AUC receiver operating characteristic (ROC) of best performing methods on in-house dataset
Category | Method | AUC ROC |
---|---|---|
i | MHCflurry processing | 0.609 |
iv | PRIME score | 0.604 |
i | Variant allele frequency | 0.6 |
iv | INeo-Epp neoantigen | 0.584 |
i | HLAthena MSiCE | 0.58 |
i | ProteaSMM c | 0.58 |
i | HLAthena MSiC | 0.576 |
i | MHCflurry PS | 0.571 |
i | NetCTLpan TAP | 0.568 |
i | ProteaSMM i | 0.561 |
N/A | MixMHCpred | 0.556 |
iv | TA predictor | 0.552 |
Tools are grouped by categories established in this article (i: biological features; iv: tumor immunogenicity)
The supplementary Figure, Tables, and Supplementary methods in Supplementary materials for this article are available at: https://www.explorationpub.com/uploads/Article/file/100391_sup_1.xlsx and https://www.explorationpub.com/uploads/Article/file/100391_sup_2.pdf.
We dedicate this work to our patients. This work has been performed using the Danish National Life Science Supercomputing Center, Computerome. We thank Emilio Fenoy for insightful discussions about this research.
IC, MN, and MMB: Conceptualization, Writing—original draft. IC: Formal analysis. IC, ES, EP, and HMGA: Investigation. IC and HMGA: Software. IC: Visualization. JM, MN, and MMB: Funding acquisition, Resources. MMB: Supervision. IC, ES, EP, HMGA, JM, MN, and MMB: Writing—review & editing. All authors read and approved the submitted version.
The authors declare that they have no conflicts of interest.
The CASVAC-0401 study was carried out after approval of the Ethics Committee of the Instituto Alexander Fleming. The study was also approved by the Argentine Regulatory Agency (ANMAT, Disposition 1299/09).
Informed written consent to participate in the CASVAC study and for the use of their samples in the research projects associated with the vaccination protocol was obtained from all participants.
Not applicable.
The dataset generated for this study is included in the supplementary files.
This work was supported by grants from CONICET, Agencia Nacional de Promoción Científica y Tecnológica (ANPCyT), Instituto Nacional del Cáncer—Ministerio de Salud de la Nación Argentina (INC-MSal), Fundación Sales, Fundación Cáncer, and Fundación Pedro F. Mosoteguy, Argentina. The CASVAC-0401 Phase II clinical study (Clinical Trials.gov, NCT 01729663) was sponsored by Laboratorio Pablo Cassará S.R.L. The funders had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript.
© The Author(s) 2023.