MIND4OLIGOS: Determining the Monoisotopic Mass of Oligonucleotides Observed in High-Resolution Mass Spectrometry

被引:2
|
作者
Prostko, Piotr [1 ]
Radzinski, Piotr [2 ]
Ciach, Michal [2 ]
Liu, Youzhong [3 ]
Startek, Michal [2 ,4 ]
Lermyte, Frederik [5 ,6 ]
De Vijlder, Thomas [3 ]
Gambin, Anna [2 ]
Appeltans, Simon [1 ]
Valkenborg, Dirk [1 ]
机构
[1] Hasselt Univ, Data Sci Inst, Interuniv Inst Biostat & Stat Bioinformat, Ctr Stat,Fac Sci, B-E3500 Diepenbeek, Belgium
[2] Univ Warsaw, Inst Informat, PL-02097 Warsaw, Poland
[3] Johnson & Johnson Innovat Med, Therapeut Dev & Supply, B-E2340 Beerse, Belgium
[4] Johannes Gutenberg Univ Mainz, Univ Med Ctr, Inst Immunol, D-55131 Mainz, Rheinland Pfalz, Germany
[5] Tech Univ Darmstadt, Dept Chem, D-64289 Darmstadt, Hessen, Germany
[6] Tech Univ Darmstadt, Ctr Synthet Biol, D-64289 Darmstadt, Hessen, Germany
关键词
ISOTOPIC DISTRIBUTION; LARGE BIOMOLECULES; TOOL;
D O I
10.1021/acs.analchem.3c04351
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
Oligonucleotide therapeutics have emerged as an important class of drugs offering targeted therapeutic strategies that complement traditional modalities, such as monoclonal antibodies and small molecules. Their unique ability to precisely modulate gene expression makes them vital for addressing previously undruggable targets. A critical aspect of developing these therapies is characterizing their molecular composition accurately. This includes determining the monoisotopic mass of oligonucleotides, which is essential for identifying impurities, degradants, and modifications that can affect the drug efficacy and safety. Mass spectrometry (MS) plays a pivotal role in this process, yet the accurate interpretation of complex mass spectra remains challenging, especially for large molecules, where the monoisotopic peak is often undetectable. To address this issue, we have adapted the MIND algorithm, originally developed for top-down proteomics, for use with oligonucleotide data. This adaptation allows for the prediction of monoisotopic mass from the more readily detectable, most-abundant peak mass, enhancing the ability to annotate complex spectra of oligonucleotides. Our comprehensive validation of this modified algorithm on both in silico and real-world oligonucleotide data sets has demonstrated its effectiveness and reliability. To facilitate wider adoption of this advanced analytical technique, we have encapsulated the enhanced MIND algorithm in a user-friendly Shiny application. This online platform simplifies the process of annotating complex oligonucleotide spectra, making advanced mass spectrometry analysis accessible to researchers and drug developers. The application is available at https://valkenborg-lab.shinyapps.io/mind4oligos/.
引用
收藏
页码:9343 / 9352
页数:10
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