[HTML][HTML] Enhancing TCR specificity predictions by combined pan-and peptide-specific training, loss-scaling, and sequence similarity integration

MF Jensen, M Nielsen - Elife, 2024 - elifesciences.org
… response is the recognition of peptides presented by MHC (Major … the extreme variety of
peptides presented by the MHC, the … of the negative prediction scores for the given peptide for all …

Accurate pan-specific prediction of peptide-MHC class II binding affinity with improved binding core identification

M Andreatta, E Karosiene, M Rasmussen, A Stryhn… - Immunogenetics, 2015 - Springer
… produces a reliability score for the optimal register of each predicted binder as part of its
prediction. For the 51 peptide-MHCs in Tables 1 and 2, sorted by reliability scores, we observe …

[HTML][HTML] An analysis of natural T cell responses to predicted tumor neoepitopes

AM Bjerregaard, M Nielsen, V Jurtz, CM Barra… - Frontiers in …, 2017 - frontiersin.org
… Thus, the final dataset included 1,948 peptide-MHC … the average similarity between a set
of 9-mer peptide pairs with … by a lower self-similarity score compared to IB neoepitopes (P = …

Ab initio prediction of peptideMHC binding geometry for diverse class I MHC allotypes

AJ Bordner, R Abagyan - Proteins: Structure, Function, and …, 2006 - Wiley Online Library
… In contrast, physics-based scoring functions combined with … peptide lengths and MHC
allotypes, for use in vaccine design. … residues, which cause the peptide backbone to adopt similar

Rapid, precise, and reproducible prediction of peptideMHC binding affinities from molecular dynamics that correlate well with experiment

S Wan, B Knapp, DW Wright, CM Deane… - Journal of chemical …, 2015 - ACS Publications
… with additional details about the score and the social media … similar training data are
unavailable for a specific MHC allele, … of 12 diverse peptides bound by a class I MHC molecule …

Improved prediction of MHC class I and class II epitopes using a novel Gibbs sampling approach

M Nielsen, C Lundegaard, P Worning, CS Hvid… - …, 2004 - academic.oup.com
… find promiscuous peptides that bind to a series of MHC variants… of a peptide was calculated
as the score of the highest scoring … that a similar approach can be applied to the MHC class II …

[HTML][HTML] Prediction of MHC class II binding affinity using SMM-align, a novel stabilization matrix alignment method

M Nielsen, C Lundegaard, O Lund - BMC bioinformatics, 2007 - Springer
… on MHC ligand data (peptides eluted from MHC complexes … peptide score within the peptide,
where a nonamer peptide … We adopt a similar approach, to improve the performance of …

[HTML][HTML] Amino acid similarity accounts for T cell cross-reactivity and for “holes” in the T cell repertoire

S Frankild, RJ De Boer, O Lund, M Nielsen, C Kesmir - PloS one, 2008 - journals.plos.org
… foreign and self-peptides are able to form peptide:MHC complexes (pMHC). Presentation of
… coefficients between their relative SFU and our peptide similarity score were: 0.40, 0.39, and …

MHCVision: estimation of global and local false discovery rate for MHC class I peptide binding prediction

P Pearngam, S Sriswasdi, T Pisitkun, AR Jones - Bioinformatics, 2021 - academic.oup.com
… We can then estimate the PEP of an individual peptide’s predicted score, and conversely …
suggest that MHCflurry gives similar strong performance for peptide binding prediction; we thus …

GibbsCluster: unsupervised clustering and alignment of peptide sequences

M Andreatta, B Alvarez, M Nielsen - Nucleic acids research, 2017 - academic.oup.com
peptide-MHC binding data (NetMHCIIpan), and concluded that the unsupervised clustering
gave solutions reasonably similar … assignment, scores and alignment core of each peptide. …