Computation-assisted targeted proteomics of alternative splicing protein isoforms in the human heart

被引:9
作者
Han, Yu [1 ,3 ]
Wood, Silas D. [1 ]
Wright, Julianna M. [1 ]
Dostal, Vishantie [1 ,3 ]
Lau, Edward [1 ,3 ]
Lam, Maggie P. Y. [1 ,2 ,3 ]
机构
[1] Univ Colorado, Dept Med Cardiol, Anschutz Med Campus, Aurora, CO 80045 USA
[2] Univ Colorado, Dept Biochem & Mol Genet, Anschutz Med Campus, Aurora, CO 80045 USA
[3] Univ Colorado, Sch Med, Dept Consortium Fibrosis Res & Translat, Anschutz Med Campus, Aurora, CO 80045 USA
关键词
Targeted proteomics; Mass spectrometry; Parallel reaction monitoring; Alternative splicing; Protein isoforms; Proteoforms; Machine learning; Heart;
D O I
10.1016/j.yjmcc.2021.01.007
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
Alternative splicing is prevalent in the heart and implicated in many cardiovascular diseases, but not every alternative transcript is translated and detecting non-canonical isoforms at the protein level remains challenging. Here we show the use of a computation-assisted targeted proteomics workflow to detect protein alternative isoforms in the human heart. We build on a recent strategy to integrate deep RNA-seq and large-scale mass spectrometry data to identify candidate translated isoform peptides. A machine learning approach is then applied to predict their fragmentation patterns and design protein isoform-specific parallel reaction monitoring detection (PRM) assays. As proof-of-principle, we built PRM assays for 29 non-canonical isoform peptides and detected 22 peptides in a human heart lysate. The predictions-aided PRM assays closely mirrored synthetic peptide standards for non-canonical sequences. This approach may be useful for validating non-canonical protein identification and discovering functionally relevant isoforms in the heart.
引用
收藏
页码:92 / 96
页数:5
相关论文
共 15 条
[1]   Standardize antibodies used in research [J].
Bradbury, Andrew ;
Plueckthun, Andreas .
NATURE, 2015, 518 (7537) :27-29
[2]   Too many roads not taken [J].
Edwards, Aled M. ;
Isserlin, Ruth ;
Bader, Gary D. ;
Frye, Stephen V. ;
Willson, Timothy M. ;
Yu, Frank H. .
NATURE, 2011, 470 (7333) :163-165
[3]   Prosit: proteome-wide prediction of peptide tandem mass spectra by deep learning [J].
Gessulat, Siegfried ;
Schmidt, Tobias ;
Zolg, Daniel Paul ;
Samaras, Patroklos ;
Schnatbaum, Karsten ;
Zerweck, Johannes ;
Knaute, Tobias ;
Rechenberger, Julia ;
Delanghe, Bernard ;
Huhmer, Andreas ;
Reimer, Ulf ;
Ehrlich, Hans-Christian ;
Aiche, Stephan ;
Kuster, Bernhard ;
Wilhelm, Mathias .
NATURE METHODS, 2019, 16 (06) :509-+
[4]   Splice-Junction-Based Mapping of Alternative Isoforms in the Human Proteome [J].
Han, Edward Lau Yu ;
Han, Yu ;
Williams, Damon R. ;
Thomas, Cody T. ;
Shrestha, Rajani ;
Wu, Joseph C. ;
Lam, Maggie P. Y. .
CELL REPORTS, 2019, 29 (11) :3751-+
[5]   Determining Alternative Protein Isoform Expression Using RNA Sequencing and Mass Spectrometry [J].
Han, Yu ;
Wright, Julianna M. ;
Lau, Edward ;
Lam, Maggie Pui Yu .
STAR PROTOCOLS, 2020, 1 (03)
[6]  
Kennedy JJ, 2014, NAT METHODS, V11, P149, DOI [10.1038/NMETH.2763, 10.1038/nmeth.2763]
[7]   Hybrid Spectral Library Combining DIA-MS Data and a Targeted Virtual Library Substantially Deepens the Proteome Coverage [J].
Lou, Ronghui ;
Tang, Pan ;
Ding, Kang ;
Li, Shanshan ;
Tian, Cuiping ;
Li, Yunxia ;
Zhao, Suwen ;
Zhang, Yaoyang ;
Shui, Wenqing .
ISCIENCE, 2020, 23 (03)
[8]   Pyruvate Kinase M2 Is a PHD3-Stimulated Coactivator for Hypoxia-Inducible Factor 1 [J].
Luo, Weibo ;
Hu, Hongxia ;
Chang, Ryan ;
Zhong, Jun ;
Knabel, Matthew ;
O'Meally, Robert ;
Cole, Robert N. ;
Pandey, Akhilesh ;
Semenza, Gregg L. .
CELL, 2011, 145 (05) :732-744
[9]   Skyline: an open source document editor for creating and analyzing targeted proteomics experiments [J].
MacLean, Brendan ;
Tomazela, Daniela M. ;
Shulman, Nicholas ;
Chambers, Matthew ;
Finney, Gregory L. ;
Frewen, Barbara ;
Kern, Randall ;
Tabb, David L. ;
Liebler, Daniel C. ;
MacCoss, Michael J. .
BIOINFORMATICS, 2010, 26 (07) :966-968
[10]   Parallel Reaction Monitoring for High Resolution and High Mass Accuracy Quantitative, Targeted Proteomics [J].
Peterson, Amelia C. ;
Russell, Jason D. ;
Bailey, Derek J. ;
Westphall, Michael S. ;
Coon, Joshua J. .
MOLECULAR & CELLULAR PROTEOMICS, 2012, 11 (11) :1475-1488