Bioactivity-driven fungal metabologenomics identifies antiproliferative stemphone analogs and their biosynthetic gene cluster.


Journal

Metabolomics : Official journal of the Metabolomic Society
ISSN: 1573-3890
Titre abrégé: Metabolomics
Pays: United States
ID NLM: 101274889

Informations de publication

Date de publication:
02 Aug 2024
Historique:
received: 09 04 2024
accepted: 16 07 2024
medline: 3 8 2024
pubmed: 3 8 2024
entrez: 2 8 2024
Statut: epublish

Résumé

Fungi biosynthesize chemically diverse secondary metabolites with a wide range of biological activities. Natural product scientists have increasingly turned towards bioinformatics approaches, combining metabolomics and genomics to target secondary metabolites and their biosynthetic machinery. We recently applied an integrated metabologenomics workflow to 110 fungi and identified more than 230 high-confidence linkages between metabolites and their biosynthetic pathways. To prioritize the discovery of bioactive natural products and their biosynthetic pathways from these hundreds of high-confidence linkages, we developed a bioactivity-driven metabologenomics workflow combining quantitative chemical information, antiproliferative bioactivity data, and genome sequences. The 110 fungi from our metabologenomics study were tested against multiple cancer cell lines to identify which strains produced antiproliferative natural products. Three strains were selected for further study, fractionated using flash chromatography, and subjected to an additional round of bioactivity testing and mass spectral analysis. Data were overlaid using biochemometrics analysis to predict active constituents early in the fractionation process following which their biosynthetic pathways were identified using metabologenomics. We isolated three new-to-nature stemphone analogs, 19-acetylstemphones G (1), B (2) and E (3), that demonstrated antiproliferative activity ranging from 3 to 5 µM against human melanoma (MDA-MB-435) and ovarian cancer (OVACR3) cells. We proposed a rational biosynthetic pathway for these compounds, highlighting the potential of using bioactivity as a filter for the analysis of integrated-Omics datasets. This work demonstrates how the incorporation of biochemometrics as a third dimension into the metabologenomics workflow can identify bioactive metabolites and link them to their biosynthetic machinery.

Identifiants

pubmed: 39095664
doi: 10.1007/s11306-024-02153-8
pii: 10.1007/s11306-024-02153-8
doi:

Substances chimiques

Biological Products 0
Antineoplastic Agents 0

Types de publication

Journal Article

Langues

eng

Sous-ensembles de citation

IM

Pagination

90

Subventions

Organisme : National Science Foundation
ID : REU CHE-2150091
Organisme : Engineering and Physical Sciences Research Council
ID : EP/W021129/1
Organisme : NIH HHS
ID : R01 GM112739-05A1
Pays : United States
Organisme : NIH HHS
ID : P01 CA125066
Pays : United States
Organisme : NIH HHS
ID : 2R01 AT009143
Pays : United States
Organisme : NIH HHS
ID : F32 GM132679
Pays : United States

Informations de copyright

© 2024. The Author(s).

Références

(2021). Dictionary of natural products. Taylor & Francis Group.
Al Subeh, Z. Y., Raja, H. A., Monro, S., Flores-Bocanegra, L., El-Elimat, T., Pearce, C. J., McFarland, S. A., & Oberlies, N. H. (2020). Enhanced production and anticancer properties of photoactivated perylenequinones. Journal of Natural Products, 83, 2490–2500.
pubmed: 32786877 pmcid: 7493285 doi: 10.1021/acs.jnatprod.0c00492
Al Subeh, Z. Y., Raja, H. A., Obike, J. C., Pearce, C. J., Croatt, M. P., & Oberlies, N. H. (2021). Media and strain studies for the scaled production of cis-enone resorcylic acid lactones as feedstocks for semisynthesis. The Journal of Antibiotics, 74, 496–507.
pubmed: 34155352 pmcid: 8313427 doi: 10.1038/s41429-021-00432-3
Al Subeh, Z. Y., Waldbusser, A. L., Raja, H. A., Pearce, C. J., Ho, K. L., Hall, M. J., Probert, M. R., Oberlies, N. H., & Hematian, S. (2022). Structural diversity of perylenequinones is driven by their redox behavior. Journal of Organic Chemistry, 87, 2697–2710.
pubmed: 35077640 doi: 10.1021/acs.joc.1c02639
Anbu, N., Nagarjun, N., Jacob, M., Kalaiarasi, J. M. V. K., & Dhakshinamoorthy, A. (2019). Acetylation of alcohols. Amines, Phenols, Thiols under Catalyst and Solvent-Free Conditions, 1, 69–79.
Avalon, N. E., Murray, A. E., & Baker, B. J. (2022). Integrated metabolomic-genomic workflows accelerate microbial natural product discovery. Analytical Chemistry, 94, 11959–11966.
pubmed: 35994737 pmcid: 9453739 doi: 10.1021/acs.analchem.2c02245
Ayon, N. J. (2023). High-throughput screening of natural product and synthetic molecule libraries for antibacterial drug discovery. Metabolites, 13, 625.
pubmed: 37233666 pmcid: 10220967 doi: 10.3390/metabo13050625
Ayon, N. J., & Gutheil, W. G. (2019). Dimensionally enhanced antibacterial library screening. ACS Chemical Biology, 14, 2887–2894.
pubmed: 31675203 pmcid: 7580057 doi: 10.1021/acschembio.9b00745
Bills, G. F., & Gloer, J. B. (2016). Biologically active secondary metabolites from the fungi. Microbiology Spectrum. https://doi.org/10.1128/microbiolspec.FUNK-0009-2016
doi: 10.1128/microbiolspec.FUNK-0009-2016 pubmed: 27809954
Blackwell, M. (2011). The fungi: 1, 2, 3 … 5.1 million species? American Journal of Botany, 98, 426–438.
pubmed: 21613136 doi: 10.3732/ajb.1000298
Bok, J. W., Hoffmeister, D., Maggio-Hall, L. A., Murillo, R., Glasner, J. D., & Keller, N. P. (2006). Genomic mining for Aspergillus natural products. Chemistry & Biology, 13, 31–37.
doi: 10.1016/j.chembiol.2005.10.008
Caesar, L. K., Butun, F. A., Robey, M. T., Ayon, N. J., Gupta, R., Dainko, D., Bok, J. W., Nickles, G., Stankey, R. J., Johnson, D., Mead, D., Cank, K. B., Earp, C. E., Raja, H. A., Oberlies, N. H., Keller, N. P., & Kelleher, N. L. (2023). Correlative metabologenomics of 110 fungi reveals metabolite–gene cluster pairs. Nature Chemical Biology, 19, 846–854.
pubmed: 36879060 pmcid: 10313767 doi: 10.1038/s41589-023-01276-8
Caesar, L. K., Montaser, R., Keller, N. P., & Kelleher, N. L. (2021). Metabolomics and genomics in natural products research: Complementary tools for targeting new chemical entities. Natural Product Reports, 38, 2041–2065.
pubmed: 34787623 pmcid: 8691422 doi: 10.1039/D1NP00036E
Cank, K. B., Henkin, J. M., Cook, A. G., & Oberlies, N. H. (2021). Droplet probe: A non-destructive residue analysis of Wari ceramics from the imperial heartland. Journal of Archaeological Science, 134, 105468.
doi: 10.1016/j.jas.2021.105468
Capon, R. J. (2020). Extracting value: Mechanistic insights into the formation of natural product artifacts—Case studies in marine natural products. Natural Product Reports, 37, 55–79.
pubmed: 31046051 doi: 10.1039/C9NP00013E
Chambers, M. C., Maclean, B., Burke, R., Amodei, D., Ruderman, D. L., Neumann, S., Gatto, L., Fischer, B., Pratt, B., Egertson, J., Hoff, K., Kessner, D., Tasman, N., Shulman, N., Frewen, B., Baker, T. A., Brusniak, M. Y., Paulse, C., Creasy, D., … Mallick, P. (2012). A cross-platform toolkit for mass spectrometry and proteomics. Nature Biotechnology, 30, 918–920.
pubmed: 23051804 pmcid: 3471674 doi: 10.1038/nbt.2377
Dolomanov, O. V., Bourhis, L. J., Gildea, R. J., Howard, J. A. K., & Puschmann, H. (2009). OLEX2: A complete structure solution, refinement and analysis program. Journal of Applied Crystallography, 42, 339–341.
doi: 10.1107/S0021889808042726
El-Elimat, T., Figueroa, M., Ehrmann, B. M., Cech, N. B., Pearce, C. J., & Oberlies, N. H. (2013). High-resolution MS, MS/MS, and UV database of fungal secondary metabolites as a dereplication protocol for bioactive natural products. Journal of Natural Products, 76, 1709–1716.
pubmed: 23947912 doi: 10.1021/np4004307
Evidente, A., Kornienko, A., Cimmino, A., Andolfi, A., Lefranc, F., Mathieu, V., & Kiss, R. (2014). Fungal metabolites with anticancer activity. Natural Product Reports, 31, 617–627.
pubmed: 24651312 doi: 10.1039/C3NP70078J
Fox, E. M., & Howlett, B. J. (2008). Secondary metabolism: Regulation and role in fungal biology. Current Opinion in Microbiology, 11, 481–487.
pubmed: 18973828 doi: 10.1016/j.mib.2008.10.007
Gilchrist, C. L. M., Li, H., & Chooi, Y.-H. (2018). Panning for gold in mould: Can we increase the odds for fungal genome mining? Organic & Biomolecular Chemistry, 16, 1620–1626.
doi: 10.1039/C7OB03127K
Graf, T. N., Kao, D., Rivera-Chávez, J., Gallagher, J. M., Raja, H. A., & Oberlies, N. H. (2020). Drug leads from endophytic fungi: Lessons learned via scaled production. Planta Medica, 86, 988–996.
pubmed: 32219776 pmcid: 7511429 doi: 10.1055/a-1130-4856
Gupta, S., Schillaci, M., & Roessner, U. (2022). Metabolomics as an emerging tool to study plant–microbe interactions. Emerging Topics in Life Sciences, 6, 175–183.
pubmed: 35191478 pmcid: 9023012 doi: 10.1042/ETLS20210262
Gurgul, A., Khin, M., Souliya, O., Sydara, K., Burdette, J. E., Johnson, J. J., & Che, C.-T. (2024). Acetogenins from the stem of Uvaria rufa and their cytotoxic activity. Journal of Natural Products, 87, 207–216.
pubmed: 38237151 doi: 10.1021/acs.jnatprod.3c00838
Han, J., Zhang, J., Song, Z., Zhu, G., Liu, M., Dai, H., Hsiang, T., Liu, X., Zhang, L., Quinn, R. J., & Feng, Y. (2020). Genome-based mining of new antimicrobial meroterpenoids from the phytopathogenic fungus Bipolaris sorokiniana strain 11134. Applied Microbiology and Biotechnology, 104, 3835–3846.
pubmed: 32215711 doi: 10.1007/s00253-020-10522-1
Huber, C., Court, W. A., Devlin, J. P., Edwards, O. E., & Scott, P. M. (1974). Stemphone: A new type of natural quinone. Tetrahedron Letters, 15, 2545–2548.
doi: 10.1016/S0040-4039(01)93201-0
Keller, N. P. (2019). Fungal secondary metabolism: Regulation, function and drug discovery. Nature Reviews Microbiology, 17, 167–180.
pubmed: 30531948 pmcid: 6381595 doi: 10.1038/s41579-018-0121-1
Kellogg, J. J., Todd, D. A., Egan, J. M., Raja, H. A., Oberlies, N. H., Kvalheim, O. M., & Cech, N. B. (2016). Biochemometrics for natural products research: Comparison of data analysis approaches and application to identification of bioactive compounds. Journal of Natural Products, 79, 376–386.
pubmed: 26841051 pmcid: 5135737 doi: 10.1021/acs.jnatprod.5b01014
Kjærbølling, I., Mortensen, U. H., Vesth, T., & Andersen, M. R. (2019). Strategies to establish the link between biosynthetic gene clusters and secondary metabolites. Fungal Genetics and Biology, 130, 107–121.
pubmed: 31195124 doi: 10.1016/j.fgb.2019.06.001
Kohler, A., Kuo, A., Nagy, L. G., Morin, E., Barry, K. W., Buscot, F., Canbäck, B., Choi, C., Cichocki, N., Clum, A., Colpaert, J., Copeland, A., Costa, M. D., Doré, J., Floudas, D., Gay, G., Girlanda, M., Henrissat, B., Herrmann, S., … C. Mycorrhizal Genomics Initiative. (2015). Convergent losses of decay mechanisms and rapid turnover of symbiosis genes in mycorrhizal mutualists. Nature Genetics, 47, 410–415.
pubmed: 25706625 doi: 10.1038/ng.3223
Koyama, N., Nagahiro, T., Yamaguchi, Y., Masuma, R., Tomoda, H., & Ōmura, S. (2005). Stemphones, novel potentiators of imipenem activity against methicillin-resistant Staphylococcus aureus, produced by Aspergillus sp. FKI-2136. The Journal of Antibiotics, 58, 695–703.
pubmed: 16466023 doi: 10.1038/ja.2005.95
Kvalheim, O. M., Chan, H.-Y., Benzie, I. F. F., Szeto, Y.-T., & A.H.-c. Tzang, D.K.-w. Mok, and F.-T. Chau. (2011). Chromatographic profiling and multivariate analysis for screening and quantifying the contributions from individual components to the bioactive signature in natural products. Chemometrics and Intelligent Laboratory Systems, 107, 98–105.
doi: 10.1016/j.chemolab.2011.02.002
Louwen, J. J. R., Medema, M. H., & van der Hooft, J. J. J. (2023). Enhanced correlation-based linking of biosynthetic gene clusters to their metabolic products through chemical class matching. Microbiome, 11, 13.
pubmed: 36691088 pmcid: 9869629 doi: 10.1186/s40168-022-01444-3
Macheleidt, J., Mattern, D. J., Fischer, J., Netzker, T., Weber, J., Schroeckh, V., Valiante, V., & Brakhage, A. A. (2016). Regulation and role of fungal secondary metabolites. Annual Review of Genetics, 50, 371–392.
pubmed: 27732794 doi: 10.1146/annurev-genet-120215-035203
Maltese, F., van der Kooy, F., & Verpoorte, R. (2009). Solvent derived artifacts in natural products chemistry. Natural Product Communications, 4, 447–454.
pubmed: 19413130 doi: 10.1177/1934578X0900400326
Metherall, J. P., Carroll, R. C., Coles, S. J., Hall, M. J., & Probert, M. R. (2023). Advanced crystallisation methods for small organic molecules. Chemical Society Reviews, 52, 1995–2010.
pubmed: 36857636 doi: 10.1039/D2CS00697A
Miyauchi, S., Kiss, E., Kuo, A., Drula, E., Kohler, A., Sánchez-García, M., Morin, E., Andreopoulos, B., Barry, K. W., Bonito, G., Buée, M., Carver, A., Chen, C., Cichocki, N., Clum, A., Culley, D., Crous, P. W., Fauchery, L., Girlanda, M., … Martin, F. M. (2020). Large-scale genome sequencing of mycorrhizal fungi provides insights into the early evolution of symbiotic traits. Nature Communications, 11, 5125.
pubmed: 33046698 pmcid: 7550596 doi: 10.1038/s41467-020-18795-w
Mózsik, L., Iacovelli, R., Bovenberg, R. A. L., & Driessen, A. J. M. (2022). Transcriptional activation of biosynthetic gene clusters in filamentous fungi. Frontiers in Bioengineering and Biotechnology, 10, 901037.
pubmed: 35910033 pmcid: 9335490 doi: 10.3389/fbioe.2022.901037
Navarro-Muñoz, J. C., Selem-Mojica, N., Mullowney, M. W., Kautsar, S. A., Tryon, J. H., Parkinson, E. I., De Los Santos, E. L. C., Yeong, M., Cruz-Morales, P., Abubucker, S., Roeters, A., Lokhorst, W., Fernandez-Guerra, A., Cappelini, L. T. D., Goering, A. W., Thomson, R. J., Metcalf, W. W., Kelleher, N. L., Barona-Gomez, F., & Medema, M. H. (2020). A computational framework to explore large-scale biosynthetic diversity. Nature Chemical Biology, 16, 60–68.
pubmed: 31768033 doi: 10.1038/s41589-019-0400-9
Oberlies, N. H., Knowles, S. L., Amrine, C. S. M., Kao, D., Kertesz, V., & Raja, H. A. (2019). Droplet probe: Coupling chromatography to the in situ evaluation of the chemistry of nature. Natural Product Reports, 36, 944–959.
pubmed: 31112181 pmcid: 6640111 doi: 10.1039/C9NP00019D
Paguigan, N. D., El-Elimat, T., Kao, D., Raja, H. A., Pearce, C. J., & Oberlies, N. H. (2017). Enhanced dereplication of fungal cultures via use of mass defect filtering. The Journal of Antibiotics, 70, 553–561.
pubmed: 28074050 pmcid: 5407915 doi: 10.1038/ja.2016.145
Pluskal, T., Castillo, S., Villar-Briones, A., & Orešič, M. (2010). MZmine 2: Modular framework for processing, visualizing, and analyzing mass spectrometry-based molecular profile data. BMC Bioinformatics, 11, 395.
pubmed: 20650010 pmcid: 2918584 doi: 10.1186/1471-2105-11-395
Ren, H., Shi, C., & Zhao, H. (2020). Computational tools for discovering and engineering natural product biosynthetic pathways. iScience, 23, 100795.
pubmed: 31926431 doi: 10.1016/j.isci.2019.100795
Robey, M. T., Caesar, L. K., Drott, M. T., Keller, N. P., & Kelleher, N. L. (2021). An interpreted atlas of biosynthetic gene clusters from 1000 fungal genomes. Proceedings of the National Academy of Sciences of the United States of America, 118, e2020230118.
pubmed: 33941694 pmcid: 8126772 doi: 10.1073/pnas.2020230118
Rokas, A., Wisecaver, J. H., & Lind, A. L. (2018). The birth, evolution and death of metabolic gene clusters in fungi. Nature Reviews Microbiology, 16, 731–744.
pubmed: 30194403 doi: 10.1038/s41579-018-0075-3
Sharma, S., Ahmed, M., & Akhter, Y. (2020). Fungal acetyltransferases structures, mechanisms and inhibitors: A review. International Journal of Biological Macromolecules, 157, 626–640.
pubmed: 31786301 doi: 10.1016/j.ijbiomac.2019.11.214
Sheldrick, G. M. (2008). A short history of SHELX. Acta Crystallographica Section A, 64, 112–122.
doi: 10.1107/S0108767307043930
Sheldrick, G. M. (2015). SHELXT: Integrated space-group and crystal-structure determination. Acta Crystallographica Section A, 71, 3–8.
doi: 10.1107/S2053273314026370
Sica, V. P., Raja, H. A., El-Elimat, T., Kertesz, V., Van Berkel, G. J., Pearce, C. J., & Oberlies, N. H. (2015). Dereplicating and spatial mapping of secondary metabolites from fungal cultures in situ. Journal of Natural Products, 78, 1926–1936.
pubmed: 26192135 pmcid: 4570219 doi: 10.1021/acs.jnatprod.5b00268
Straker, H. E., McMillan, L., Mardiana, L., Hebberd, G. R., Watson, E., Waddell, P. G., Probert, M. R., & Hall, M. J. (2023). Polymorph prediction through observed structural isomorphism leading to a new crystalline form of cannabidiol. CrystEngComm, 25, 2479–2484.
doi: 10.1039/D3CE00041A
Tyler, A. R., Ragbirsingh, R., McMonagle, C. J., Waddell, P. G., Heaps, S. E., Steed, J. W., Thaw, P., Hall, M. J., & Probert, M. R. (2020). Encapsulated nanodroplet crystallization of organic-soluble small molecules. Chem, 6, 1755–1765.
pubmed: 32685768 pmcid: 7357602 doi: 10.1016/j.chempr.2020.04.009
van der Hooft, J. J. J. H., Mohimani, A., Bauermeister, P. C., Dorrestein, K. R. D., & Medema, M. H. (2020). Linking genomics and metabolomics to chart specialized metabolic diversity. Chemical Society Reviews, 49, 3297–3314.
pubmed: 32393943 doi: 10.1039/D0CS00162G
Vandermolen, K. M., Raja, H. A., El-Elimat, T., & Oberlies, N. H. (2013). Evaluation of culture media for the production of secondary metabolites in a natural products screening program. AMB Express, 3, 71.
pubmed: 24342059 pmcid: 3917616 doi: 10.1186/2191-0855-3-71
Wang, M., Carver, J. J., Phelan, V. V., Sanchez, L. M., Garg, N., Peng, Y., Nguyen, D. D., Watrous, J., Kapono, C. A., Luzzatto-Knaan, T., Porto, C., Bouslimani, A., Melnik, A. V., Meehan, M. J., Liu, W. T., Crüsemann, M., Boudreau, P. D., Esquenazi, E., Sandoval-Calderón, M., & Bandeira, N. (2016). Sharing and community curation of mass spectrometry data with global natural products social molecular networking. Nature Biotechnology, 34, 828–837.
pubmed: 27504778 pmcid: 5321674 doi: 10.1038/nbt.3597
Wang, Z., Gudibanda, A., Ugwuowo, U., Trail, F., & Townsend, J. P. (2018). Using evolutionary genomics, transcriptomics, and systems biology to reveal gene networks underlying fungal development. Fungal Biology Reviews, 32, 249–264.
doi: 10.1016/j.fbr.2018.02.001
Wu, B., Hussain, M., Zhang, W., Stadler, M., Liu, X., & Xiang, M. (2019). Current insights into fungal species diversity and perspective on naming the environmental DNA sequences of fungi. Mycology, 10, 127–140.
pubmed: 31448147 pmcid: 6691916 doi: 10.1080/21501203.2019.1614106
Yamazaki, H., Koyama, N., Ōmura, S., & Tomoda, H. (2008). Structure-activity relationships of stemphones, potentiators of imipenem activity against methicillin-resistant Staphylococcus aureus. The Journal of Antibiotics, 61, 426–441.
pubmed: 18776655 doi: 10.1038/ja.2008.59
Zhang, X., Wang, T. T., Xu, Q. L., Xiong, Y., Zhang, L., Han, H., Xu, K., Guo, W. J., Xu, Q., Tan, R. X., & Ge, H. M. (2018). Genome mining and comparative biosynthesis of meroterpenoids from two phylogenetically distinct fungi. Angewandte Chemie (International Edition in English), 57, 8184–8188.
doi: 10.1002/anie.201804317

Auteurs

Navid J Ayon (NJ)

Department of Chemistry, Northwestern University, Evanston, IL, USA.
Proteomics Center of Excellence, Northwestern University, Evanston, IL, USA.

Cody E Earp (CE)

Department of Chemistry and Biochemistry, University of North Carolina at Greensboro, Greensboro, NC, USA.

Raveena Gupta (R)

Department of Chemistry, Northwestern University, Evanston, IL, USA.

Fatma A Butun (FA)

Department of Chemistry, Northwestern University, Evanston, IL, USA.
Proteomics Center of Excellence, Northwestern University, Evanston, IL, USA.

Ashley E Clements (AE)

Department of Chemistry and Biochemistry, James Madison University, Harrisonburg, VA, USA.

Alexa G Lee (AG)

Department of Chemistry and Biochemistry, James Madison University, Harrisonburg, VA, USA.

David Dainko (D)

Department of Chemistry, Northwestern University, Evanston, IL, USA.

Matthew T Robey (MT)

Department of Molecular Biosciences, Northwestern University, Evanston, IL, USA.

Manead Khin (M)

College of Pharmacy-Pharmaceutical Science, University of Illinois Chicago, Chicago, IL, USA.

Lina Mardiana (L)

Chemistry, School of Natural and Environmental Sciences, Newcastle University, Newcastle Upon Tyne, NE1 7RU, UK.
Department of Chemistry, Universitas Indonesia, Depok, Jawa Barat, Indonesia.
Indicatrix Crystallography, Newcastle University, Newcastle Upon Tyne, NE1 7RU, UK.

Alexandra Longcake (A)

Chemistry, School of Natural and Environmental Sciences, Newcastle University, Newcastle Upon Tyne, NE1 7RU, UK.

Manuel Rangel-Grimaldo (M)

Department of Chemistry and Biochemistry, University of North Carolina at Greensboro, Greensboro, NC, USA.

Michael J Hall (MJ)

Chemistry, School of Natural and Environmental Sciences, Newcastle University, Newcastle Upon Tyne, NE1 7RU, UK.

Michael R Probert (MR)

Chemistry, School of Natural and Environmental Sciences, Newcastle University, Newcastle Upon Tyne, NE1 7RU, UK.

Joanna E Burdette (JE)

College of Pharmacy-Pharmaceutical Science, University of Illinois Chicago, Chicago, IL, USA.

Nancy P Keller (NP)

Department of Medical Microbiology and Immunology, University of Wisconsin-Madison, Madison, WI, USA.
Department of Bacteriology, University of Wisconsin-Madison, Madison, WI, USA.

Huzefa A Raja (HA)

Department of Chemistry and Biochemistry, University of North Carolina at Greensboro, Greensboro, NC, USA.

Nicholas H Oberlies (NH)

Department of Chemistry and Biochemistry, University of North Carolina at Greensboro, Greensboro, NC, USA.

Neil L Kelleher (NL)

Department of Chemistry, Northwestern University, Evanston, IL, USA.
Proteomics Center of Excellence, Northwestern University, Evanston, IL, USA.
Department of Molecular Biosciences, Northwestern University, Evanston, IL, USA.

Lindsay K Caesar (LK)

Department of Chemistry and Biochemistry, James Madison University, Harrisonburg, VA, USA. caesarlk@jmu.edu.

Articles similaires

[Redispensing of expensive oral anticancer medicines: a practical application].

Lisanne N van Merendonk, Kübra Akgöl, Bastiaan Nuijen
1.00
Humans Antineoplastic Agents Administration, Oral Drug Costs Counterfeit Drugs

Smoking Cessation and Incident Cardiovascular Disease.

Jun Hwan Cho, Seung Yong Shin, Hoseob Kim et al.
1.00
Humans Male Smoking Cessation Cardiovascular Diseases Female
Humans United States Aged Cross-Sectional Studies Medicare Part C
1.00
Humans Yoga Low Back Pain Female Male

Classifications MeSH