Frontiers in MicrobiologyBioinformaticsPeer-reviewed journal article
Rational in silico discovery and serological validation of Trypanosoma cruzi-specific B-cell epitopes for high-precision Chagas disease diagnosis
Mayron Antonio Candia-PumaiD, Luis Daniel Goyzueta-MamaniiD, Haruna Luz Barazorda-CcahuanaiD, Raquel S.B. Câmara, Isabela A.G. Pereira, Ana L. Silva, Maiza M Rodrigues, Bárbara P.N. Assis, Ana T. Chaves, Laís V.A. Corrêa, Manoel O. da Costa Rocha, Denise U. GonçalvesiD, Ana Alice Maia GonçalvesiD, Airam Barbosa de MouraiD, Alexsandro Sobreira GaldinoiD, Ricardo Andrez Machado‐de‐ÁvilaiD, Rodolfo Cordeiro GiunchettiiD, Eduardo Antônio Ferraz CoelhoiD, Miguel Á. Chávez‐FumagalliiD
Abstract
Chagas disease is caused by the parasite Trypanosoma cruzi and remains a neglected tropical disease presenting a substantial global health burden. Crude antigen-based assays have historically been limited in specificity; however, even contemporary recombinant-antigen tests may exhibit residual cross-reactivity, depending on antigen composition and geographic context. To overcome this limitation, this study developed a novel diagnostic strategy that integrates computational and experimental approaches to identify specific linear B-cell epitopes within the T. cruzi proteome. The strategy was developed to exclude sequences homologous to H. sapiens and Leishmania spp. proteins, thereby minimizing potential cross-reactivity. Using a consensus approach across five prediction algorithms, B-cell epitopes were identified and subsequently clustered to reveal conserved, immunoreactive consensus sequences. The peptide sequences were characterized for optimal physicochemical properties and subsequently modeled to interact with a human antibody using protein-peptide docking and molecular dynamics simulations to assess complex stability. The most promising candidates were chemically synthesized and validated using ELISA against a cohort comprising Chagas disease patients (chronic indeterminate and cardiac forms), healthy donors, and a cross-reactive control group (visceral and tegumentary leishmaniasis and leprosy). From the initial set of 19,245 proteins, the multi-tiered bioinformatic analysis identified 4,431 unique, non-homologous sequences. Consensus prediction yielded 401 high-confidence epitopes, which were refined to 179 structurally stable candidates. Computational analyses identified five top-ranking epitopes capable of forming high-affinity, stable complexes with a human antibody. Experimental validation confirmed the high diagnostic accuracy of two epitopes, which demonstrated exceptional diagnostic performance: Epitope 4 and Epitope 5 achieved 100% sensitivity. Notably, Epitope 5 exhibited superior specificity, reaching 96.67% against healthy controls and 90.91% against the cross-reactive group. This study establishes a basis for the development of an improved immunoassay for Chagas disease and provides a reproducible framework for targeted epitope discovery. Consequently, this study validates a high-precision computational pipeline capable of discovering T. cruzi-specific antigens that effectively circumvent cross-reactivity with Leishmania spp., proposing Epitope 5 as a qualified candidate for reliable serological diagnosis in co-endemic regions.
- organism: human
- assay: proteomics
- research focus: differential expression
- approach: statistical model
- approach: experimental assay
- Citations
- 0
- FWCI
- 0.00
- Field percentile
- 43th percentile
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