Methylotroph Quorum Sensing Signal Identification by Inverse Stable Isotopic Labeling
Open accessPublished version of a preprint
Abstract
Abstract Natural products are an essential source of bioactive compounds. Isotopic labeling is an effective way to identify natural products that incorporate a specific precursor; however, this approach is limited by the availability of isotopically-enriched precursors. We used an inverse stable isotopic labeling approach to identify natural products by growing bacteria on a 13 C-carbon source and then identifying 12 C-precursor incorporation by mass spectrometry. We applied this approach to methylotrophs, ecologically important bacteria predicted to have significant yet underexplored biosynthetic potential. We demonstrate this method identifies N -acyl homoserine lactone quorum sensing signals produced by diverse methylotrophs grown on three different one-carbon compounds. We then apply this approach to simultaneously identify five uncharacterized signals produced by a methylotroph, and link these compounds to their synthases. We envision that this method can be used to identify other natural product classes synthesized by methylotrophs and other organisms that grow on relatively inexpensive 13 C-carbon sources.
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
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?
Cummings et al. used INVERSIL for the discovery and structure elucidation of a set of new homoserine lactones.
“Cummings et al. used this technique for the discovery and structure elucidation of a set of new homo serine lactones.”
From Connecting metabolome and phenotype: recent advances in functional metabolomics tools for the identification of bioactive natural products (2024) · cites this paper as [71]
In “Simultaneous identification of five acyl-HSL signals produced by the methylotroph DSM2163” (page unavailable), the authors report using inverse stable isotopic labeling to identify five previously unidentified signals and confirming their identities by mass spectrometry and comparison with standards or previously characterized signals. The signals were newly identified in DSM2163, but the passage does not present them as new homoserine lactone compounds whose structures were newly elucidated. (LLM, conf=0.88)
Experimental — accuracy not yet measuredINVERSIL is an inverse stable isotope labeling technique typically used for organisms that grow on minimal media with limited carbon and nitrogen source.
“a key advance in stable isotope studies is the inverse stable isotope labeling technique, termed INVERSIL.71 With this method, typically used for organism that grow on minimal media with limited carbon and nitrogen source, the organism is cultured with 13C and/or 15N as sole carbon and nitrogen source.”
From Connecting metabolome and phenotype: recent advances in functional metabolomics tools for the identification of bioactive natural products (2024) · cites this paper as [71]
The Abstract (page unavailable) describes inverse stable isotopic labeling using a 13C-grown organism and an unlabeled precursor. The discussion under “Heterologous expression links acyl-HSL signals with their synthases” (page unavailable) says the method is especially well-suited to organisms that grow on inexpensive 13C-carbon sources, but does not say it is typically used with minimal media or limited carbon and nitrogen sources. Our copy also does not name the method “INVERSIL” or describe 15N labeling as part of it. (LLM, conf=0.88)
Experimental — accuracy not yet measured
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Cites
Natural Products as Sources of New Drugs over the Nearly Four Decades from 01/1981 to 09/2019
Newman, D. J., & Cragg, G. M. L. (2020) · Journal of Natural Products · doi:10.1021/acs.jnatprod.9b01285 · Cited by 7,153 · 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
Quorum sensing signal-response systems in Gram-negative bacteria
Papenfort, K., & Bassler, B. L. (2016) · Nature Reviews Microbiology · doi:10.1038/nrmicro.2016.89 · Cited by 2,256 · see citing works
Hanson, R. S., & Hanson, T. (1996) · Microbiological Reviews · doi:10.1128/mmbr.60.2.439-471.1996 · Cited by 1,261 · see citing works
Stable-isotope probing as a tool in microbial ecology
Radajewski, S., Ineson, P., Parekh, N. R., & Murrell, J. C. (2000) · Nature · doi:10.1038/35001054 · Cited by 1,252 · see citing works
Microorganisms and climate change: terrestrial feedbacks and mitigation options
Singh, B. K., Bardgett, R. D., Smith, P., & Reay, D. (2010) · Nature Reviews Microbiology · doi:10.1038/nrmicro2439 · Cited by 1,070 · see citing works
Natural Products As Sources for New Pesticides
Cantrell, C. L., Dayan, F. E., & Duke, S. O. (2012) · Journal of Natural Products · doi:10.1021/np300024u · Cited by 637 · see citing works
Methane as a Resource: Can the Methanotrophs Add Value?
Strong, P. J., Xie, S., & Clarke, W. P. (2015) · Environmental Science & Technology · doi:10.1021/es504242n · Cited by 501 · see citing works
The Expanding World of Methylotrophic Metabolism
Chistoserdova, L., Kalyuzhnaya, M., & Lidstrom, M. E. (2009) · Annual Review of Microbiology · doi:10.1146/annurev.micro.091208.073600 · Cited by 435 · see citing works
Myers, O. D., Sumner, S., Li, S., Barnes, S., & Du, X. (2017) · Analytical Chemistry · doi:10.1021/acs.analchem.7b00947 · Cited by 435 · see citing works
The IMG/M data management and analysis system v.6.0: new tools and advanced capabilities
Chen, I.-M. A., Chu, K., Palaniappan, K., Ratner, A., Huang, J., Huntemann, M., Hajek, P. P., Ritter, S., Varghese, N. J., Seshadri, R., et al. (2020) · Nucleic Acids Research · doi:10.1093/nar/gkaa939 · Cited by 433 · see citing works
A new class of homoserine lactone quorum-sensing signals
Schaefer, A. L., Greenberg, E. P., Oliver, C. M., Oda, Y., Huang, J., Bittan-Banin, G., Peres, C. M., Schmidt, S., Juhaszova, K., Sufrin, J. R., et al. (2008) · Nature · doi:10.1038/nature07088 · Cited by 412 · see citing works
Enzymatic Synthesis of a Quorum-Sensing Autoinducer Through Use of Defined Substrates
Moré, M. I., Finger, L. D., Stryker, J. L., et al. (1996) · Science · doi:10.1126/science.272.5268.1655 · Cited by 411 · see citing works
Mechanisms and regulation of biosynthesis of saturated fatty acids.
Volpe, J. J., & Vagelos, P. R. (1976) · Physiological Reviews · doi:10.1152/physrev.1976.56.2.339 · Cited by 341 · see citing works
Natural Product Biosynthetic Diversity and Comparative Genomics of the Cyanobacteria
Dittmann, E., Gugger, M. F., Sivonen, K., & Fewer, D. P. (2015) · Trends in Microbiology · doi:10.1016/j.tim.2015.07.008 · Cited by 326 · see citing works
Gross, H., Stockwell, V. O., Henkels, M. D., Nowak-Thompson, B., Loper, J. E., & Gerwick, W. H. (2007) · Chemistry & Biology · doi:10.1016/j.chembiol.2006.11.007 · Cited by 304 · see citing works
High-resolution metagenomics targets specific functional types in complex microbial communities
Kalyuzhnaya, M., Lapidus, A. L., Ivanova, N., Copeland, A., McHardy, A. C., Szeto, E., Salamov, A. A., Grigoriev, I. V., Suciu, D., Levine, S. R., et al. (2008) · Nature Biotechnology · doi:10.1038/nbt.1488 · Cited by 303 · see citing works
Green, P. N., & Ardley, J. K. (2018) · INTERNATIONAL JOURNAL OF SYSTEMATIC AND EVOLUTIONARY MICROBIOLOGY · doi:10.1099/ijsem.0.002856 · Cited by 196 · see citing works
Morin, D., Grasland, B., Vallée‐Rehel, K., Dufau, C., & Haras, D. (2003) · Journal of Chromatography A · doi:10.1016/s0021-9673(03)00730-1 · Cited by 174 · see citing works
Specificity of Acyl-Homoserine Lactone Synthases Examined by Mass Spectrometry
Gould, T. A., Herman, J. P., Krank, J., Murphy, R. C., & Churchill, M. E. A. (2005) · Journal of Bacteriology · doi:10.1128/jb.188.2.773-783.2006 · Cited by 150 · see citing works
Delaney, N. F., Kaczmarek, M. E., Ward, L. M., Swanson, P. K., Lee, M., & Marx, C. J. (2013) · PLoS ONE · doi:10.1371/journal.pone.0062957 · Cited by 143 · see citing works
Val, D. L., & Cronan, J. E. (1998) · Journal of Bacteriology · doi:10.1128/jb.180.10.2644-2651.1998 · Cited by 140 · see citing works
Complete Genome Sequences of Six Strains of the Genus Methylobacterium
Marx, C. J., Bringel, F., Chistoserdova, L., et al. (2012) · Journal of Bacteriology · doi:10.1128/jb.01009-12 · Cited by 102 · see citing works
Methylotrophic bacteria in sustainable agriculture
Kumar, M., Tomar, R. S., Lade, H. S., et al. (2016) · World Journal of Microbiology and Biotechnology · doi:10.1007/s11274-016-2074-8 · Cited by 98 · see citing works
Aerobic Methylotrophic Prokaryotes
Chistoserdova, L., & Lidstrom, M. E. (2013) · Springer eBooks · doi:10.1007/978-3-642-30141-4_68 · Cited by 93 · see citing works
Hoang, T. T., Sullivan, S. A., Cusick, J., et al. (2002) · Microbiology · doi:10.1099/00221287-148-12-3849 · Cited by 91 · see citing works
Pérez‐Montaño, F., Guasch-Vidal, B., González-Barroso, S., et al. (2011) · Research in Microbiology · doi:10.1016/j.resmic.2011.05.002 · Cited by 77 · see citing works
Yang, S., Sadı́lek, M., & Lidstrom, M. E. (2010) · Journal of Chromatography A · doi:10.1016/j.chroma.2010.09.055 · Cited by 76 · see citing works
Patel, N. M., Moore, J. D., Blackwell, H. E., et al. (2016) · PLoS ONE · doi:10.1371/journal.pone.0163469 · Cited by 69 · see citing works
L‐tyrosine is the precursor of PQQ biosynthesis in Hyphomicrobium X
van Kleef, M. A. G., & Duine, J. A. (1988) · FEBS Letters · doi:10.1016/0014-5793(88)80178-9 · Cited by 65 · see citing works
Recent highlights in biosynthesis research using stable isotopes
Rinkel, J., & Dickschat, J. S. (2015) · Beilstein Journal of Organic Chemistry · doi:10.3762/bjoc.11.271 · Cited by 65 · see citing works
Phytosymbiosis of aerobic methylobacteria: New facts and views
Fedorov, D. N., Doronina, N. V., & Trotsenko, Y. A. (2011) · Microbiology · doi:10.1134/s0026261711040047 · Cited by 55 · see citing works
Brady, S. F., & Clardy, J. (2005) · Angewandte Chemie International Edition · doi:10.1002/anie.200501942 · Cited by 55 · see citing works
An aryl-homoserine lactone quorum-sensing signal produced by a dimorphic prosthecate bacterium
Liao, L., Schaefer, A. L., Coutinho, B. G., et al. (2018) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1808351115 · Cited by 41 · see citing works
Poonguzhali, S., Madhaiyan, M., & Sa, T. (2007) · PubMed · Cited by 39 · see citing works
Nieto‐Peñalver, C. G., Morin, D., Cantet, F., et al. (2005) · FEBS Letters · doi:10.1016/j.febslet.2005.12.062 · Cited by 38 · see citing works
Kinnel, R. B., Esquenazi, E., Leão, T., Moss, N. A., Mevers, E. E., Pereira, A. R., Monroe, E. A., Korobeynikov, A., Murray, T. F., Sherman, D. H., et al. (2017) · Journal of Natural Products · doi:10.1021/acs.jnatprod.7b00019 · Cited by 35 · see citing works
May, D. S., Crnkovic, C. M., Krunić, A., Wilson, T. A., Fuchs, J. R., & Orjala, J. (2020) · ACS Chemical Biology · doi:10.1021/acschembio.9b00993 · Cited by 35 · see citing works
Quorum Sensing in a Methane-Oxidizing Bacterium
Puri, A. W., Schaefer, A. L., Fu, Y., et al. (2016) · Journal of Bacteriology · doi:10.1128/jb.00773-16 · Cited by 34 · see citing works
Self-citationBatey, R. A. (1996) · Nucleic Acids Research · doi:10.1093/nar/24.23.4836 · Cited by 27 · see citing works
Specialized Metabolites from Methylotrophic Proteobacteria
Puri, A. W. (2019) · Current Issues in Molecular Biology · doi:10.21775/cimb.033.211 · Cited by 14 · see citing works
Self-citationSchaefer, A. L., Harwood, C. S., & Greenberg, E. P. (2017) · Methods in molecular biology · doi:10.1007/978-1-4939-7309-5_3 · Cited by 11 · see citing works
Thornhill, S. G., & McLean, R. J. C. (2017) · Methods in molecular biology · doi:10.1007/978-1-4939-7309-5_1 · Cited by 7 · see citing works
Flagged first, then by citations
Cited by
Sorted by citations
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
- Authors
- Cummings, D. A., Snelling, A. I., & Puri, A. W.
- Affiliations
- University of Utah (US)
- Corresponding author
- Puri, Aaron W.
- Venue
- ACS Chemical Biology
- Publisher
- American Chemical Society (ACS)
- Published
- 2021-07-30
- Volume
- 16
- Issue
- 8
- Pages
- 1332-1338
- ISSN
- 1554-8929 (ISSN-L)
- 1554-8937
- PMC
- PMC8496459
- OpenAlex
- W3184516418
- Cited by
- 12
- References
- 43
- Citations by year
- 2026: 2 · 2025: 2 · 2024: 5 · 2023: 3
- FWCI
- 1.17
- Type
- journal article
- Language
- en
- Open access
- green
- doi.org
- Licence
- Locations
- ACS Chemical Biology (publishedVersion)
- bioRxiv (Cold Spring Harbor Laboratory) (acceptedVersion, cc-by-nc)
- PubMed (publishedVersion)
- Europe PMC (PubMed Central) (acceptedVersion)
- PubMed Central (acceptedVersion)
- Funders
- National Institute of General Medical Sciences (R00 GM118762)
- Topics
- Health Sciences › Medicine › Pharmacology › Microbial Natural Products and Biosynthesis
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Bacterial biofilms and quorum sensing
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Microbial metabolism and enzyme function
- Keywords
- methylotrophic bacteria, quorum sensing, N-acyl homoserine lactones, precursor incorporation, natural product identification, biosynthetic gene identification, one-carbon compounds, bacterial secondary metabolites
- MeSH terms
- Proof of Concept Study, Carbon, Carbon Isotopes, Isotope Labeling, Methylococcaceae, Methylobacteriaceae, Quorum Sensing, Acyl-Butyrolactones
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