Abstract
To construct a natural product library for drug screening, we isolated secondary metabolites from a wide variety of actinomycetes cultured from marine sponges. The results suggested that marine sponges are a promising source of actinomycetes with the potential to produce new metabolites. Furthermore, we evaluated the chemical space occupied by our natural product library (CB library) by multidimensional principal component analysis and compared it with a commercially available compound library (ZINC library), which was randomly selected from the ZINC library (approximately 30 000 000 compounds). The CB library occupied a wider chemical space than the ZINC library. Bioactive compounds in the CB library possessed a wide chemical space that was not covered by ZINC library. These results indicate that the CB library mainly comprises secondary metabolites from actinomycetes, and it has great potential as a source of compounds for drug screening.
Similar content being viewed by others
Introduction
Natural products consisting of unique structures occupy a wider chemical space than synthetic compounds, and this observation holds true for clinical drugs as well.1 Natural products are biosynthesized by several enzymes, and they preferentially bind to the drug-binding pockets of proteins.2 Therefore, natural products are considered good sources of lead compounds for drug screening. We constructed a natural product library (CB library) to screen for bioactive agents targeting cancer, microbial diseases, viruses, immune disorders and so on. To construct the CB library, we isolated actinomycetes from diverse environmental substrates, including marine sponges, tunicates, lichens, marine sediments and mangrove soils in addition to the conventionally utilized terrestrial soils, and we screened their culture extracts. Furthermore, we collected purified compounds from actinomycete cultures that enabled us to perform drug-screening assays at a variety of drug concentrations to minimize false-positive results. The large natural product library constructed consisted of >300 000 samples, including approximately 5500 purified natural compounds.
Actinomycetes isolated from marine sponges and their secondary metabolites
To date, soil has been the primary source of actinomycetes. However, recently, the rate of novel compound discovery from these terrestrial strains has decreased significantly. To overcome this problem, we isolated actinomycetes from a variety of resources such as mangrove soils, marine sediments, marine organisms and lichens. We analyzed the secondary metabolites, including potential novel compounds, present in the cultures of the strains obtained using a UPLC-TOF-MS system (Waters, Milford, MA, USA). Microorganisms from marine habitats, particularly actinomycetes, constitute a promising untapped source of novel compounds that is now receiving special attention.3, 4 Among the marine organisms, marine sponges are of special interest in this regard because they are remarkable filter feeders; some of them can filter up to 24 m3 kg−1 sponge in a day.5 During filtration, they retain a large number of bacteria, thereby concentrating bacterial cells that are otherwise diluted in seawater. Therefore, in our study, we mainly targeted marine sponges as a source of actinomycetes to investigate their secondary metabolites in culture.
We isolated actinomycetes from 18 marine sponges that were chiefly obtained from an offshore area around Ishigaki Island, and the presence of actinomycetes in these marine sponges was investigated using both culture-dependent and culture-independent techniques. By using metagenome analysis of marine sponges involving 16S rRNA gene libraries, we showed that marine sponges contain an abundance and diversity of actinomycetes: we detected 10 species of Haliclona,6 4 species of Cinachyra, 10 species of Petrosia and 17 species of Ulosa.7
We isolated actinomycetes from marine sponges using two new media, namely, jewfish extract agar and clam extract agar6 containing 50% seawater. Fishery products such as jewfish and clam are important sources of vitamins, minerals and proteins, and extracts from such fishery products therefore serve as complex undefined nutrition sources with diverse nutritive substances of marine origin. The 463 strains belonging to 19 actinomycete genera, which were identified by comparing their 16S rRNA gene sequences with the sequences in the EzTaxon8 type strain database, were isolated from 18 marine sponges (Table 1).9 Among these 18 sponge samples, Streptomyces was the most commonly distributed and abundant genus (present in 14 sponges), whereas members of the genera Micromonospora, Nocardia and Rhodococcus were also isolated from 10 sponges. Members of the genera Streptomyces, Micromonospora and Rhodococcus have been isolated as dominant groups in previous studies.10, 11 Our results indicated that like in soil, Streptomyces is also dominant in marine sponges. In addition, many actinomycetes were isolated from four marine sponges, including sponge number 1 (Haliclona), 3 (Cinachyra), 9 (Mycale) and 16 (Demospongiae, unidentified), as shown in Table 1. These results suggested that the number of isolates depends on the species of marine sponge. Within these strains, 24 candidate new species showed <98.5% 16S rRNA gene sequence similarity with the EzTaxon database in six genera (Streptomyces, Nocardia, Nonomuraea, Mycobacterium, Rhodococcus and Sphaerisporangium). Five new species isolated from Haliclona sp., that is, Streptomyces haliclonae NBRC 105049T, S. marinus NBRC 105047T, S. rubrum NBRC 105046T, S. spongiae NBRC 106415T and S. tateyamensis NBRC 105048T have been previously reported by us.6, 12 An important property of these isolates is that 28 of 468 strains are dependent on seawater for growth. Eleven strains belonging to the genera Streptomyces (8 strains), Rhodococcus (2 strains) and Nocardiopsis (1 strain) required at least 50% (v/v) seawater for their growth, whereas an additional 17 strains showed better growth in the presence of 50% seawater (v/v).9 To our knowledge, this is the first study identifying seawater-requiring strains of the genus Rhodococcus. In addition, the pigment production and spore formation properties were affected by seawater. The seawater requirement of these strains is suggestive of their marine origin or their adaptation to marine habitats. Our results indicated that diverse and unique actinomycetes were isolated from marine sponges. However, further development of the method for isolating actinomycetes from marine sponges is expected because the metagenomics of marine sponges implies the presence of non-culturable actinomycetes.
To construct a purified natural compound library, we analyzed the metabolites in the cultures of the isolated strains and purified 22 new compounds from 12 Streptomyces strains and 1 new compound from an Actinomadura species (Table 2). A number of these compounds displayed unique structures. For example, the structures of JBIR-34 and JBIR-35 isolated from Streptomyces sp. Sp080513GE-23 consisted of a modified indole moiety that originated from tryptophan, a trisubstituted oxazoline moiety, and L-serine and D-alanine residues.13 No previous report has described a highly substituted indole skeleton with chlorine, methyl, and hydroxy functional groups. Furthermore, 2 3,5,6-trisubstituted 2(1H)-pyrazinones, namely JBIR-56 and JBIR-57, isolated from a culture of Streptomyces sp. SpD081030SC-03 exhibited an abnormal connection of amino acid units.14 These results suggested that marine sponge-derived actinomycetes are a promising source of structurally unique compounds.
Chemical space of the CB library
We performed a large number of drug screens using different assay systems. In some assay systems, the crude extract library, which is the traditional natural product library, did not work effectively. In particular, high-throughput screening systems using over 300 000 crude samples involved the construction of assay methods suitable for a natural product library and were extremely difficult. Therefore, we attempted to collect purified compounds possessing various skeletons from actinomycete cultures that would be adaptable to any assay system, including high-throughput screening. To achieve this, we established a high-throughput system for the detection of secondary metabolites from the cultures of actinomycetes by using a UPLC-TOF-MS instrument. Briefly, we measured the data from approximately 1000 secondary metabolites with this system within 10 min per sample. We also used HR-MS, which facilitates the establishment of the molecular formula. The retention-time data of known compounds were registered as a mass spectra database by using the ChromaLynx database software (Waters). The culture extracts were similarly analyzed using the UPLC-TOF-MS system. These data were compared with the mass spectra database, and the peaks were identified. The unmatched peaks were selected as new candidates by molecular formula analysis using HR-MS. The corresponding compounds were isolated from the large cultures and stored in our library.
Although it has been reported that the chemical space of natural product libraries is wider than synthetic compound libraries,1, 15, 16, 17 we computed the chemical space occupied by the CB library and compared it with a commercially available compound library to evaluate the structural diversity of this library. We selected 915 compounds from the CB library; meanwhile, 915 compounds were randomly selected from the an available compound library, the ZINC database,18 which consists of approximately 30 000 000 compounds (http://zinc.docking.org/) and six constructed data sets. We evaluated the chemical space by using multidimensional principal component analysis with 26 descriptors representing different chemical properties (Figure 1). The CB library occupied a wider chemical space than the ZINC library. These results indicated the several differences between the CB and ZINC libraries. First, the remarkable dissimilarity was attributable to the ring structure; the ring linkage of compounds in the CB library is complex, and fewer aromatic rings are present in their structures than those in the compounds of the ZINC library. A second dissimilarity involves the ratio of ring structures and side chains because the compounds in the CB library possess various side chains. These results were consistent with those of a previous report by Henkel et al.15 In contrast, MW, asymmetric carbon number and logP were less dissimilar between the compounds of the CB and ZINC libraries.
Protein–protein interactions (PPIs) have key roles in all cellular processes, and they have been validated as relevant pharmaceutical targets based on modern proteome analyses. Thus, screening of PPI regulators is a method to discover novel drugs. However, regulation of a typical PPI with a small molecule is generally considered difficult because approximately 750–1500 Å2 of the protein’s surface area is buried on either side of the interaction interface.19, 20 We therefore screened the CB library for PPI inhibitors because it is considered to possess a large chemical space and successfully discovered several compounds, some of which are novel.21, 22 We have plotted the target compounds in this chemical space occupied by the CB library, as shown in Figure 1. As a result, the PPI inhibitors have a large chemical space that cannot be covered by the ZINC library. Therefore, a natural product library such as the CB library is more suitable for the screening of PPI inhibitors than the available compound libraries. Taken together, our results showed that the CB library contains compounds possessing various skeletons.
Bioactive compounds from the CB library
In this section, we describe two novel bioactive compounds discovered in the CB library. First, we introduce a novel compound acting against malignant pleural mesothelioma (MPM), namely JBIR-23, isolated from Streptomyces sp. AK-AB27.23 MPM, which is associated with exposure to asbestos fibers, is a rare and aggressive neoplasm that originates in the pleura and is highly invasive; it has a long latency period of 15–40 years, from asbestos exposure to the onset of symptoms.24, 25, 26 Moreover, MPM is resistant to all conventional therapies, including chemotherapy, radiotherapy and surgery, and the prognosis for patients remains very poor.24, 25, 26 It is therefore important to develop novel therapeutic agents against MPM. We isolated 11 new compounds that were cytotoxic to several human MPM cells.23, 27, 28, 29, 30, 31, 32 Among these compounds, JBIR-23 possesses a unique structure, consisting of a dodecahydrodibenzo[b,d]furan skeleton (Figure 2a). This compound exerted its cytotoxic effect on MPM cells by promoting tubulin polymerization (Figure 2b) and G2/M arrest, which led to the induction of apoptosis via the caspase pathway following phosphorylation of p38 mitogen-activated protein kinase and c-jun N-terminal kinase.33 Furthermore, in vivo analysis showed that JBIR-23 prevented tumor growth in tumor-bearing nude mice without evident side effects (Figure 2c).33 Taxanes, epothilones and other agents have been reported to promote tubulin polymerization, but the structural skeleton of JBIR-23 is not similar to any of these compounds. Therefore, JBIR-23 is a novel promoter of tubulin polymerization.
Second, the novel anti-influenza virus compound JBIR-68 was obtained from Streptomyces sp. RI18. The unique characteristic structure of JBIR-68 is a dihydrouridine with an ether-bonded geranyl residue at the C-5′ position in the ribose moiety (Figure 3a).34 We evaluated the anti-influenza virus activity of JBIR-68 by using a plaque assay. JBIR-68 clearly reduced the number and area of influenza virus plaques (Figure 3b and c).34 Therefore, JBIR-68 clearly inhibited the growth of influenza virus.
In addition to these examples, we isolated various new bioactive compounds, including anticancer agents, antimicrobial agents and PPI inhibitors from the CB library. Therefore, the wide chemical space of the CB library provides it with great potential as a source of compounds for drug screening.
Conclusion
We successfully constructed a huge natural product library for drug screening and showed that the library includes compounds possessing various skeletons and bioactivities. In addition, we isolated many new compounds produced by Streptomyces species derived from marine sponges to construct the library (Table 2). The results showed that marine sponges are now more attractive resources for the isolation of actinomycetes than soil samples. In our previous report, we suggested that Streptomyces produces compounds with diverse structures, and it is important to isolate actinomycetes from a wide variety of environmental substrates by using different methods to obtain new bioactive compounds.35 Taken together, actinomycetes, particularly Streptomyces, should still be considered attractive sources of bioactive compounds.
References
Feher, M. & Schmidt, J. M. Property distributions: differences between drugs, natural products, and molecules from combinatorial chemistry. J. Chem. Inf. Comput. Sci. 43, 218–227 (2003).
Kellenberger, E., Hofmann, A. & Quinn, R. J. Similar interactions of natural products with biosynthetic enzymes and therapeutic targets could explain why nature produces such a large proportion of existing drugs. Nat. Prod. Rep. 28, 1483–1492 (2011).
Blunt, J. W. et al. Marine natural products. Nat. Prod. Rep. 25, 35–94 (2008).
Wagner-Döbler, I., Biel, W., Lang, S., Meiners, M. & Laatsch, H. Integrated approach to explore the potential of marine microorganisms for the production of bioactive metabolites. Adv. Biochem. Eng. Biotechnol. 74, 208–238 (2002).
Vogel, S. Current induced flow through living sponges in nature. Proc. Natl Acad. Sci. USA 74, 2069–2071 (1977).
Khan, S. T. et al. Streptomyces associated with a marine sponge Haliclona sp.; biosynthetic genes for secondary metabolites and products. Environ. Microbiol. 13, 729–731 (2011).
Khan, S. T., Takagi, M. & Shin-ya, K. Actinobacteria associated with the marine sponges Cinachyra sp. Petrosia sp., and Ulosa sp. and their culturability. Microbes Environ. 27, 99–104 (2012).
Chun, J. et al. EzTaxon: a web-based tool for the identification of prokaryotes based on 16S ribosomal RNA gene sequences. Int. J. Syst. Evol. Microbiol. 57, 2259–2261 (2007).
Khan, S. T., Takagi, M. & Shin-ya, K. Diversity, salt-requirement, and antibiotics productivity of Actinobacteria isolated from marine sponges. Actinomycetologica 24, 18–23 (2010).
Shumei, J. et al. Diversity of culturable actinobacteria isolated from marine sponge Haliclona sp. Antonie van Leeuwenhoek 92, 405–416 (2007).
Maldonado, L. A. et al. Diversity of cultivable actinobacteria in geographically widespread marine sediments. Antonie van Leeuwenhoek 87, 11–18 (2005).
Khan, S. T., Tamura, T., Takagi, M. & Shin-ya, K. Streptomyces tateyamaensis sp. nov., Streptomyces marinus sp. nov. and Streptomyces haliclonae sp. nov., three novel species of Streptomyces isolated from marine sponge Haliclona sp. Int. J. Syst. Evol. Microbiol. 6, 2775–2779 (2010).
Motohashi, K., Takagi, M. & Shin-ya, K. Tetrapeptides possessing unique skeleton, JBIR-34 and JBIR-35, isolated from a sponge-derived actinomyces, Streptomyces sp. Sp080513GE-23. J. Nat. Prod. 73, 226–228 (2010).
Motohashi, K. et al. JBIR-56 and JBIR-57, 2(1H)-pyrazinones from a marine sponge-derived Streptomyces sp. SpD081030SC-03. J. Nat. Prod. 74, 1344–1347 (2011).
Henkel, T., Brunne, R. M., Müller, H. & Reichel., F. Statistical investigation into the structural complementarity of natural products and synthetic compounds. Angew. Chem. Int. Ed. Engl. 38, 643–647 (1999).
Osada, H. & Hertweck, C. Exploring the chemical space of microbial natural products. Curr. Opin. Chem. Biol. 13, 133–134 (2009).
Singh, N. et al. Chemoinformatic analysis of combinatorial libraries, drugs, natural products, and molecular libraries small molecule repository. J. Chem. Inf. Model. 49, 1010–1024 (2009).
Irwin, J. J. & Shoichet, B. K. ZINC - a free database of commercially available compounds for virtual screening. J. Chem. Inf. Model. 45, 177–182 (2005).
Arkin, M. R. & Wells, J. A. Small-molecule inhibitors of protein-protein interactions: progressing towards the dream. Nat. Rev. Drug Discov. 3, 301–317 (2004).
Wells, J. A. & McClendon, C. L. Reaching for high-hanging fruit in drug discovery at protein-protein interfaces. Nature 450, 1001–1009 (2007).
Hashimoto, J. et al. Novel in vitro protein fragment complementation assay applicable to high-throughput screening in 1536-well format. J. Biomol. Screen. 14, 970–979 (2009).
Izumikawa, M. et al. JBIR-22, an inhibitor for protein-protein interaction of the homodimer of proteasome assembly factor 3. J. Nat. Prod. 73, 628–631 (2010).
Motohashi, K., Hwang, J. -H., Sekido, Y., Takagi, M. & Shin-ya, K. JBIR-23 and -24, novel anticancer agents from Streptomyces sp. AK-AB27. Org. Lett. 11, 285–288 (2009).
Carbone, M., Kratzke, R. A. & Testa, J. R. The pathogenesis of mesothelioma. Semin. Oncol. 29, 2–17 (2002).
Mossman, B. T., Kamp, D. W. & Weitzman, S. A. Mechanisms of carcinogenesis and clinical features of asbestos-associated cancers. Cancer Invest. 14, 466–480 (1996).
Sekido, Y. Genomic abnormalities and signal transduction dysregulation in malignant mesothelioma cells. Cancer Sci. 101, 1–6 (2010).
Izumikawa, M., Khan, S. T., Komaki, H., Takagi, M. & Shin-ya, K. JBIR-31, a new teleocidin analog, produced by salt-requiring Streptomyces sp. NBRC 105896 isolated from a marine sponge. J. Antibiot. 63, 33–36 (2010).
Motohashi, K., Takagi, M., Yamamura, H., Hayakawa, M. & Shin-ya, K. A new angucycline and a new butenolide isolated from lichen-derived Streptomyces spp. J. Antibiot. 63, 545–548 (2010).
Ueda, J. Y., Takagi, M. & Shin-ya, K. New xanthoquinodin-like compounds, JBIR-97, -98 and -99, obtained from marine sponge-derived fungus Tritirachium sp. SpB081112MEf2. J. Antibiot. 63, 615–618 (2010).
Ueda, J. Y. et al. New angucycline C-glycosides from Streptomyces sp. RI33. J. Antibiot. 64, 367–372 (2011).
Izumikawa, M., Takagi, M. & Shin-ya, K. Isolation of a novel macrocyclic dilactone - JBIR-101 - from Promicromonospora sp. RL26. J. Antibiot. 64, 689–691 (2011).
Izumikawa, M., Hosoya, T., Takagi, M. & Shin-ya, K. A new cyclizidine analog-JBIR-102-from Saccharopolyspora sp. RL78 isolated from mangrove soil. J. Antibiot. 65, 41–3 (2012).
Hwang, J. H., Takagi, M., Murakami, H., Sekido, Y. & Shin-ya, K. Induction of tubulin polymerization and apoptosis in malignant mesothelioma cells by a new compound JBIR-23. Cancer Lett. 300, 189–196 (2011).
Takagi, M. et al. Anti-influenza virus compound from Streptomyces sp. RI18. Org. Lett. 12, 4664–4666 (2010).
Takagi, M. & Shin-ya, K. New species of actinomycetes do not always produce new compounds with high frequency. J. Antibiot. 64, 699–701 (2011).
Motohashi, K., Takagi, M. & Shin-ya, K. Tetracenoquinocin and 5-iminoaranciamycin from a sponge-derived Streptomyces sp. Sp080513GE-26. J. Nat. Prod. 73, 755–758 (2010).
Kozone, I. et al. Isolation of new hexapeptides—JBIR-39 and JBIR-40—from a marine sponge-derived Streptomyces sp. Sp080513SC-24. J. Marine Sci. Res. Development 1, 1000101 (2011).
Izumikawa, M., Khan, S. T., Takagi, M. & Shin-ya, K. Sponge-derived Streptomyces producing isoprenoids via the mevalonate pathway. J. Nat. Prod. 73, 208–212 (2010).
Ueda, J. Y., Khan, S. T., Takagi, M. & Shin-ya, K. JBIR-58, a new salicylamide derivative, isolated from a marine sponge-derived Streptomyces sp. SpD081030ME-02. J. Antibiot. 63, 267–269 (2010).
Takagi, M., Motohashi, K., Khan, S. T., Hashimoto, J. & Shin-ya, K. JBIR-65, a new diterpene, isolated from a sponge-derived Actinomadura sp. SpB081030SC-15. J. Antibiot. 63, 401–403 (2010).
Hosoya, T., Hirokawa, T., Takagi, M. & Shin-ya, K. Trichostatin analogues JBIR-109, JBIR-110, and JBIR-111 from the marine sponge-derived Streptomyces sp. RM72. J. Nat. Prod. 75, 285–289 (2012).
Acknowledgements
We thank our numerous collaborators and all the members of our laboratory for their excellent works described in this article. This work was supported in part by a grant from the New Energy and Industrial Technology Development Organization (NEDO) of Japan.
Author information
Authors and Affiliations
Corresponding author
Rights and permissions
About this article
Cite this article
Takagi, M., Shin-ya, K. Construction of a natural product library containing secondary metabolites produced by actinomycetes. J Antibiot 65, 443–447 (2012). https://doi.org/10.1038/ja.2012.52
Received:
Revised:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1038/ja.2012.52
Keywords
This article is cited by
-
Two new 22-membered macrolides from Streptomyces sp. HU210
The Journal of Antibiotics (2022)
-
Dereplication of microbial extracts and related analytical technologies
The Journal of Antibiotics (2014)
-
Origins of the β-lactam rings in natural products
The Journal of Antibiotics (2013)
-
A new furaquinocin derivative, JBIR-136, from Streptomyces sp. 4963H2
The Journal of Antibiotics (2012)