MedElevator Войти в исследования
← Поиск публикаций

DOI 10.1371/journal.pntd.0013835

Медицинская библиотека · PLoS neglected tropical diseases · 2025

K-mer-based approach for serodiagnostic antigen discovery in Chagas disease using unassembled sequencing reads.

Honorato Nathan Ravi Medeiros, de Almeida Laila Viana, Reis-Cunha João Luís, Fraga Vanêssa Gomes, Souza Daniel Menezes, Nunes Ramon Vieira, Ribeiro-Dias Fátima, Ayala Edward Valencia, Noble Jeffery A, Marques Alexandre Ferreira, Finn M G, Galvão Lúcia Maria da Cunha, Bartholomeu Daniella C

СтатьяПоддержка исследования: вне правительства СШАПеревод в очереди

Аннотация

Trypanosoma cruzi, the causative agent of Chagas disease (CD), exhibits remarkable genetic diversity, classified into six discrete typing units (DTUs), and one additional DTU, TcBat, primarily associated with bats. These DTUs are distributed differentially across CD-endemic regions, posing significant challenges for molecular and serological diagnosis, as test performance often varies geographically. Identifying conserved genomic regions shared among parasites circulating in distinct endemic areas is therefore essential. However, complete or semi-complete genome assemblies are available for only a limited number of strains, insufficiently capturing intra- and inter-DTU variability, particularly within repetitive multigene families. A wealth of raw T. cruzi genomic reads is publicly available, offering an opportunity to investigate highly repetitive, high-copy number sequences that are difficult to assemble but potentially valuable for improving diagnostic sensitivity. In this study, we applied a read-based bioinformatics pipeline to analyze data from six DTUs (TcI-TcVI), generating 80-mer fragments and clustering them to identify conserved sequences. Consensus sequences from conserved clusters were used to design synthetic peptides, which were evaluated serologically with samples from chronically infected individuals from Brazil, Bolivia, and Peru. Four peptides from the conserved C-terminal region of mucin family proteins demonstrated robust diagnostic performance (AUC: 0.8783-0.9353), with particularly high values obtained with sera from Brazilian and Bolivian patients. Overall, our results demonstrate that k-mer-based, assembly-free approaches can successfully identify conserved antigens across genetically diverse T. cruzi populations, underscoring their value as discovery tools for potential serological markers. While the peptides identified here represent promising candidates, validation in larger and more geographically diverse cohorts will be essential to establish their broader diagnostic applicability. Importantly, similar genome-informed strategies may also be leveraged to guide the discovery of diagnostic targets for other infectious diseases.

Для цитирования: Honorato Nathan Ravi Medeiros, de Almeida Laila Viana, Reis-Cunha João Luís, Fraga Vanêssa Gomes, Souza Daniel Menezes, Nunes Ramon Vieira, Ribeiro-Dias Fátima, Ayala Edward Valencia, Noble Jeffery A, Marques Alexandre Ferreira, Finn M G, Galvão Lúcia Maria da Cunha, Bartholomeu Daniella C. K-mer-based approach for serodiagnostic antigen discovery in Chagas disease using unassembled sequencing reads.. PLoS neglected tropical diseases. 2025. DOI: 10.1371/journal.pntd.0013835.

Предметные рубрики MeSH

Подготовка и перевод публикации
Обработка статьи · этапы, ошибки и управление
Загрузка состояния…

История · было → стало

Состояние обновляется каждые 5 секунд, пока блок открыт. Процент показывается только там, где известен объём работы. Пауза останавливает продолжение этапа; текущий запрос к источнику может завершиться.

Тип публикации указан по данным источника. Уровень доказательности автоматически не присваивается.