Back to Search Start Over

Transformers meets neoantigen detection: a systematic literature review

Authors :
Machaca Vicente
Goyzueta Valeria
Cruz María Graciel
Sejje Erika
Pilco Luz Marina
López Julio
Túpac Yván
Source :
Journal of Integrative Bioinformatics, Vol 21, Iss 2, Pp 17-48 (2024)
Publication Year :
2024
Publisher :
De Gruyter, 2024.

Abstract

Cancer immunology offers a new alternative to traditional cancer treatments, such as radiotherapy and chemotherapy. One notable alternative is the development of personalized vaccines based on cancer neoantigens. Moreover, Transformers are considered a revolutionary development in artificial intelligence with a significant impact on natural language processing (NLP) tasks and have been utilized in proteomics studies in recent years. In this context, we conducted a systematic literature review to investigate how Transformers are applied in each stage of the neoantigen detection process. Additionally, we mapped current pipelines and examined the results of clinical trials involving cancer vaccines.

Details

Language :
English
ISSN :
16134516
Volume :
21
Issue :
2
Database :
Directory of Open Access Journals
Journal :
Journal of Integrative Bioinformatics
Publication Type :
Academic Journal
Accession number :
edsdoj.3985a89d28864fc1b0f6faf0a9a9350b
Document Type :
article
Full Text :
https://doi.org/10.1515/jib-2023-0043