [Indexed: 10/26/2022]
Abstract
Lyme borreliosis should be considered in any child affected with acute peripheral facial palsy without obvious cause in endemic areas, especially if it happens from May to November, with a history of erythema migrans, tick bite, or possible exposure during the previous weeks. The clinical appearance of Lyme borreliosis differs between adults and children and according to the geographical origin of the infection: therefore it is difficult to interpret and follow the recommendations for the management and treatment of this disease. Neuroborreliosis is more frequent in Europe than in the United States, and meningitis associated to facial palsy occurs earlier and is more frequent among the European pediatric population, too. When peripheral facial palsy occurs and there is suspicion of Lyme borreliosis, it seems necessary to perform a lumbar puncture in order to support the diagnosis with detection of intrathecal synthesis of specific antibodies, sometimes more abundant than in the serum, and thus to adapt the antibiotic therapy modalities. Parenteral antibiotherapy is recommended if any involvement is detected in the cerebrospinal fluid, while oral antibiotherapy should be prescribed for isolated facial palsies. Follow-up should be made according to clinical symptoms with a close collaboration between pediatricians, infection disease specialists, and ENT specialists.
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Affiliation(s)
- N Blin-Rochemaure
- Service de neuropédiatrie, hôpital Raymond-Poincaré, AP-HP, 104, boulevard Raymond-Poincaré, 92380 Garches, France.
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Samimi S, Salah S, Bonicel P. [Acquired nystagmus in a 12-year-old boy as initial presentation of Lyme disease]. J Fr Ophtalmol 2011; 34:325.e1-3. [PMID: 21496946 DOI: 10.1016/j.jfo.2010.11.015] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/15/2010] [Revised: 09/25/2010] [Accepted: 11/04/2010] [Indexed: 11/15/2022]
Abstract
We report the case of a 12-year-old boy presenting with acquired horizontal nystagmus, headaches, and vertigo. CT, MRI, viral tests, and the Lyme disease test were at first negative. We made the diagnosis of neuroborreliosis based on a repeated Lyme disease test and lumbar puncture revealing intrathecal synthesis of specific antibodies. Adjusted antibiotic treatment led to complete disappearance of symptoms. Lyme borreliosis is difficult to diagnose and should be sought in case of unusual neuro-ophthalmic signs, especially in children.
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Affiliation(s)
- S Samimi
- Service d'ophtalmologie, centre hospitalier régional d'Orléans, 14, avenue de l'Hôpital, 45067 Orléans cedex 02, France.
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Pereyra-Rodríguez JJ, Bernabeu-Wittel J, Cañas E, Conejo-Mir J. [Slowly enlarging erythematous macule]. Enferm Infecc Microbiol Clin 2011; 29:68-9. [PMID: 21194805 DOI: 10.1016/j.eimc.2010.04.015] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/15/2010] [Revised: 04/12/2010] [Accepted: 04/22/2010] [Indexed: 10/18/2022]
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Haber L, Womack E, Zimmerman C, Hughes J. Clinical manifestations and treatment of the pediatric rheumatoid patient. Clin Podiatr Med Surg 2010; 27:219-33. [PMID: 20470954 DOI: 10.1016/j.cpm.2009.12.006] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/19/2022]
Abstract
The management goal of juvenile rheumatoid arthritis (JRA) is to achieve early diagnosis and treatment so that arthritis can be resolved at an early stage, which avoids long-term damage and provides a good outcome of the affected inflammatory joints. This article describes presentation, classification, evaluation, and treatment of JRA as it relates to the foot and ankle. Because the course of JRA is complex and the optimal management is highly variable in each patient, this article can only offer recommendations. Actual treatment should be individualized to meet the conditions of each patient.
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Affiliation(s)
- Lawrence Haber
- Department of Orthopaedic Surgery, University of Mississippi Medical Center, 2500 North State Street, Jackson, MS 39216, USA.
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Hildenbrand P, Craven DE, Jones R, Nemeskal P. Lyme neuroborreliosis: manifestations of a rapidly emerging zoonosis. AJNR Am J Neuroradiol 2009; 30:1079-87. [PMID: 19346313 DOI: 10.3174/ajnr.a1579] [Citation(s) in RCA: 101] [Impact Index Per Article: 6.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/10/2023]
Abstract
Lyme disease has a worldwide distribution and is the most common vector-borne disease in the United States. Incidence, clinical manifestations, and presentations vary by geography, season, and recreational habits. Lyme neuroborreliosis (LNB) is neurologic involvement secondary to systemic infection by the spirochete Borrelia burgdorferi in the United States and by Borrelia garinii or Borrelia afzelii species in Europe. Enhanced awareness of the clinical presentation of Lyme disease allows inclusion of LNB in the imaging differential diagnosis of facial neuritis, multiple enhancing cranial nerves, enhancing noncompressive radiculitis, and pediatric leptomeningitis with white matter hyperintensities on MR imaging. The MR imaging white matter appearance of successfully treated LNB and multiple sclerosis display sufficient similarity to suggest a common autoimmune pathogenesis for both. This review highlights differences in the epidemiology, clinical manifestations, diagnosis, and management of Lyme disease in the United States, Europe, and Asia, with an emphasis on neurologic manifestations and neuroimaging.
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Affiliation(s)
- P Hildenbrand
- Department of Radiology, Lahey Clinic Medical Center, Burlington, MA 01805, USA.
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Lopez MD, Wise C. Acute ataxia in a 4-year-old boy: a case of Lyme disease neuroborreliosis. Am J Emerg Med 2008; 26:1069.e5-6. [DOI: 10.1016/j.ajem.2008.03.029] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/14/2008] [Accepted: 03/15/2008] [Indexed: 10/21/2022] Open
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Improved laboratory diagnostics of Lyme neuroborreliosis in children by detection of antibodies to new antigens in cerebrospinal fluid. Pediatr Infect Dis J 2008; 27:605-12. [PMID: 18536620 DOI: 10.1097/inf.0b013e31816a1e29] [Citation(s) in RCA: 13] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
Abstract
BACKGROUND Laboratory diagnostics in Lyme neuroborreliosis need improvement. We hereby investigate 4 new recombinant or peptide Borrelia antigens in cerebrospinal fluid in children with neuroborreliosis to evaluate their performance as diagnostic antigens. METHODS An enzyme-linked immunosorbent assay was used to detect IgG antibodies to recombinant decorin binding protein A (DbpA), BBK32, outer surface protein C (OspC), and the invariable region 6 peptide (IR6). The recombinant antigens originated from 3 pathogenic subspecies; Borrelia afzelii, Borrelia garinii, and Borrelia burgdorferi sensu stricto. Cerebrospinal fluid and serum from children with clinical features indicative for neuroborreliosis (n = 57) were analyzed. Classification of patients was based on clinical symptoms and laboratory findings. Controls were children with other neurologic diseases (n = 20) and adult patients with no proven infection (n = 16). RESULTS Sensitivity for DbpA was 82%, for BBK32 70%, for OspC 58% and for IR6 70%. Specificities were 94%, 100%, 97%, and 97%, respectively. No single antigen was superior. When new antigens were combined in a panel, sensitivity was 80% and specificity 100%. The reference flagella antigen showed a sensitivity of 60% and a specificity of 100%. Over all, the B. garinii related antigens dominated. CONCLUSIONS Recombinant DbpA and BBK32 as well as the peptide antigen IR6 perform well in laboratory diagnostics of neuroborreliosis in children. New antigens seem to improve diagnostic performance when compared with the routine flagella antigen. If different antigens are combined in a panel to cover the antigenic diversity, sensitivity improves further and a specificity of 100% can be achieve.
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Silver E, Pass RH, Kaufman S, Hordof AJ, Liberman L. Complete heart block due to Lyme carditis in two pediatric patients and a review of the literature. CONGENIT HEART DIS 2008; 2:338-41. [PMID: 18377450 DOI: 10.1111/j.1747-0803.2007.00122.x] [Citation(s) in RCA: 14] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 10/22/2022]
Abstract
Carditis is a common manifestation of adult patients with Lyme disease affecting 4-10% of Lyme patients in the United States. However, children with Lyme disease rarely present with acute carditis. The management of pediatric patients with complete heart block (CHB) secondary to Lyme carditis has not been well described. We report the acute management of 2 pediatric patients that presented in CHB secondary to Lyme disease.
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Affiliation(s)
- Eric Silver
- New York Presbyterian Hospital, Columbia University, Division of Pediatric Cardiology, Arrhythmia Service, New York, NY, USA
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Abstract
Lyme disease is the most common tick-borne disease in the United States. This review details the risk factors, clinical presentation, treatment, and prophylaxis for the disease. Information was obtained from a search of the PubMed and MEDLINE databases (keyword: Lyme disease) for articles published from August 31, 1997, through September 1, 2007. Approximately 20,000 cases of Lyme disease are reported annually. Residents of the coastal Northeast, northwest California, and the Great Lakes region are at highest risk. Children and those spending extended time outdoors in wooded areas are also at increased risk. The disease is transmitted to humans through the bite of the Ixodes tick (Ixodes scapularis and Ixodes pacificus). Typically, the tick must feed for at least 36 hours for transmission of the causative bacterium, Borrelia burgdorferi, to occur. Each of the 3 stages of the disease is associated with specific clinical features: early localized infection, with erythema migrans, fever, malaise, fatigue, headache, myalgias, and arthralgias; early disseminated infection (occurring days to weeks later), with neurologic, musculoskeletal, or cardiovascular symptoms and multiple erythema migrans lesions; and late disseminated infection, with intermittent swelling and pain of 1 or more joints (especially knees). Neurologic manifestations (neuropathy or encephalopathy) may occur. Diagnosis is usually made clinically. Treatment is accomplished with doxycycline or amoxicillin; cefuroxime axetil or erythromycin can be used as an alternative. Late or severe disease requires intravenous ceftriaxone or penicillin G. Single-dose doxycycline (200 mg orally) can be used as prophylaxis in selected patients. Preventive measures should be emphasized to patients to help reduce risk.
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Affiliation(s)
- Robert L Bratton
- Department of Family Medicine, Mayo Clinic, 13400 E Shea Blvd, Scottsdale, AZ 85259, USA
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Jarefors S, Janefjord CK, Forsberg P, Jenmalm MC, Ekerfelt C. Decreased up-regulation of the interleukin-12Rbeta2-chain and interferon-gamma secretion and increased number of forkhead box P3-expressing cells in patients with a history of chronic Lyme borreliosis compared with asymptomatic Borrelia-exposed individuals. Clin Exp Immunol 2007; 147:18-27. [PMID: 17177959 PMCID: PMC1810439 DOI: 10.1111/j.1365-2249.2006.03245.x] [Citation(s) in RCA: 15] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/31/2023] Open
Abstract
Lyme borreliosis (LB) can, despite adequate antibiotic treatment, develop into a chronic condition with persisting symptoms such as musculoskeletal pain, subjective alteration of cognition and fatigue. The mechanism behind this is unclear, but it has been postulated that an aberrant immunological response might be the cause. In this study we investigated the expression of the T helper 1 (Th1) marker interleukin (IL)-12Rbeta2, the marker for T regulatory cells, forkhead box P3 (FoxP3) and the cytokine profile in patients with a history of chronic LB, subacute LB, previously Borrelia-exposed asymptomatic individuals and healthy controls. Fifty-four individuals (12 chronic LB, 14 subacute LB, 14 asymptomatic individuals and 14 healthy controls) were included in the study and provided a blood sample. Mononuclear cells were separated from the blood and stimulated with antigens. The IL-12Rbeta2 and FoxP3 mRNA expression was analysed with real-time reverse transcription-polymerase chain reaction (RT-PCR). The protein expression of IL-12Rbeta2 on CD3(+), CD4(+), CD8(+) and CD56(+) cells was assessed by flow cytometry. Furthermore, the secretion of interferon (IFN)-gamma, IL-4, IL-5, IL-10, IL-12p70 and IL-13 was analysed by enzyme-linked immunospot (ELISPOT) and/or enzyme-linked immunosorbent assay (ELISA). Chronic LB patients displayed a lower expression of Borrelia-specific IL-12Rbeta2 on CD8(+) cells and also a lower number of Borrelia-specific IFN-gamma-secreting cells compared to asymptomatic individuals. Furthermore, chronic LB patients had higher amounts of Borrelia-specific FoxP3 mRNA than healthy controls. We speculate that this may indicate that a strong Th1 response is of importance for a positive outcome of a Borrelia infection. In addition, regulatory T cells might also play a role, by immunosuppression, in the development of chronic LB.
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Affiliation(s)
- S Jarefors
- Division of Clinical Immunology, Faculty of Health Sciences, University of Linköping, Sweden.
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Lyme-Borreliose im Kindes- und Jugendalter. Monatsschr Kinderheilkd 2006. [DOI: 10.1007/s00112-006-1399-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/24/2022]
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Torres Claveras S, Duplá Arenaz M, García Jiménez MC. Borreliosis. A propósito de un caso de enfermedad de Lyme. An Pediatr (Barc) 2006; 64:500-1. [PMID: 16756899 DOI: 10.1157/13087886] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022] Open
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Widhe M, Skogman BH, Jarefors S, Eknefelt M, Eneström G, Nordwall M, Ekerfelt C, Croner S, Bergström S, Forsberg P, Ernerudh J. Up-regulation of Borrelia-specific IL-4- and IFN-γ-secreting cells in cerebrospinal fluid from children with Lyme neuroborreliosis. Int Immunol 2005; 17:1283-91. [PMID: 16176932 DOI: 10.1093/intimm/dxh304] [Citation(s) in RCA: 24] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/14/2022] Open
Abstract
The clinical course and outcome of several infectious diseases are dependent on the type of immune response elicited against the pathogen. In adults with neuroborreliosis (NB), a type 1 response with high production of Borrelia-specific IFN-gamma, but no IL-4, has been reported. Since children have a more benign course of NB than adults, we wanted to investigate type 1 and type 2 responses in children with NB. Cerebrospinal fluid (CSF) and blood were collected from children during the acute stage of 'confirmed NB' (n = 34), 'possible NB' (n = 30) and 'non-NB' (n = 10). The number of Borrelia-specific IL-4- and IFN-gamma-secreting cells was measured by enzyme-linked immunospot assay. Borrelia-specific secretion of both IL-4 and IFN-gamma was increased in CSF in confirmed (P < 0.05) and possible (P < 0.01) NB, when compared with non-NB controls. Furthermore, children with NB had significantly higher Borrelia-specific IL-4 secretion in CSF than an adult reference material with NB (P < 0.05). There were no differences in cytokine secretion in relation to onset or recovery of neurological symptoms. Since IL-4 is known to down-regulate the pro-inflammatory and possibly harmful effects of prolonged IFN-gamma responses, the prominent IL-4 response observed in the central nervous system compartment might contribute to the more benign disease course seen in children with Lyme NB.
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Affiliation(s)
- Mona Widhe
- Division of Clinical Immunology, University of Linköping, Sweden.
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Abstract
Lyme borreliosis in humans is an inflammatory disease affecting multiple organ systems, including the nervous system, cardiovascular system, joints and muscles. The causative agent, the spirochaete Borrelia burgdorferi, is transmitted to the host by a tick bite. The pathogenesis of the disease in its early stages is associated largely with the presence of viable bacteria at the site of inflammation, whereas in the later stages of disease, autoimmune features seem to contribute significantly. In addition, it has been suggested that chronic persistence of B. burgdorferi in affected tissues is of pathogenic relevance. Long-term exposure of the host immune system to spirochaetes and/or borrelial compounds may induce chronic autoimmune disease. The study of bacterium-host interactions has revealed a variety of proinflammatory and also immunomodulatory-immunosuppressive features caused by the pathogen. Therapeutic strategies using antibiotics are generally successful, but chronic disease may require immunosuppressive treatment. Effective and safe vaccines using recombinant outer surface protein A have been developed, but have not been propagated because of fears that autoimmunity might be induced. Nevertheless, new insights into the modes of transmission of B. burgdorferi to the warm-blooded host have been generated by studying the action of these vaccines.
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Affiliation(s)
- S K Singh
- Paediatric Rheumatology, Children's Hospital, University of Würzburg, Würzburg, Germany
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