ChelomEx: Isotope-Assisted Discovery of Metal Chelates in Complex Media Using High-Resolution LC-MS
Abstract
Chelating agents can control the speciation and reactivity of trace metals in biological, environmental, and laboratory-derived media. A large number of trace metals (including Fe, Cu, Zn, Hg, and others) show characteristic isotopic fingerprints that can be exploited for the discovery of known and unknown organic metal complexes and related chelating ligands in very complex sample matrices using high-resolution liquid chromatography mass spectrometry (LC-MS). However, there is currently no free open-source software available for this purpose. We present a novel software tool, ChelomEx, which identifies isotope pattern-matched chromatographic features associated with metal complexes along with free ligands and other related adducts in high-resolution LC-MS data. High sensitivity and exclusion of false positives are achieved by evaluation of the chromatographic coherence of the isotope pattern within chromatographic features, which we demonstrate through the analysis of bacterial culture media. A built-in graphical user interface and compound library aid in identification and efficient evaluation of results. ChelomEx is implemented in MatLab. The source code, binaries for MS Windows and MAC OS X as well as test LC-MS data are available for download at SourceForge ( http://sourceforge.net/projects/chelomex ).
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
Previous techniques for elucidating metal-binding relied on properties of the metal-adduct itself, including metal-specific isotopic signatures, mass defect/Kendrick analysis, or hyperfine splitting isotope patterns.
“Previous techniques for elucidating metal-binding have relied on properties of the metal-adduct itself, including the presence of metal-specific isotopic signatures,87,88 mass defect/Kendrick analysis,89 or analysis of hyperfine splitting isotope patterns.90”
From Connecting metabolome and phenotype: recent advances in functional metabolomics tools for the identification of bioactive natural products (2024) · cites this paper as [87]
Cites
Smith, C. A., Want, E. J., O’Maille, G., Abagyan, R. A., & Siuzdak, G. E. (2006) · Analytical Chemistry · doi:10.1021/ac051437y · Cited by 5,296 · see citing works
Pluskal, T., Castillo, S., Villar‐Briones, A., & Orešič, M. (2010) · BMC Bioinformatics · doi:10.1186/1471-2105-11-395 · Cited by 3,852 · see citing works
Metabolomics: the apogee of the omics trilogy
Patti, G. J., Yanes, Ó., & Siuzdak, G. E. (2012) · Nature Reviews Molecular Cell Biology · doi:10.1038/nrm3314 · Cited by 2,605 · see citing works
ProteoWizard: open source software for rapid proteomics tools development
Kessner, D., Chambers, M., Burke, R., Agus, D., & Mallick, P. (2008) · Bioinformatics · doi:10.1093/bioinformatics/btn323 · Cited by 2,024 · see citing works
Chemistry and biology of siderophores
Hider, R. C., & Kong, X. (2010) · Natural Product Reports · doi:10.1039/b906679a · Cited by 1,722 · see citing works
The organic complexation of iron in the marine environment: a review
Gledhill, M. (2012) · Frontiers in Microbiology · doi:10.3389/fmicb.2012.00069 · Cited by 635 · see citing works
Metabolomic Analysis and Visualization Engine for LC−MS Data
Melamud, E., Vastag, L., & Rabinowitz, J. D. (2010) · Analytical Chemistry · doi:10.1021/ac1021166 · Cited by 603 · see citing works
Chemistry of Marine Ligands and Siderophores
Gauglitz, J. M., & Butler, A. (2008) · Annual Review of Marine Science · doi:10.1146/annurev.marine.010908.163712 · Cited by 358 · see citing works
Advances in Supramolecular Chemistry
Gokel, G. W. (1997) · Medical Entomology and Zoology · Cited by 313 · see citing works
Benton, H. P., Wong, D. M., Trauger, S. A., & Siuzdak, G. E. (2008) · Analytical Chemistry · doi:10.1021/ac800795f · Cited by 266 · see citing works
Hydroxamate Siderophores: Occurrence and Importance in the Atlantic Ocean
Mawji, E., Gledhill, M., Milton, J. A., Tarran, G. A., Ussher, S. J., Thompson, A., Wolff, G. A., Worsfold, P. J., & Achterberg, E. P. (2008) · Environmental Science & Technology · doi:10.1021/es801884r · Cited by 252 · see citing works
On the Mechanism of Long-Range Electron Transfer through DNA
Giese, B., Wessely, S., Spormann, M., Lindemann, U., Meggers, E., & Michel‐Beyerle, M. E. (1999) · Angewandte Chemie International Edition · doi:10.1002/(sici)1521-3773(19990401)38:7 · Cited by 235 · see citing works
Popp, M., Hann, S., & Koellensperger, G. (2010) · Analytica Chimica Acta · doi:10.1016/j.aca.2010.04.036 · Cited by 130 · see citing works
Boiteau, R. M., Fitzsimmons, J. N., Repeta, D. J., & Boyle, E. A. (2013) · Analytical Chemistry · doi:10.1021/ac3034568 · Cited by 106 · see citing works
Lehner, S. M., Atanasova, L., Neumann, N. K. N., Krska, R., Lemmens, M., Druzhinina, I. S., & Schuhmacher, R. (2012) · Applied and Environmental Microbiology · doi:10.1128/aem.02339-12 · Cited by 100 · see citing works
Velasquez, I. B., Nunn, B. L., Ibisanmi, E., Goodlett, D. R., Hunter, K. A., & Sander, S. G. (2011) · Marine Chemistry · doi:10.1016/j.marchem.2011.04.003 · Cited by 94 · see citing works
Zhu, P., Tong, W., Alton, K. B., et al. (2009) · Analytical Chemistry · doi:10.1021/ac900626d · Cited by 76 · see citing works
The redox hypothesis in siderophore-mediated iron uptake
Harrington, J. M., & Crumbliss, A. L. (2009) · BioMetals · doi:10.1007/s10534-009-9233-4 · Cited by 73 · see citing works
Quantification of Hydroxamate Siderophores in Soil Solutions of Podzolic Soil Profiles in Sweden
Essén, S., Bylund, D., Holmström, S., Moberg, M., & Lundström, U. S. (2006) · BioMetals · doi:10.1007/s10534-005-8418-8 · Cited by 71 · see citing works
Zn 2+ Increases Siderophore Production in Azotobacter vinelandii
Huyer, M., & Page, W. J. (1988) · Applied and Environmental Microbiology · doi:10.1128/aem.54.11.2625-2631.1988 · Cited by 63 · see citing works
Elemental composition determination based on MSn
Rojas‐Chertó, M., Kasper, P. T., Willighagen, E., Vreeken, R. J., Hankemeier, T., & Reijmers, T. H. (2011) · Bioinformatics · doi:10.1093/bioinformatics/btr409 · Cited by 63 · see citing works
Complexation of oxoanions and cationic metals by the biscatecholate siderophore azotochelin
Bellenger, J., Arnaud‐Neu, F., Asfari, Z., et al. (2006) · JBIC Journal of Biological Inorganic Chemistry · doi:10.1007/s00775-006-0194-6 · Cited by 53 · see citing works
Electrospray ionisation-mass spectrometry of hydroxamate siderophores
Gledhill, M. (2001) · The Analyst · doi:10.1039/b101268l · Cited by 49 · see citing works
Flagged first, then by citations
Cited by
Sorted by citations
Native mass spectrometry-based metabolomics identifies metal-binding compounds
Aron, A. T., Petras, D., Schmid, R., Gauglitz, J. M., Büttel, I., Antelo, L., Zhi, H., Nuccio, S.-P., Saak, C. C., Malarney, K. P., et al. (2022) · Nature Chemistry · doi:10.1038/s41557-021-00803-1 · Cited by 79 · see citing works
Vitale, G. A., Geibel, C., Minda, V., Wang, M., Aron, A. T., & Petras, D. (2024) · Natural Product Reports · doi:10.1039/d3np00050h · Cited by 66 · see citing works
Walker, L. R., Tfaily, M. M., Shaw, J. B., Hess, N. J., Paša-Tolić, L., & Koppenaal, D. W. (2017) · Metallomics · doi:10.1039/c6mt00201c · Cited by 31 · see citing works
DeltaMS: a tool to track isotopologues in GC- and LC-MS data
Baumeister, T. U. H., Ueberschaar, N., Schmidt-Heck, W., Mohr, J. F., Deicke, M., Wichard, T., Guthke, R., & Pohnert, G. (2018) · Metabolomics · doi:10.1007/s11306-018-1336-x · Cited by 25 · see citing works
Baars, O., Zhang, X., Gibson, M. I., Stone, A. T., Morel, F. M. M., & Seyedsayamdost, M. R. (2018) · Angewandte Chemie · doi:10.1002/ange.201709720 · Cited by 19 · see citing works
Self-citationNative metabolomics for mass spectrometry-based siderophore discovery.
(2024) · Methods in Enzymology · doi:10.1016/bs.mie.2024.07.001 · Cited by 2 · see citing works
- Authors
- Baars, O., Morel, F. M. M., & Perlman, D. H.
- Affiliations
- Princeton University (US)
- Corresponding author
- Baars, Oliver
- Venue
- Analytical Chemistry
- Publisher
- American Chemical Society (ACS)
- Published
- 2014-11-04
- Volume
- 86
- Issue
- 22
- Pages
- 11298-11305
- ISSN
- 0003-2700 (ISSN-L)
- 1520-6882
- OpenAlex
- W1975593068
- Cited by
- 57
- References
- 23
- Citations by year
- 2026: 2 · 2025: 4 · 2024: 9 · 2023: 6 · 2022: 3 · 2021: 5 · 2020: 4 · 2019: 1 · 2018: 8 · 2017: 3 · 2016: 9 · 2015: 3
- FWCI
- 2.05
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Analytical Chemistry (publishedVersion)
- PubMed (publishedVersion)
- Funders
- Division of Ocean Sciences (OCE 1315200)
- Topics
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Metabolomics and Mass Spectrometry Studies
- Physical Sciences › Chemistry › Spectroscopy › Mass Spectrometry Techniques and Applications
- Physical Sciences › Chemistry › Spectroscopy › Advanced Proteomics Techniques and Applications
- Keywords
- metal chelates, organic metal complexes, chelating ligands, trace metal speciation, open source software, bacterial culture media, chemical libraries
- MeSH terms
- Algorithms, Chelating Agents, Chromatography, Liquid, Isotopes, Organometallic Compounds, Software, Mass Spectrometry
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review