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Hernandes VV, Warth B. Modular, Scalable, and Customizable LC-HRMS for Exposomics. Methods Mol Biol 2025; 2855:41-66. [PMID: 39354300 DOI: 10.1007/978-1-0716-4116-3_3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/03/2024]
Abstract
In this chapter, we describe a multi-purpose, reversed-phase liquid chromatography-high-resolution mass spectrometry (LC-HRMS) workflow for acquiring high-quality, non-targeted exposomics data utilizing data-dependent acquisition (DDA) combined with the use of toxicant inclusion lists for semi-targeted analysis. In addition, we describe expected retention times for >160 highly diverse xenobiotics in human plasma and serum samples. The method described is intended to serve as a generic LC-HRMS exposomics workflow for research and educational purposes. Moreover, it may be employed as a primer, allowing for further adaptations according to specialized research needs, e.g., by including reference and/or internal standards, by expanding to data-independent acquisition (DIA), or by modifying the list of compounds prioritized in fragmentation experiments (MS2).
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Affiliation(s)
- Vinicius Verri Hernandes
- Department of Food Chemistry and Toxicology, Faculty of Chemistry, University of Vienna, Vienna, Austria
- Exposome Austria, Research Infrastructure and National EIRENE Node, Vienna, Austria
| | - Benedikt Warth
- Department of Food Chemistry and Toxicology, Faculty of Chemistry, University of Vienna, Vienna, Austria.
- Exposome Austria, Research Infrastructure and National EIRENE Node, Vienna, Austria.
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Tank P, Vora S, Tripathi S, D'Souza F. Qualification of a LC-HRMS platform method for biosimilar development using NISTmab as a model. Anal Biochem 2024; 688:115475. [PMID: 38336012 DOI: 10.1016/j.ab.2024.115475] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/20/2023] [Revised: 12/27/2023] [Accepted: 01/26/2024] [Indexed: 02/12/2024]
Abstract
Biosimilars are a cost-effective alternative to biopharmaceuticals, necessitating rigorous analytical methods for consistency and compliance. Liquid chromatography coupled with high-resolution mass spectrometry (LC-HRMS) is a versatile tool for assessing key attributes, encompassing molecular mass, primary structure, and post-translational modifications (PTMs). Adhering to ICH Q2R1, we validated an LC-HRMS based peptide mapping method using NISTmab as a reference. The method validation parameters, covering system suitability, specificity, accuracy, precision, robustness, and carryover, were comprehensively assessed. The method effectively differentiated the NISTmab from similar counterparts as well as from artificially introduced spiked conditions. Notably, the accuracy of mass error for NISTmab specific complementarity determining region peptides was within a maximum of 2.42 parts per million (ppm) from theoretical and the highest percent relative standard deviation (%RSD) observed for precision was 0.000219 %. It demonstrates precision in sequence coverage and PTM detection, with a visual inspection of total ion chromatogram approach for variability assessment. The method maintains robustness when subjected to diverse storage conditions, encompassing variations in column temperature and mobile phase composition. Negligible carryover was noted during the carryover analysis. In summary, this method serves as a versatile platform for multiple biosimilar development by effectively characterizing and identifying monoclonal antibodies, ultimately ensuring product quality.
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Affiliation(s)
- Paresh Tank
- Analytical Chemistry Division of Zelle Biotechnology Research and Analytical Services, Zelle Biotechnology Pvt. Ltd., A-7 M.I.D.C., Mira Industrial Area, Western Express Highway, Mira Road, Thane, 401 104, India.
| | - Shruti Vora
- Analytical Chemistry Division of Zelle Biotechnology Research and Analytical Services, Zelle Biotechnology Pvt. Ltd., A-7 M.I.D.C., Mira Industrial Area, Western Express Highway, Mira Road, Thane, 401 104, India.
| | - Sarita Tripathi
- Analytical Chemistry Division of Zelle Biotechnology Research and Analytical Services, Zelle Biotechnology Pvt. Ltd., A-7 M.I.D.C., Mira Industrial Area, Western Express Highway, Mira Road, Thane, 401 104, India.
| | - Fatima D'Souza
- Analytical Chemistry Division of Zelle Biotechnology Research and Analytical Services, Zelle Biotechnology Pvt. Ltd., A-7 M.I.D.C., Mira Industrial Area, Western Express Highway, Mira Road, Thane, 401 104, India.
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Broeckling CD, Beger RD, Cheng LL, Cumeras R, Cuthbertson DJ, Dasari S, Davis WC, Dunn WB, Evans AM, Fernández-Ochoa A, Gika H, Goodacre R, Goodman KD, Gouveia GJ, Hsu PC, Kirwan JA, Kodra D, Kuligowski J, Lan RSL, Monge M, Moussa LW, Nair SG, Reisdorph N, Sherrod SD, Ulmer Holland C, Vuckovic D, Yu LR, Zhang B, Theodoridis G, Mosley JD. Current Practices in LC-MS Untargeted Metabolomics: A Scoping Review on the Use of Pooled Quality Control Samples. Anal Chem 2023; 95:18645-18654. [PMID: 38055671 PMCID: PMC10753522 DOI: 10.1021/acs.analchem.3c02924] [Citation(s) in RCA: 18] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/04/2023] [Revised: 11/02/2023] [Accepted: 11/10/2023] [Indexed: 12/08/2023]
Abstract
Untargeted metabolomics is an analytical approach with numerous applications serving as an effective metabolic phenotyping platform to characterize small molecules within a biological system. Data quality can be challenging to evaluate and demonstrate in metabolomics experiments. This has driven the use of pooled quality control (QC) samples for monitoring and, if necessary, correcting for analytical variance introduced during sample preparation and data acquisition stages. Described herein is a scoping literature review detailing the use of pooled QC samples in published untargeted liquid chromatography-mass spectrometry (LC-MS) based metabolomics studies. A literature query was performed, the list of papers was filtered, and suitable articles were randomly sampled. In total, 109 papers were each reviewed by at least five reviewers, answering predefined questions surrounding the use of pooled quality control samples. The results of the review indicate that use of pooled QC samples has been relatively widely adopted by the metabolomics community and that it is used at a similar frequency across biological taxa and sample types in both small- and large-scale studies. However, while many studies generated and analyzed pooled QC samples, relatively few reported the use of pooled QC samples to improve data quality. This demonstrates a clear opportunity for the field to more frequently utilize pooled QC samples for quality reporting, feature filtering, analytical drift correction, and metabolite annotation. Additionally, our survey approach enabled us to assess the ambiguity in the reporting of the methods used to describe the generation and use of pooled QC samples. This analysis indicates that many details of the QC framework are missing or unclear, limiting the reader's ability to determine which QC steps have been taken. Collectively, these results capture the current state of pooled QC sample usage and highlight existing strengths and deficiencies as they are applied in untargeted LC-MS metabolomics.
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Affiliation(s)
- Corey D. Broeckling
- Analytical
Resources Core: Bioanalysis and Omics Center; Department of Agricultural
Biology, Colorado State University, Fort Collins, Colorado 80525, United States
| | - Richard D. Beger
- Division
of Systems Biology, National Center for
Toxicological Research, U.S. Food and Drug Administration, Jefferson, Arkansas 72079, United States
| | - Leo L. Cheng
- Departments
of Radiology and Pathology, Massachusetts
General Hospital, Harvard Medical School, Boston, Massachusetts 02114, United States
| | - Raquel Cumeras
- Department
of Oncology, Hospital Universitari Sant Joan de Reus, Institut d’Investigació Sanitària Pere Virgili
(IISPV), URV, CERCA, 43204 Reus, Spain
| | - Daniel J. Cuthbertson
- Agilent
Technologies Inc., 5301 Stevens Creek Blvd, Santa Clara, California 95051, United States
| | - Surendra Dasari
- Department
of Quantitative Health Sciences, Mayo Clinic, Rochester, Minnesota 55905, United States
| | - W. Clay Davis
- National
Institute of Standards and Technology, Chemical
Sciences Division, 331
Fort Johnson Road, Charleston, South Carolina 29412, United States
| | - Warwick B. Dunn
- Centre
for Metabolomics Research, Department of Biochemistry and Systems
Biology, Institute of Systems, Molecular and Integrative Biology, University of Liverpool, BioSciences Building, Crown St., Liverpool L69 7ZB,U.K.
| | - Anne Marie Evans
- Metabolon,
Inc. 617 Davis Drive, Suite 100, Morrisville, North Carolina 27560, United States
| | | | - Helen Gika
- School
of Medicine, Aristotle University of Thessaloniki, 54124 Thessaloniki, Greece
| | - Royston Goodacre
- Centre
for Metabolomics Research, Department of Biochemistry and Systems
Biology, Institute of Systems, Molecular and Integrative Biology, University of Liverpool, BioSciences Building, Crown St., Liverpool L69 7ZB,U.K.
| | - Kelli D. Goodman
- Metabolon, Inc., 617 Davis Drive, Suite 100, Morrisville, North Carolina 27560, United States
| | - Goncalo J. Gouveia
- Institute for Bioscience
and Biotechnology Research, National Institute
of Standards and Technology, University
of Maryland, Gudelsky
Drive, Rockville, Maryland 20850, United States
| | - Ping-Ching Hsu
- Department
of Environmental Health Sciences, University
of Arkansas for Medical Sciences, Little Rock, Arkansas 72205-7190, United States
| | - Jennifer A. Kirwan
- Metabolomics, Berlin Institute of Health at Charite, Anna-Louisa-Karsch-Str. 2, 10178 Berlin, Germany
| | - Dritan Kodra
- Department
of Chemistry, Aristotle University of Thessaloniki, 54124 Thessaloniki, Greece
| | - Julia Kuligowski
- Neonatal
Research Group, Health Research Institute
La Fe, Avenida Fernando
Abril Martorell 106, 46026 Valencia, Spain
| | - Renny Shang-Lun Lan
- Arkansas Children’s Nutrition Center, Little Rock, Arkansas 72202-3591, United States
| | - María
Eugenia Monge
- Centro
de Investigaciones en Bionanociencias (CIBION), Consejo Nacional de Investigaciones Científicas y Técnicas
(CONICET), Godoy Cruz
2390, C1425FQD Ciudad
de Buenos Aires, Argentina
| | - Laura W. Moussa
- Center
for Veterinary Medicine, Office of New Animal Drug Evaluation, U.S. Food and Drug Administration, Rockville, Maryland 20855, United States
| | - Sindhu G. Nair
- Department
of Biological Sciences, University of Alberta, Edmonton, AB T6G 2G2, Canada
| | - Nichole Reisdorph
- Department
of Pharmaceutical Sciences, University of
Colorado−Anschutz Medical Campus, Aurora, Colorado 80045, United States
| | - Stacy D. Sherrod
- Department
of Chemistry and Center for Innovative Technology, Vanderbilt University, Nashville, Tennessee 37240, United States
| | - Candice Ulmer Holland
- Chemistry
Branch, Eastern Laboratory, Office of Public
Health Science, USDA-FSIS, Athens, Georgia 30605, United States
| | - Dajana Vuckovic
- Department
of Chemistry and Biochemistry, Concordia
University, 7141 Sherbrooke
Street West, Montreal, QC H4B 1R6, Canada
| | - Li-Rong Yu
- Division
of Systems Biology, National Center for
Toxicological Research, U.S. Food and Drug Administration, Jefferson, Arkansas 72079, United States
| | - Bo Zhang
- Olaris, Inc., 175 Crossing
Blvd Suite 410, Framingham, Massachusetts 01702, United States
| | - Georgios Theodoridis
- Department
of Chemistry, Aristotle University of Thessaloniki, Thessaloniki 54124, Greece
| | - Jonathan D. Mosley
- Center
for Environmental Measurement and Modeling, Environmental Protection Agency, Athens, Georgia 30605, United States
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