Principal Investigator

Joseph
Zaia
Awardee Organization

Boston University Medical Campus
United States

Fiscal Year
2019
Activity Code
U01
Project End Date

An open-source software suite for processing glycomics and glycoproteomics mass spectral data

Analytical methods for liquid chromatography-mass spectrometry (LC-MS) of glycans and glycopepeptides are mature and available to biomedical scientists with access to mass spectrometry instruments. The primary barrier to the adoption of such methods by non-glycoscientists is the lack of tools for processing the raw LCMS data, evaluating the results, and results visualizations that present those findings in a systematic fashion. Academic research groups have defined algorithmic approaches for interpretation mass spectra in the glycoscience domain. Despite this effort, there remains a paucity of practical, user accessible tools for processing glycan and glycopeptide mass spectral data. The first problem is that public domain and commercial proteomics workflows make peptide-specific assumptions that exclude released glycans and glycosylated peptides. The second is that available glycoscience mass spectral analysis tools, do not address the full scope of data processing needed for high throughput LC-MS data sets. Thus, users with access to mass spectrometry through local proteomics core facilities do not have access to adequate software tools for processing the liquid-chromatography-mass spectrometry (LC-MS) datasets. The result is a serious bottleneck for dissemination and use of glycoscience LC-MS methods in biomedicine. We have developed three software programs for glycoscience mass spectrometry that we now propose to engineer and disseminate as accessible solutions for biomedical scientists. GlycReSoft processes glycan profiling and integrated omics of glycoproteins. GAGfinder is a second generation algorithm for sequencing glycosaminoglycans from electron activated dissociation (ExD) tandem mass spectra. GlycoDeNovo determines branched glycan topologies and linkage configurations from ExD tandem mass spectra. We propose to engineer and disseminate open source pipelines for processing glycan and glycopeptide LC-MS data. This will include all modules necessary to process vendor-independent mass spectrometry data, perform LC-MS profiling, tandem mass spectrometry assignments and generate publication quality graphical outputs. We will deliver software that builds on available data standards and MS processing libraries. The software will use modern glycan representation standards and communicate with the international glycan structure repository and namespace (GlyTouCan). Users will have the option of running the software as a desktop application, through a server, or as a GRITS Toolbox plugin. The software tools will be available open source through a Github repository. In Aim 1, we will develop our GlycReSoft program and related tools into a complete solution for glycomics and glycoproteomics LC-MS data analysis. In Aim 2, we will develop GAGfinder software into a complete solution for sequencing glycosaminoglycans from ExD tandem mass spectra. In Aim 3, we will develop a pipeline based on our GlycoDeNovo software for sequencing N- and Oglycans.

Publications

  • Tang Y, Wei J, Costello CE, Lin C. Characterization of Isomeric Glycans by Reversed Phase Liquid Chromatography-Electronic Excitation Dissociation Tandem Mass Spectrometry. Journal of the American Society for Mass Spectrometry. 2018 Jun;29(6):1295-1307. Epub 2018 Apr 13. PMID: 29654534
  • Hogan JD, Klein JA, Wu J, Chopra P, Boons GJ, Carvalho L, Lin C, Zaia J. Software for Peak Finding and Elemental Composition Assignment for Glycosaminoglycan Tandem Mass Spectra. Molecular & cellular proteomics : MCP. 2018 Jul;17(7):1448-1456. Epub 2018 Apr 3. PMID: 29615495
  • Raghunathan R, Sethi MK, Klein JA, Zaia J. Proteomics, Glycomics, and Glycoproteomics of Matrisome Molecules. Molecular & cellular proteomics : MCP. 2019 Nov;18(11):2138-2148. Epub 2019 Aug 30. PMID: 31471497
  • Klein J, Zaia J. psims - A Declarative Writer for mzML and mzIdentML for Python. Molecular & cellular proteomics : MCP. 2019 Mar;18(3):571-575. Epub 2018 Dec 18. PMID: 30563850
  • Wei J, Wu J, Tang Y, Ridgeway ME, Park MA, Costello CE, Zaia J, Lin C. Characterization and Quantification of Highly Sulfated Glycosaminoglycan Isomers by Gated-Trapped Ion Mobility Spectrometry Negative Electron Transfer Dissociation MS/MS. Analytical chemistry. 2019 Feb 19;91(4):2994-3001. Epub 2019 Jan 31. PMID: 30649866
  • Wu J, Wei J, Hogan JD, Chopra P, Joshi A, Lu W, Klein J, Boons GJ, Lin C, Zaia J. Negative Electron Transfer Dissociation Sequencing of 3-O-Sulfation-Containing Heparan Sulfate Oligosaccharides. Journal of the American Society for Mass Spectrometry. 2018 Jun;29(6):1262-1272. Epub 2018 Mar 21. PMID: 29564812
  • Muraoka S, DeLeo AM, Sethi MK, Yukawa-Takamatsu K, Yang Z, Ko J, Hogan JD, Ruan Z, You Y, Wang Y, Medalla M, Ikezu S, Chen M, Xia W, Gorantla S, Gendelman HE, Issadore D, Zaia J, Ikezu T. Proteomic and biological profiling of extracellular vesicles from Alzheimer's disease human brain tissues. Alzheimer's & dementia : the journal of the Alzheimer's Association. 2020 Jun;16(6):896-907. Epub 2020 Apr 17. PMID: 32301581
  • Raghunathan R, Polinski NK, Klein JA, Hogan JD, Shao C, Khatri K, Leon D, McComb ME, Manfredsson FP, Sortwell CE, Zaia J. Glycomic and Proteomic Changes in Aging Brain Nigrostriatal Pathway. Molecular & cellular proteomics : MCP. 2018 Sep;17(9):1778-1787. Epub 2018 Jun 18. PMID: 29915149
  • Raghunathan R, Sethi MK, Zaia J. On-slide tissue digestion for mass spectrometry based glycomic and proteomic profiling. MethodsX. 2019 Sep 25;6:2329-2347. doi: 10.1016/j.mex.2019.09.029. eCollection 2019. PMID: 31660297
  • Raghunathan R, Hogan JD, Labadorf A, Myers RH, Zaia J. A glycomics and proteomics study of aging and Parkinson's disease in human brain. Scientific reports. 2020 Jul 30;10(1):12804. PMID: 32733076
  • Wang M, Shajahan A, Pepi LE, Azadi P, Zaia J. Glycoproteomic Sample Processing, LC-MS, and Data Analysis Using GlycReSoft. Current protocols. 2021 Mar;1(3):e84. PMID: 33761173
  • Sethi MK, Downs M, Shao C, Hackett WE, Phillips JJ, Zaia J. In-Depth Matrisome and Glycoproteomic Analysis of Human Brain Glioblastoma Versus Control Tissue. Molecular & cellular proteomics : MCP. 2022 Apr;21(4):100216. Epub 2022 Feb 23. PMID: 35202840
  • Klein JA, Zaia J. A Perspective on the Confident Comparison of Glycoprotein Site-Specific Glycosylation in Sample Cohorts. Biochemistry. 2020 Sep 1;59(34):3089-3097. Epub 2019 Dec 31. PMID: 31833756
  • Chang D, Klein JA, Nalehua MR, Hackett WE, Zaia J. Data-independent acquisition mass spectrometry for site-specific glycoproteomics characterization of SARS-CoV-2 spike protein. Analytical and bioanalytical chemistry. 2021 Dec;413(29):7305-7318. Epub 2021 Oct 12. PMID: 34635934
  • Wu J, Wei J, Chopra P, Boons GJ, Lin C, Zaia J. Sequencing Heparan Sulfate Using HILIC LC-NETD-MS/MS. Analytical chemistry. 2019 Sep 17;91(18):11738-11746. Epub 2019 Aug 29. PMID: 31423779
  • Chandler KB, Alamoud KA, Stahl VL, Nguyen BC, Kartha VK, Bais MV, Nomoto K, Owa T, Monti S, Kukuruzinska MA, Costello CE. β-Catenin/CBP inhibition alters epidermal growth factor receptor fucosylation status in oral squamous cell carcinoma. Molecular omics. 2020 Jun 1;16(3):195-209. Epub 2020 Mar 23. PMID: 32203567
  • Torres-Arancivia CM, Chang D, Hackett WE, Zaia J, Connors LH. Glycosylation of Serum Clusterin in Wild-Type Transthyretin-Associated (ATTRwt) Amyloidosis: A Study of Disease-Associated Compositional Features Using Mass Spectrometry Analyses. Biochemistry. 2020 Nov 17;59(45):4367-4378. Epub 2020 Nov 3. PMID: 33141553
  • Wei J, Tang Y, Bai Y, Zaia J, Costello CE, Hong P, Lin C. Toward Automatic and Comprehensive Glycan Characterization by Online PGC-LC-EED MS/MS. Analytical chemistry. 2020 Jan 7;92(1):782-791. Epub 2019 Dec 24. PMID: 31829560
  • Chang D, Klein J, Hackett WE, Nalehua MR, Wan XF, Zaia J. Improving Statistical Certainty of Glycosylation Similarity between Influenza A Virus Variants Using Data-Independent Acquisition Mass Spectrometry. Molecular & cellular proteomics : MCP. 2022 Nov;21(11):100412. Epub 2022 Sep 11. PMID: 36103992
  • Klein J, Carvalho L, Zaia J. Application of network smoothing to glycan LC-MS profiling. Bioinformatics (Oxford, England). 2018 Oct 15;34(20):3511-3518. PMID: 29790907
  • Turiák L, Tóth G, Ozohanics O, Révész Á, Ács A, Vékey K, Zaia J, Drahos L. Sensitive method for glycosaminoglycan analysis of tissue sections. Journal of chromatography. A. 2018 Apr 6;1544:41-48. Epub 2018 Feb 25. PMID: 29506752
  • Chang D, Zaia J. Why Glycosylation Matters in Building a Better Flu Vaccine. Molecular & cellular proteomics : MCP. 2019 Dec;18(12):2348-2358. Epub 2019 Oct 11. PMID: 31604803
  • Klein J, Zaia J. Relative Retention Time Estimation Improves N-Glycopeptide Identifications by LC-MS/MS. Journal of proteome research. 2020 May 1;19(5):2113-2121. Epub 2020 Apr 10. PMID: 32223173
  • Hogan JD, Wu J, Klein JA, Lin C, Carvalho L, Zaia J. GAGrank: Software for Glycosaminoglycan Sequence Ranking Using a Bipartite Graph Model. Molecular & cellular proteomics : MCP. 2021;20:100093. Epub 2021 May 14. PMID: 33992776
  • Sethi MK, Downs M, Zaia J. Serial in-solution digestion protocol for mass spectrometry-based glycomics and proteomics analysis. Molecular omics. 2020 Aug 1;16(4):364-376. Epub 2020 Apr 20. PMID: 32309832
  • Klein J, Zaia J. glypy: An Open Source Glycoinformatics Library. Journal of proteome research. 2019 Sep 6;18(9):3532-3537. Epub 2019 Jul 30. PMID: 31310539
  • Chopra P, Joshi A, Wu J, Lu W, Yadavalli T, Wolfert MA, Shukla D, Zaia J, Boons GJ. The 3-O-sulfation of heparan sulfate modulates protein binding and lyase degradation. Proceedings of the National Academy of Sciences of the United States of America. 2021 Jan 19;118. (3). PMID: 33441484
  • Fuzita FJ, Chandler KB, Haserick JR, Terra WR, Ferreira C, Costello CE. N-glycosylation in Spodoptera frugiperda (Lepidoptera: Noctuidae) midgut membrane-bound glycoproteins. Comparative biochemistry and physiology. Part B, Biochemistry & molecular biology. 2020 Aug-Sep;246-247:110464. Epub 2020 Jun 14. PMID: 32553552
  • Chang D, Hackett WE, Zhong L, Wan XF, Zaia J. Measuring Site-specific Glycosylation Similarity between Influenza a Virus Variants with Statistical Certainty. Molecular & cellular proteomics : MCP. 2020 Sep;19(9):1533-1545. Epub 2020 Jun 29. PMID: 32601173
  • Hackett WE, Zaia J. Calculating Glycoprotein Similarities From Mass Spectrometric Data. Molecular & cellular proteomics : MCP. 2021;20:100028. Epub 2021 Jan 6. PMID: 32883803
  • Wu J, Chopra P, Boons GJ, Zaia J. Influence of saccharide modifications on heparin lyase III substrate specificities. Glycobiology. 2022 Mar 30;32(3):208-217. PMID: 33822051
  • van Eijk M, Rynkiewicz MJ, Khatri K, Leymarie N, Zaia J, White MR, Hartshorn KL, Cafarella TR, van Die I, Hessing M, Seaton BA, Haagsman HP. Lectin-mediated binding and sialoglycans of porcine surfactant protein D synergistically neutralize influenza A virus. The Journal of biological chemistry. 2018 Jul 6;293(27):10646-10662. Epub 2018 May 16. PMID: 29769321
  • Klein JA, Meng L, Zaia J. Deep Sequencing of Complex Proteoglycans: A Novel Strategy for High Coverage and Site-specific Identification of Glycosaminoglycan-linked Peptides. Molecular & cellular proteomics : MCP. 2018 Aug;17(8):1578-1590. Epub 2018 May 17. PMID: 29773674
  • Hackett WE, Chang D, Carvalho L, Zaia J. RAMZIS: a bioinformatic toolkit for rigorous assessment of the alterations to glycoprotein structure that occur during biological processes. bioRxiv : the preprint server for biology. 2023 Jun 1. PMID: 37398011
  • Cavallero GJ, Zaia J. Resolving Heparan Sulfate Oligosaccharide Positional Isomers Using Hydrophilic Interaction Liquid Chromatography-Cyclic Ion Mobility Mass Spectrometry. Analytical chemistry. 2022 Feb 8;94(5):2366-2374. Epub 2022 Jan 28. PMID: 35090117