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Reifler K, Campbell JI, Barnett ED, Bourque DL, Hamer DH, Samra H, Camelo I. Diagnosing Chagas in Pregnancy and Childhood: What's Old and New. Clin Lab Med 2025; 45:73-86. [PMID: 39892939 DOI: 10.1016/j.cll.2024.10.004] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/04/2025]
Abstract
Trypanosoma cruzi, the parasite that causes Chagas disease, affects as many as 300,000 individuals in the United States. Screening individuals of childbearing age can prevent congenital transmission, and diagnosing infants and children can prevent long-term sequelae of Chagas disease. Current methods to diagnose Chagas have limations, including relying on identification of at-risk individuals and requiring at least 2 separate tests to confirm infection.
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Affiliation(s)
- Katherine Reifler
- Section of Infectious Diseases, Boston University Chobanian & Avedisian School of Medicine, Crosstown 2nd Floor, 801 Massachusetts Avenue, Boston, MA 02118, USA
| | - Jeffrey I Campbell
- Boston University Chobanian & Avedisian School of Medicine, 670 Albany Street, 6th Floor, Boston, MA 02118, USA; Section of Pediatric Infectious Diseases, Boston University Chobanian & Avedisian School of Medicine, Boston Medical Center, 670 Albany Street Room 625, Boston, MA 02118, USA.
| | - Elizabeth D Barnett
- Section of Pediatric Infectious Diseases, Boston University Chobanian & Avedisian School of Medicine, Boston Medical Center, 670 Albany Street Room 625, Boston, MA 02118, USA
| | - Daniel L Bourque
- Section of Infectious Diseases, Boston University Chobanian & Avedisian School of Medicine, Crosstown 2nd Floor, 801 Massachusetts Avenue, Boston, MA 02118, USA
| | - Davidson H Hamer
- Boston University School of Public Health and Chobanian & Avedisian School of Medicine, Crosstown 3rd Floor, 801 Massachusetts Avenue, Boston, MA 02118, USA
| | - Hasan Samra
- Department of Pathology, Medical College of Georgia at Augusta University, 1120 15th Street BA 1666, Augusta, GA 30912, USA
| | - Ingrid Camelo
- Division of Pediatric Infectious Diseases, Medical College of Georgia at Augusta University, 1120 15th Street BG 2105, Augusta, GA 30912, USA
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2
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Peverengo LM, Peretti LE, Warszatska MB, Moscatelli G, Moroni S, Gonzalez N, Berli CLA, Altcheh JM, Marcipar IS, Pujato N. Novel IgM-based lateral flow assay for diagnosis of congenital Chagas disease. Infect Dis (Lond) 2025:1-11. [PMID: 39998826 DOI: 10.1080/23744235.2025.2468819] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/16/2024] [Revised: 02/04/2025] [Accepted: 02/06/2025] [Indexed: 02/27/2025] Open
Abstract
BACKGROUND The diagnosis of congenital Chagas disease in newborns relies on the microhematocrit method which exhibits reduced sensitivity during the early stages of infection and quantitative PCR for Trypanosoma cruzi, which is applied only in specialised centre due to its technical complexity. Consequently, the majority of congenital transmission cases are confirmed after an extended period of serological monitoring, resulting in delayed treatments and reduced cure rates. The need for new, accurate tests for the timely diagnosis of the disease in newborns is evident. OBJECTIVES We developed a lateral flow assay based on IgM detection (IgM-LFA) using the novel chimeric antigen CP4, which have demonstrated high performance in IgM-ELISA, as previously reported by our group. METHODS The accuracy of IgM-LFA was evaluated comparatively with IgM-ELISA using 28 serum samples from infants up to three months old, congenitally infected (n = 11) or non-infected (n = 17) with T. cruzi. Additionally, it was assessed for its agreement with microhematocrit and quantitative PCR, through estimating the Cohen's Kappa coefficient (k). RESULTS The IgM-LFA showed 100% specificity and 81.82% sensitivity and IgM-ELISA gave 100% specificity and sensitivity when evaluated against the standard algorithm diagnosis for congenital Chagas disease. Notably, the IgM-LFA identified two additional cases in relation to microhematocrit and showed a correlation of k = 0.84 with quantitative PCR, corresponding to almost perfect agreement with this molecular test. CONCLUSION These results suggest that IgM-LFA has the potential to facilitate decentralised detection of congenital Chagas disease, contributing to the early and enhance detection of infected newborns.
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Affiliation(s)
- Luz M Peverengo
- Laboratorio de Tecnología Inmunológica, Facultad de Bioquímica y Ciencias Biológicas (FBCB), Universidad Nacional del Litoral (UNL), Santa Fe, Argentina
- Consejo Nacional de Investigaciones Científicas y Técnica (CONICET), Santa Fe, Argentina
| | - Leandro E Peretti
- Laboratorio de Tecnología Inmunológica, Facultad de Bioquímica y Ciencias Biológicas (FBCB), Universidad Nacional del Litoral (UNL), Santa Fe, Argentina
- Instituto de Desarrollo Tecnológico para la Industria Química (INTEC, UNL-CONICET), Santa Fe, Argentina
- Facultad de Ciencias Médicas (FCM), Universidad Nacional del Litoral (UNL), Santa Fe, Argentina
| | - Maria B Warszatska
- Servicio de Parasitología, Hospital de Niños Ricardo Gutiérrez, Instituto Multidisciplinario de Investigaciones en Patologías Pediátricas (IMIPP)-CONICET-GCBA, Buenos Aires, Argentina
| | - Guillermo Moscatelli
- Servicio de Parasitología, Hospital de Niños Ricardo Gutiérrez, Instituto Multidisciplinario de Investigaciones en Patologías Pediátricas (IMIPP)-CONICET-GCBA, Buenos Aires, Argentina
| | - Samanta Moroni
- Servicio de Parasitología, Hospital de Niños Ricardo Gutiérrez, Instituto Multidisciplinario de Investigaciones en Patologías Pediátricas (IMIPP)-CONICET-GCBA, Buenos Aires, Argentina
| | - Nicolas Gonzalez
- Servicio de Parasitología, Hospital de Niños Ricardo Gutiérrez, Instituto Multidisciplinario de Investigaciones en Patologías Pediátricas (IMIPP)-CONICET-GCBA, Buenos Aires, Argentina
| | - Claudio L A Berli
- Instituto de Desarrollo Tecnológico para la Industria Química (INTEC, UNL-CONICET), Santa Fe, Argentina
| | - Jaime M Altcheh
- Servicio de Parasitología, Hospital de Niños Ricardo Gutiérrez, Instituto Multidisciplinario de Investigaciones en Patologías Pediátricas (IMIPP)-CONICET-GCBA, Buenos Aires, Argentina
| | - Iván S Marcipar
- Laboratorio de Tecnología Inmunológica, Facultad de Bioquímica y Ciencias Biológicas (FBCB), Universidad Nacional del Litoral (UNL), Santa Fe, Argentina
- Consejo Nacional de Investigaciones Científicas y Técnica (CONICET), Santa Fe, Argentina
| | - Nazarena Pujato
- Laboratorio de Tecnología Inmunológica, Facultad de Bioquímica y Ciencias Biológicas (FBCB), Universidad Nacional del Litoral (UNL), Santa Fe, Argentina
- Consejo Nacional de Investigaciones Científicas y Técnica (CONICET), Santa Fe, Argentina
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3
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Guarnizo SAG, Basma L, Equilia S, Condori BJ, Malaga E, Defazio S, Arteaga E, Velarde JK, Obregón M, Takyar A, Duque C, Hakim J, Tinajeros F, Gilman RH, Bowman N, Mugnier MR. A specific, stable, and accessible LAMP assay targeting the HSP70 gene of Trypanosoma cruzi. MEDRXIV : THE PREPRINT SERVER FOR HEALTH SCIENCES 2025:2025.01.12.25320185. [PMID: 39867377 PMCID: PMC11759593 DOI: 10.1101/2025.01.12.25320185] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/28/2025]
Abstract
Diagnostic delays prevent most Chagas disease patients from receiving timely therapy during the acute phase when treatment is effective. qPCR-based diagnostic methods provide high sensitivity during this phase but require specialized equipment and complex protocols. More simple and cost-effective tools are urgently needed to optimize early Chagas disease diagnosis in low-income endemic regions. Here, we present a loop-mediated isothermal amplification (LAMP) that targets a highly conserved region in the HSP70 gene of Trypanosoma cruzi, the causative agent of Chagas disease. This assay demonstrates species-specific amplification across multiple parasite genetic lineages while maintaining stability after 2 hours of incubation and at least 8 months of storage at -20°C. Moreover, the assay is at least 12 times less expensive than the TaqMan qPCR that is currently routinely used for acute Chagas diagnostics. Population-based validation in 100 infants born to Chagas-positive mothers in Santa Cruz, Bolivia, yielded a specificity of 100% and sensitivity exceeding 77% when compared to a TaqMan qPCR that targets satellite DNA. This cost-effective assay holds promise for large-scale diagnosis of Chagas disease in endemic regions with limited resources.
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Affiliation(s)
| | - Luciana Basma
- Hospital Percy Boland Rodríguez, Ministerio de Salud Bolivia, Santa Cruz, Bolivia
| | - Shirley Equilia
- Hospital Percy Boland Rodríguez, Ministerio de Salud Bolivia, Santa Cruz, Bolivia
| | - Beth Jessy Condori
- Infectious Diseases Research Laboratory, Department of Cellular and Molecular Sciences, Universidad Peruana Cayetano Heredia, Lima, Perú
| | - Edith Malaga
- Infectious Diseases Research Laboratory, Department of Cellular and Molecular Sciences, Universidad Peruana Cayetano Heredia, Lima, Perú
| | - Siena Defazio
- Department of International Health, Johns Hopkins University Bloomberg School of Public Health, Baltimore, MD, USA
| | - Emily Arteaga
- Hospital Percy Boland Rodríguez, Ministerio de Salud Bolivia, Santa Cruz, Bolivia
| | - Jean Karla Velarde
- Hospital Percy Boland Rodríguez, Ministerio de Salud Bolivia, Santa Cruz, Bolivia
| | - Martín Obregón
- Infectious Diseases Research Laboratory, Department of Cellular and Molecular Sciences, Universidad Peruana Cayetano Heredia, Lima, Perú
| | - Anshule Takyar
- Department of International Health, Johns Hopkins University Bloomberg School of Public Health, Baltimore, MD, USA
| | - Carolina Duque
- Department of Pathology, Johns Hopkins School of Medicine, Baltimore, Maryland, USA
| | - Jill Hakim
- Molecular Microbiology and Immunology, Johns Hopkins Bloomberg School of Public Health, Baltimore, Maryland, USA
| | - Freddy Tinajeros
- Hospital Percy Boland Rodríguez, Ministerio de Salud Bolivia, Santa Cruz, Bolivia
| | - Robert H Gilman
- Department of International Health, Johns Hopkins University Bloomberg School of Public Health, Baltimore, MD, USA
| | - Natalie Bowman
- Division of Infectious Disease, School of Medicine, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina
| | - Monica R Mugnier
- Molecular Microbiology and Immunology, Johns Hopkins Bloomberg School of Public Health, Baltimore, Maryland, USA
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Lopez-Albizu C, Cura CI, Ramirez JC, Peyran P, Benchetrit A, Danesi E, Sosa-Estani S. Congenital Chagas disease: A cohort study to assess molecular diagnostic methods at the Chagas disease national reference center of Argentina. PLoS Negl Trop Dis 2025; 19:e0012785. [PMID: 39792926 PMCID: PMC11825091 DOI: 10.1371/journal.pntd.0012785] [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: 07/17/2024] [Revised: 02/13/2025] [Accepted: 12/16/2024] [Indexed: 01/12/2025] Open
Abstract
BACKGROUND Trypanosoma cruzi is a protozoan parasite which causes Chagas disease. Mother-to-child transmission is the main route of transmission in vector-free areas. Congenital Chagas disease refers specifically to cases arising from this route of transmission. This work evaluates the clinical sensitivity of two qPCR techniques for diagnosis of congenital Chagas disease. METHODS The study was developed in the National Institute of parasitology (NIP), Argentina, and Pan-American Health Organization/ Word Health Organization Collaborating Center for Chagas Disease. Between July 2014 and May 2018, a prospective cohort study was carried out with 499 children born to seropositive for T. cruzi infection included. The performance of qPCR techniques was compared with the gold standard diagnostic algorithm for Congenital Chagas disease (CCD-GS), which comprises performing more than one parasitological test on children from birth until nine months of age, and serology from ten months of age. FINDINGS Of the 961 babies born to women seropositive for Chagas disease who were attended at the NIP laboratory, 462 did not meet the study inclusion criteria; 22 cases were diagnosed with congenital Chagas disease. qPCR showed 100% clinical sensitivity and 98 to 100% clinical specificity for the diagnosis of congenital Chagas disease compared with CCD-GS algorithm. INTERPRETATION The results obtained in this study demonstrate the clinical accuracy and effectiveness of qPCR SatDNA and qPCR kDNA for diagnosis of congenital Chagas disease. It could be a powerful tool for chagas test and treat strategies to reduce late complications of the disease. FUNDING This work was financed by the INP Dr. Mario Fatala Chaben, ANLIS Dr. Carlos G. Malbran.
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Affiliation(s)
- Constanza Lopez-Albizu
- Instituto Nacional de Parasitología “Dr. Mario Fatala Chaben”, Administración Nacional de Laboratorios e Institutos de Salud “Dr. Carlos G. Malbran”, Buenos, Aires Argentina
| | - Carolina Inés Cura
- Instituto Nacional de Parasitología “Dr. Mario Fatala Chaben”, Administración Nacional de Laboratorios e Institutos de Salud “Dr. Carlos G. Malbran”, Buenos, Aires Argentina
| | - Juan Carlos Ramirez
- Instituto Multidisciplinario de Investigaciones en Patologías Pediátricas (IMIPP), CONICET-GCBA, Buenos Aires, Argentina
| | - Pamela Peyran
- Instituto Nacional de Parasitología “Dr. Mario Fatala Chaben”, Administración Nacional de Laboratorios e Institutos de Salud “Dr. Carlos G. Malbran”, Buenos, Aires Argentina
| | | | - Emmaría Danesi
- Instituto Nacional de Parasitología “Dr. Mario Fatala Chaben”, Administración Nacional de Laboratorios e Institutos de Salud “Dr. Carlos G. Malbran”, Buenos, Aires Argentina
| | - Sergio Sosa-Estani
- Centro de Investigaciones Epidemiológica y Salud Pública (CIESP-IECS) CONICET
- Drugs for Neglected Diseases initiative, Rio de Janeiro, Brazil
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Longhi SA, García-Casares LJ, Muñoz-Calderón A, Irazu L, Rodríguez MA, Landfried G, Alonso-Padilla J, Schijman AG. Interlaboratory Harmonization Study and Prospective Evaluation of the PURE-Trypanosoma cruzi-Loop-Mediated Isothermal Amplification Assay for Detecting Parasite DNA in Newborn's Dried Blood Spots. J Mol Diagn 2024; 26:1055-1064. [PMID: 39357671 DOI: 10.1016/j.jmoldx.2024.08.007] [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: 05/24/2024] [Revised: 08/01/2024] [Accepted: 08/19/2024] [Indexed: 10/04/2024] Open
Abstract
Timely diagnosis of vertical Trypanosoma cruzi infections involves microscopy-based detection of circulating parasites from peripheral blood, which lacks sensitivity and is operator dependent. Consequently, most children born to T. cruzi-infected mothers are required to undergo serological testing after 9 months, which risks loss to follow-up. Alternatively, the loop-mediated isothermal amplification (LAMP) test for T. cruzi DNA offers high analytical and clinical performance and is easy to use in low-complexity laboratories. Recently, we optimized this technique using an ultrarapid DNA extraction method combined with the LAMP in dried blood spots (DBSs) on Flinders Technology Associates cards. The procedure has been implemented in 10 public maternities across Paraguay, Bolivia, and Argentina, involving the training of 14 technicians. Operators' performance was evaluated using a standardized DBS testing panel for harmonization, including negative controls and DBS samples artificially contaminated with T. cruzi at 50 and 20 cells/mL. There was strong agreement (ĸ = 0.924) for controls and 50 cells/mL samples, and good agreement (ĸ = 0.718) across all testing panels, even at the detection limit of the test. A prospective study collected 306 DBSs from 222 newborns at birth and/or 2 months, detecting T. cruzi microscopically in four cases. LAMP identified eight positive cases and perfectly aligned with real-time PCR (ĸ = 1), demonstrating higher sensitivity than microscopic observation for early detection of infection in infants.
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Affiliation(s)
- Silvia A Longhi
- Instituto de Investigaciones en Ingeniería Genética y Biología Molecular "Dr. Héctor N. Torres" (INGEBI)-Consejo Nacional de Investigaciones Científicas y Técnicas (CONICET), Buenos Aires, Argentina.
| | - Lady J García-Casares
- Instituto de Investigaciones en Ingeniería Genética y Biología Molecular "Dr. Héctor N. Torres" (INGEBI)-Consejo Nacional de Investigaciones Científicas y Técnicas (CONICET), Buenos Aires, Argentina
| | - Arturo Muñoz-Calderón
- Instituto de Investigaciones en Ingeniería Genética y Biología Molecular "Dr. Héctor N. Torres" (INGEBI)-Consejo Nacional de Investigaciones Científicas y Técnicas (CONICET), Buenos Aires, Argentina
| | - Lucía Irazu
- Departamento de Parasitología, Administración Nacional de Laboratorios e Institutos de Salud "Dr. Carlos Malbrán" (ANLIS-Malbrán), Buenos Aires, Argentina
| | - Marcelo A Rodríguez
- Departamento de Parasitología, Administración Nacional de Laboratorios e Institutos de Salud "Dr. Carlos Malbrán" (ANLIS-Malbrán), Buenos Aires, Argentina
| | - Gustavo Landfried
- Departamento de Computación, Facultad de Ciencias Exactas y Naturales, Universidad de Buenos Aires, Buenos Aires, Argentina
| | - Julio Alonso-Padilla
- Barcelona Institute for Global Health, Hospital Clinic-University of Barcelona, Barcelona, Spain; Centro de Investigación Biomédica en RED (CIBER) de Enfermedades Infecciosas, Instituto de Salud Carlos III, Madrid, Spain
| | - Alejandro G Schijman
- Instituto de Investigaciones en Ingeniería Genética y Biología Molecular "Dr. Héctor N. Torres" (INGEBI)-Consejo Nacional de Investigaciones Científicas y Técnicas (CONICET), Buenos Aires, Argentina.
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6
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Saidu M, Krstić G, Barta A, Hunyadi A, Berkecz R, Gallah US, Cholke K, Gertsch J, Rédei D, Hohmann J. Euphane and Tirucallane Triterpenes with Trypanocidal Activity from Euphorbia desmondii. JOURNAL OF NATURAL PRODUCTS 2024; 87:2281-2291. [PMID: 39276089 PMCID: PMC11443485 DOI: 10.1021/acs.jnatprod.4c00730] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/21/2024] [Revised: 09/04/2024] [Accepted: 09/06/2024] [Indexed: 09/16/2024]
Abstract
The phytochemical investigation of Euphorbia desmondii resulted in the isolation of 15 previously undescribed triterpenoids (desmondiins A, C-P) and 8 already described compounds. The structures of the isolated compounds were determined by extensive spectroscopic analyses. The compounds were identified as tirucallane and euphane triterpenes based on 7-keto-8-ene, 11-keto-8-ene, or 7,11-diketo-8-ene skeletons. Additionally, the selective trypanocidal activities of these compounds against Trypanosoma cruzi were evaluated. Desmondiins A, C, D, F, H, and M exhibited IC50 values in the range of 3-5 μM, and selectivity indices between 5-9, against T. cruzi epimastigotes over the host cell (RAW264.7 macrophages). Furthermore, desmondiin A efficiently inhibited amastigote replication in host cells (IC50 = 2.5 ± 0.3 μM), which was comparable to that of the positive control, benznidazole (3.6 ± 0.4 μM). Overall, the isolated euphane and tirucallane triterpenoids could act as antichagasic lead scaffolds.
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Affiliation(s)
- Muhammad
Bello Saidu
- Department
of Pharmacognosy, University of Szeged, Eötvös u. 6, 6720 Szeged, Hungary
| | - Gordana Krstić
- Department
of Pharmacognosy, University of Szeged, Eötvös u. 6, 6720 Szeged, Hungary
- University
of Belgrade, Faculty of Chemistry, Studentski trg 12-16, 11158 Belgrade, Serbia
| | - Anita Barta
- Department
of Pharmacognosy, University of Szeged, Eötvös u. 6, 6720 Szeged, Hungary
| | - Attila Hunyadi
- Department
of Pharmacognosy, University of Szeged, Eötvös u. 6, 6720 Szeged, Hungary
| | - Róbert Berkecz
- Institute
of Pharmaceutical Analysis, University of
Szeged, Somogyi u. 4, 6720 Szeged, Hungary
| | - Umar Shehu Gallah
- Bioresource
Department, National Research Institute
for Chemical Technology (NARICT), Zaria, 1052, Nigeria
| | - Kaushavi Cholke
- Institute
of Biochemistry and Molecular Medicine, University of Bern, Bühlstrasse 28, 3012 Bern, Switzerland
| | - Jürg Gertsch
- Institute
of Biochemistry and Molecular Medicine, University of Bern, Bühlstrasse 28, 3012 Bern, Switzerland
| | - Dóra Rédei
- Department
of Pharmacognosy, University of Szeged, Eötvös u. 6, 6720 Szeged, Hungary
| | - Judit Hohmann
- Department
of Pharmacognosy, University of Szeged, Eötvös u. 6, 6720 Szeged, Hungary
- HUN-REN-USZ
Biologically Active Natural Products Research Group, University of Szeged, Eötvös u. 6, H-6720 Szeged, Hungary
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7
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Perez F, Vermeij D, Salvatella R, Castellanos LG, de Sousa AS. The use of rapid diagnostic tests for chronic Chagas disease: An expert meeting report. PLoS Negl Trop Dis 2024; 18:e0012340. [PMID: 39116064 PMCID: PMC11309409 DOI: 10.1371/journal.pntd.0012340] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 08/10/2024] Open
Abstract
Chagas disease, caused by Trypanosoma cruzi, affects millions of people globally and is associated with significant underdiagnosis and undertreatment. Current diagnostic algorithms face challenges in remote regions. We aimed to review the potential of rapid diagnostic tests (RDTs) for screening or diagnosing chronic Chagas disease in endemic areas. An expert panel representing scientific and academic institutions from the Americas convened with the aim of discussing the use of RDTs. The study employed the nominal group technique, gathering insights from diverse experts during a 3-day meeting. Panel discussions covered RDT application, research protocols, and regulatory mechanisms. The results indicate that RDTs play a crucial role in surveillance and screening, although limitations in sensitivity and specificity exist. The expert group recommends standardized protocols, emphasizes the importance of cost-effectiveness assessments, and highlights the need to consider geographic validation. Despite these challenges, RDTs present a promising avenue for improving Chagas disease diagnosis in resource-limited settings. Future research and a collaborative approach are deemed essential for effective implementation.
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Affiliation(s)
- Freddy Perez
- Communicable Diseases Prevention, Control, and Elimination Department, Pan American Health Organization, Washington, DC, United States of America
- Federal University of Health Sciences of Porto Alegre (UFCSPA), Porto Alegre, Rio Grande do Sul, Brazil
| | - Debbie Vermeij
- Evandro Chagas National Institute of Infectious Diseases, Oswaldo Cruz Foundation, Rio de Janeiro, Brazil
| | - Roberto Salvatella
- Communicable Diseases Prevention, Control, and Elimination Department, Pan American Health Organization, Washington, DC, United States of America
| | - Luis Gerardo Castellanos
- Communicable Diseases Prevention, Control, and Elimination Department, Pan American Health Organization, Washington, DC, United States of America
| | - Andrea Silvestre de Sousa
- Evandro Chagas National Institute of Infectious Diseases, Oswaldo Cruz Foundation, Rio de Janeiro, Brazil
- Department of Internal Medicine, School of Medicine, Federal University of Rio de Janeiro, Rio de Janeiro, Brazil
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8
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Martins GL, Ferreira DS, Carneiro CM, Nogueira-Paiva NC, Bianchi AGC. Trajectory-driven computational analysis for element characterization in Trypanosoma cruzi video microscopy. PLoS One 2024; 19:e0304716. [PMID: 38829872 PMCID: PMC11146708 DOI: 10.1371/journal.pone.0304716] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/19/2023] [Accepted: 05/14/2024] [Indexed: 06/05/2024] Open
Abstract
Optical microscopy videos enable experts to analyze the motion of several biological elements. Particularly in blood samples infected with Trypanosoma cruzi (T. cruzi), microscopy videos reveal a dynamic scenario where the parasites' motions are conspicuous. While parasites have self-motion, cells are inert and may assume some displacement under dynamic events, such as fluids and microscope focus adjustments. This paper analyzes the trajectory of T. cruzi and blood cells to discriminate between these elements by identifying the following motion patterns: collateral, fluctuating, and pan-tilt-zoom (PTZ). We consider two approaches: i) classification experiments for discrimination between parasites and cells; and ii) clustering experiments to identify the cell motion. We propose the trajectory step dispersion (TSD) descriptor based on standard deviation to characterize these elements, outperforming state-of-the-art descriptors. Our results confirm motion is valuable in discriminating T. cruzi of the cells. Since the parasites perform the collateral motion, their trajectory steps tend to randomness. The cells may assume fluctuating motion following a homogeneous and directional path or PTZ motion with trajectory steps in a restricted area. Thus, our findings may contribute to developing new computational tools focused on trajectory analysis, which can advance the study and medical diagnosis of Chagas disease.
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Affiliation(s)
- Geovani L. Martins
- Postgraduate Program in Computer Science, Federal University of Ouro Preto, Ouro Preto, MG, Brazil
- Department of Computing, Federal University of Ouro Preto, Ouro Preto, MG, Brazil
| | - Daniel S. Ferreira
- Department of Computing, Federal Institute of Education, Science, and Technology of Ceará, Maracanaú, CE, Brazil
| | - Claudia M. Carneiro
- Nucleus of Biological Sciences Research, Federal University of Ouro Preto, Ouro Preto, MG, Brazil
- Department of Clinical Analysis, Federal University of Ouro Preto, Ouro Preto, MG, Brazil
| | - Nivia C. Nogueira-Paiva
- Nucleus of Biological Sciences Research, Federal University of Ouro Preto, Ouro Preto, MG, Brazil
| | - Andrea G. C. Bianchi
- Postgraduate Program in Computer Science, Federal University of Ouro Preto, Ouro Preto, MG, Brazil
- Department of Computing, Federal University of Ouro Preto, Ouro Preto, MG, Brazil
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