Skip to main content
Antibiotics logoLink to Antibiotics
. 2019 Aug 30;8(3):133. doi: 10.3390/antibiotics8030133

The Application of Ribosome Engineering to Natural Product Discovery and Yield Improvement in Streptomyces

Saibin Zhu 1, Yanwen Duan 1,2,3,*, Yong Huang 1,3,*
PMCID: PMC6784132  PMID: 31480298

Abstract

Microbial natural product drug discovery and development has entered a new era, driven by microbial genomics and synthetic biology. Genome sequencing has revealed the vast potential to produce valuable secondary metabolites in bacteria and fungi. However, many of the biosynthetic gene clusters are silent under standard fermentation conditions. By rational screening for mutations in bacterial ribosomal proteins or RNA polymerases, ribosome engineering is a versatile approach to obtain mutants with improved titers for microbial product formation or new natural products through activating silent biosynthetic gene clusters. In this review, we discuss the mechanism of ribosome engineering and its application to natural product discovery and yield improvement in Streptomyces. Our analysis suggests that ribosome engineering is a rapid and cost-effective approach and could be adapted to speed up the discovery and development of natural product drug leads in the post-genomic era.

Keywords: ribosome engineering, strain improvement, natural products, Streptomyces

1. Introduction

Streptomycetes are proficient producers of bioactive natural products, such as antibiotics (streptomycin and daptomycin), anticancer agents (bleomycin and doxorubicin), immunosuppressants (rapamycin), and agents used in veterinary medicine and agriculture (avermectins and spinosyn) [1,2,3]. Many Streptomyces natural products or their derivatives are also essential tools to discover new biology [4]. Rapamycin, a macrocyclic polyketide discovered from Streptomyces hygroscopicus in 1972, simultaneously binds FKBP12 and the mammalian target of rapamycin (mTOR) [5]. These studies led to the discovery of mTOR complex 1 and mTOR complex 2, which regulate protein synthesis or cellular metabolism in mammalian cells [6]. Several rapalogs, derivatives of the parent rapamycin, are useful in the treatment of renal cell carcinoma [7]. Rapamycin-inspired macrocycles recently became drug leads for the treatment of kidney ischaemia reperfusion injury [8].

The genome sequences of Streptomyces avermitilis and Streptomyces coelicolor A3(2) reveal that they contain 25 or 22 biosynthetic gene clusters (BGCs), respectively [9,10]. These surprising findings at the beginning of the 21st century suggest that most BGCs are silent under standard culture conditions and that there is a huge biosynthetic potential in the genus of Streptomyces. Since there are over 11,500 actinobacterial genomes listed in the Joint Genome Institute genome databases and the Genbank, the current discovered natural products from Streptomyces or Actinomyces are only the tip of an iceberg [11,12,13]. In addition, there is a huge need to increase the yield of many approved natural products-based drugs, and many of them are on the list of essential medicines recommended by the World Health Organization, such as the antibiotics vancomycin, streptomycin, and ivermectin, the semisynthetic derivative of avermectins, as well as antitumor agents bleomycin, dactinomycin, and daunorubicin [14] (Figure 1 and Figure 2). The shortage of these medicines could precipitate a major public health crisis in any modern society.

Figure 1.

Figure 1

Representative structures of overproduced compounds useful in agriculture and veterinary medicine through ribosome engineering.

Figure 2.

Figure 2

Representative structures of overproduced clinical medicines through ribosome engineering.

Ribosome engineering is an approach to discover microbes with certain spontaneous mutations in their ribosome or RNA polymerase, through screening antibiotic-resistant mutants on Petri dishes. Some selected mutants may have elevated secondary metabolite production or produce new series of natural products with interesting biological activities. Ochi and co-workers discovered a streptomycin-resistant TK24 strain in the study of the model Streptomyces strain Streptomyces lividans in 1996 [15]. This natural mutant has a K88N mutation in the rpsL gene, which encodes ribosomal protein S12 and produces the well-studied blue pigment antibiotic actinorhodin (Act) (23). They and others were subsequently able to use a streptomycin screen to discover other mutations in rpsL in different Streptomyces strains. Rifampicin was later used to screen for mutants with elevated secondary metabolite production and spontaneous mutation in the rpoB gene encoding the RNA polymerase β subunit. Apart from mutations conferring resistance to streptomycin or rifampicin, other antibiotics, such as gentamicin, paromomycin, geneticin, fusidic acid, thiostrepton, and lincomycin, have also been successfully applied to screen for mutants with elevated levels of secondary metabolite production.

In the past two decades, this approach has been widely used for increasing the production of bioactive molecules in many bacterial species and for activating silent or poorly expressed BGCs in the post-genomic era. Recently, there have been several excellent reviews to discuss various aspects of ribosome engineering and synthetic biology approaches to engineer cellular metabolism [16,17,18]. In this short review, we focus on the discussion of the applications and mechanism of ribosome engineering to natural product discovery and yield improvement in Streptomyces. Our analysis suggests that ribosome engineering is a rapid and cost-effective approach and could be adapted to speed up the discovery and development of natural product drug leads in the post-genomic era.

2. Application of Ribosome Engineering to Increase Antibiotic Production

Many Streptomyces strains isolated from nature have low yields of the produced natural products under laboratory fermentation conditions. Thus, these strains typically need significant optimization for pilot- or industrial-scale production. Traditional strain improvements may involve mutagenesis using chemical mutagens or physical methods such as UV or γ-irradiation [19]. Many of the current strain improvement methods include genome shuffling [20,21], heterologous expression [22], and metabolic pathway engineering [23]. The emerging tools in synthetic biology would completely refactor the whole BGC of certain natural products, using the designed genetic parts and circuits [17,18]. This could be done even on a genomic scale using de novo synthetic DNAs [24]. All these emerging technologies would contribute to our understanding of the whole metabolic cellular network of given cells, which would enable the creation of a cell factory for the precise control of gene expression and the biosynthesis of a given product. However, most of these methods would require the understanding and establishment of a genetic system in the targeted organism and sophisticated molecular biology techniques. The application of ribosome engineering is rather straightforward, involving the screening and isolation of the mutants resistant to certain antibiotics (Table 1 and Table 2 and Figure 1, Figure 2, Figure 3 and Figure 4).

Table 1.

Summary of Streptomyces strains used for ribosome engineering.

Antibiotic Strain Method Mutation a (Fold)/(g/L) b Year/Ref.
Actinorhodin (23) S. coelicolor Str, Tet - c - 1996 [15]
S. coelicolor Str K88E 15 (2.8 OD600) 1997 [25]
S. coelicolor Par P91S 5–21 (2.1 OD600) 2000 [26]
S. coelicolor Str, Gen, Rif K88E 48 (6.88 OD633) 2001 [27]
S. coelicolor relA and relC mutants
Rif
Q424L >93 (2.79 OD633) 2002 [28]
S. coelicolor Str, Rif, Par, Gen - 180 (1.63) 2008 [29]
S. coelicolor Str R86P 55–106 (0.1338 ± 0.007) 2009 [30]
S. lividans Ery - 6–8 (0.3) 2012 [31]
S. coelicolor Rif S433L 42–55.5 (28.7 ± 1.3) 2013 [32]
Actinomycin D (9) S. antibioticus Str - 5.2 (0.063) 1998 [33]
S.antibioticus Gen - 4.1 (0.05) 2008 [34]
S. parvulus Str K88R 2–10 (0.0328 ± 0.0086) 2009 [30]
S. antibioticus Str K88R 7–10 (0.0471 ± 0.0044) 2009 [30]
S. parvulus Rif D427V 1–2.2 (0.010 ± 0.001) 2013 [32]
S. antibioticus Rif H437R 5–11 (0.086 ± 0.016) 2013 [32]
Avermectins (3,4) S. avermitilis frr overexpression - 3–3.7 (>0.8) 2010 [35]
Avilamycin (5) S. viridochromogenes 60Co γ-ray, GS, Str K43N 36.8 (1.4) 2013 [36]
Chloramphenicol (21) S. coelicolor Str, Rif, HE - 20–40 (−) 2011 [37]
Congocidine S. coelicolor Str, Rif, HE - 20–40 (−) 2011 [37]
Daptomycin (7) S. roseosporus Ple - 1.3 (>0.08) 2013 [38]
S. roseosporus Neo, Gen, Rif, Par, GS a - 4 (0.324) 2018 [39]
A21978C S. roseosporus Str, Reporter gene K43N 2.2 (>0.12) 2012 [40]
Formycin A (28) S. lavendulae Str - 5.2 (0.13) 1998 [33]
S. lavendulae Str R440H 2.4–4.6 (0.055 ± 0.014) 2013 [32]
Fredericamycin A (15) S. chattanoogensis Str - 26 (0.26) 1998 [33]
S. somaliensis Rif R444H 3 (0.6795 ± 0.0158) 2015 [41]
Milbemycin (19,20) S. bingchenggensis CM, Str, UV - 1.8 (1.45) 2009 [42]
Nosiheptide (1) S. actuosus 60Coγ-irradiation, LiCl, Str, GS K88R 9.2 (1.54) 2014 [43]
Oligomycin (26) S. avermitilis Str K43M 20–40 (1.064) 2009 [30]
Rimocidin (30) S. rimosus Gen, Rif - 2.5–6.2 (0.6731) 2019 [44]
Salinomycin (6) S. albus Str, Gen, Rif - 2.3 (25) 2003 [45]
Sinefungin (27) S. incarnatus Rif, L-Arg D427G 35 (>0.05) 2010 [46]
Streptomycin (10) S. griseus Gen - 10 (0.3) 2008 [34]
S. griseus Rif Q424K 2.4–6.0 (0.178 ± 0.027) 2013 [32]
Tiancimycin A (17) S. sp. CB03234 Rif L422P 40 (0.0225 ± 0.0031) 2016 [47]
2018 [48]
S. sp. CB03234 Str K43N 45 (0.0137 ± 0.0003) 2019 [49]
Tiancimycins D (14) S. sp. CB03234 Str K43N 109 (0.0192 ± 0.0004) 2019 [49]
Toyocamycin (16) S. diastatochromogenes frr overexpression - 1.46 (>0.6) 2014 [50]
S. diastatochromogenes Rif H437Y 4.5 (0.68) 2016 [51]
Virginiamycin (2) S. virginiae UV, GS, Str - 11.6 (0.251) 2018 [52]
6′-Deoxy-bleomycin Z (12) S. flavoviridis UV, Str, Gen, Rif - 7 (0.07) 2018 [53]

The abbreviations are as follows: GS, genome shuffling; HE, heterologous gene expression; CM, chemical mutation; HEE, high energy electron; HT, high throughput. The abbreviations Ple, Neo, Ery, Gen, Kan, Lin, Par, Rif, Str, and Tet indicate resistance to pleuromutilin, neomycin, erythromycin, gentamicin, kanamycin, lincomycin, paromomycin, rifampicin, streptomycin, and tetracycline, respectively. a The strains with the highest titer of rpoB and rpsL mutation. b The term “fold“ was defined as the increased yield of the mutant strain compared to its parental strain, which was recalculated based on the cited articles. c The highest yield strain has no detected mutation within the rpoB and rpsL gene.

Table 2.

Summary of non-Streptomyces mutant effective for antibiotic overproduction.

Antibiotic Strain Method Mutation a (Fold)/(g/L) b Year/Ref.
Bacilysin (25) B. subtilis Str, Rif K56R L467P 5–7 (0.0166 ± 0.0009) 2015 [54]
Erythromycin (11) S. erythraea Rif S444F 4 (>1.5) 2009 [55]
S. erythraea d Rif H437R 4.0 (0.163 ± 0.034) 2013 [32]
FR900493 (22) B. cereus Str - c 7.2 (0.55) 1998 [33]
B. cereus Gen - 2.7 (0.22) 2008 [34]
GE2270 A (18) P. rosea Gen, Str, Rif - 1.8 (−) 2006 [56]
Norvancomycin A. orientalis Str, Rif, UV, HEE - 1.4 (−) 2006 [57]
Pyrrolnitrin (29) P. pyrrocinia Str - 10 (0.015) 1998 [33]
P.pyrrocinia Gen - 5.3 (0.008) 2008 [34]
Vancomycin (8) A. orientalis Rif S442Y 2.6–3.4 (0.27 ± 0.017) 2013 [32]
Violacein (24) E. coli Lin, Kan, HE - 41 (−) 2011 [58]

a The strains with the highest titer of rpoB and rpsL mutation. b The term “fold“ was defined as the increased yield of the mutant strain compared to its parental strain, which was recalculated based on the cited articles. c The highest yield strain has no detected mutation within the rpoB and rpsL gene. d S. erythraea indicates Saccharopolyspora erythraea.

Figure 3.

Figure 3

Representative structures of natural products with promising activities against tumor cells.

Figure 4.

Figure 4

Representative natural products with antibacterial activities.

2.1. Single Drug Resistance Mutation

Act from S. coelicolor or its close relatives has been one of the model compounds for the study of the enzymology of bacterial type II polyketide synthases. Ochi et al. have used several antibiotics, such as streptomycin, paromycin, and erythromycin, to improve Act production (Table 1). For example, in a streptomycin-resistant (str) mutant with an rpsL R86P mutation in S. coelicolor 1147 (KO-944), the production of Act reached 133.8 mg/L, at least a 55-fold increase over the parent strain [30]. Actinomycin D (9) (also named dactinomycin), isolated from Streptomyces parvullus, is a clinically used chromopeptide antineoplastic agent against trophoblastic neoplasms, testicular cancer, and several other cancers. In S. parvullus and Streptomyces antibioticus, several str, gentamycin-resistant (gen), or rifampicin-resistant (rif) mutants were obtained, which resulted in the multiple-fold increase of the yield of this important compound [32,33,34].

Enediynes are the most cytotoxic natural products known to date, and they are excellent payloads for antibody–drug conjugates against various cancers. Tiancimycins were recently discovered as 10-membered anthraquinone-type enediynes (Figure 3) [47]. The yield of tiancimycins in the wild-type Streptomyces sp. CB03234 was below 1 mg/L, which significantly hampered preclinical studies using this strain. A rif strain CB03234-R-16 and a str strain CB03234-S were obtained by treating the S. sp. CB03234 wild-type strain with rifampicin or streptomycin [48,49]. The CB03234-R-16 has an rpoB L422P mutation, while CB03234-S has an rpsL K43N mutation. The yield of tiancimycin A (17) in CB03234-R-16 was 22.5 ± 3.1 mg/L in shaking flasks and 13 ± 1 mg/L in 15-L fermentors. The yield of tiancimycin A (17) in CB03234-S reached 13.7 ± 0.3 mg/L in 25-L fermentors. Interestingly CB03234-S produced tiancimycin D (14), an analog of tiancimycin A (17), with a decent yield of 19.2 ± 0.4 mg/L. The increase in the production of these promising anticancer drug leads would provide ample compounds for the future preclinical study.

2.2. Combinations of Drug Resistance Mutation

In S. coelicolor A3 (2), the str/gen or str/rif double mutants have a 1.7 to 2.5-fold higher ability to synthesize Act than the individual str, gen, or rif mutants [27,28]. Likewise, the str/gen/rif triple mutant and an octuple mutant C8 produced Act more than 48- or 180-fold higher than the wild-type strain, respectively [29]. Toyocamycin (16) is an important member of the nucleoside antibiotic family with diverse biological activities. As a promising antibiotic, it may have broad utility to control plant diseases. Yu and co-workers systematically increased the yield of toyocamycin (16) in Streptomyces diastatochromogenes 1628 by screening for rif or str/str/par mutants, which afforded strains 1628-T15 with an rpoB H437R mutationand SD3145 with a truncation mutation in RsmG [51]. The yield of toyocamycin (16) increased to 0.68 and 1.5 g/L in strains 16228-T15 and SD3145, respectively. Salinomycin (6), a polyether antibiotic produced by Streptomyces albus, is used as a coccidiostat in chicken feed. It was recently shown to reduce epithelial cancer stem cells >100-fold over paclitaxel and is thus a usefuldrug lead against cancer stem cells [59]. The titer of salinomycin (6) was increased to 25 g/L in a str/gen/rif triple mutant strain of S. albus KO606, a remarkable 2.3-fold increase relative to the starting industrial strain. This strain contains an rpsL K88N mutation, while no mutation was identified in ropB [45]. Similarly, the titer of a polyene macrolide rimocidin in S. rimosus increased over 4-fold compared with the wild-type strain, with >0.6 g/L in a 5-L fermentor [44].

2.3. Combination of Traditional Mutagenesis and Ribosome Engineering

Ribosome engineering was also frequently used in combination with traditional physical and chemical breeding methods to obtain mutants of higher yields. Sinefungin (27) is a nucleoside antibiotic with strong antifungal, antiviral, and anti-trypanosome activity. In Streptomyces incarnatus NRRL 8089, optimized UV-irradiation and rif screening resulted in a mutant strain, rif-400, with its production increased by 7-fold [46]. This strain has a single mutation A1340G in the rpoB gene, which corresponds to a D447G mutation. Bleomycins, glycopeptide antitumor antibiotics, are clinically used to treat various malignancies in combination chemotherapy. 6′-Deoxy-bleomycin Z (12) is a novel bleomycin derivative discovered through combinatorial engineering of the BGCs of bleomycin and zorbamycin from Streptomyces verticillus ATCC 15003 and Streptomyces flavoviridis SB9001, respectively. By combined UV mutagenesis, antibiotic screening with gen, str, or rif,as well as fermentation optimization, a mutant strain S. flavoviridis G4F12 was obtained. It produced 12 with a titer above 70 mg/L under the optimized fermentation conditions, representing a 7-fold increase over its original production [53].

2.4. Combination of Genome Shuffling and Ribosome Engineering

Genome shuffling is an approach involving recursive genomic recombination within a population of phenotypically selected bacteria to generate new strain libraries, which may result in pronounced improvement in the screened phenotype. The combination of genome shuffling and ribosome engineering has been widely used in antibiotic development, including avilamycin (5) [36], daptomycin (7) [39], nosiheptide (1) [43], and virginiamycin (2) [52]. For example, avilamycin (5), a feed industry antimicrobial agent approved by the European Union, is used to inhibit the growth of multidrug resistant Gram-positive bacteria. Lv et al. [36] combined genome shuffling with str screening to obtain an improved recombinant strain Streptomyces viridochromogenes E-219. The yield of avilamycin in this strain reached 1.4 g/L, a 36.8-fold increase in comparison with that of the ancestor S. viridochromogenes strain.

2.5. Overexpression of Ribosome Recycling Factor

At the end of protein translation in living cells, ribosome recycling factor encoded by the frr gene participates in ribosome recycling. Overexpression of frr in several Streptomyces strains led to increased production of Act, avermectins (3 and 4), and toyocamycin (16). By overexpressing the ribosome recycling factor in the avermectin producer, the yield of avermectin increased by 3–3.7 times to over 8 g/L [35]. Similarly, the overexpression of a ribosome recycling factor also increased the yield of toyocamycin (16) to about 0.6 g/L due to the increased protein synthesis in the late-growth phase of the Streptomyces mycelium [50].

2.6. The Application of Ribosome Engineering in Other Bacteria and Fungi

Ribosome engineering has also been used in other bacterial species, including several Bacillus strains, Escherichia coli, and Paenibacillus agaridevorans, and in some fungi. For example, the introduction of three drug-resistance mutations in rsmG, rpsL, and rpoB in P. agaridevorans markedly enhanced the productivity of cycloisomaltooligosaccharide glucanotransferase (CITase) by more than 1100-fold as compared to the wild-type strain [60]. Ahmetagic et al. [58] introduced lincomycin- and kanamycin-resistance into E. coli K12 AA23 pPSX-vioABCDE opv-1 to produce 41-fold higher expression of violacein (24). Finally, ribosome engineering is used not only to increase the production of secondary metabolites but also to increase the yield of α-amylase [61], xylanase [62], vitamins [63], ε-poly-L-lysine [64,65,66,67], L-isoleucine [68], and fuels including butanol [69] and ethanol [70] (Table 3).

Table 3.

Yield improvement of primary metabolites, proteins, and fuels by ribosome engineering.

Miscellaneous Products Strain Method Mutation a Fold/(g/L) b Year/Ref.
CITase P. agaridevorans Str, Rif K56R, R485H 1100 (1104 ± 143 U/mL) 2018 [60]
α-Amylase B. subtilis Str K56R 1.5 (4.0 U/mL) 2006 [61]
Xylanase S. viridochromogenes Str K88R 1.14 (>60 U/mL) 2013 [62]
Vitamin B12 P. shermanii Rif, Gen, Ery H437Y, H447R 5.2 (304 ± 3 µg/L/OD600) 2017 [63]
ε-poly-L-Lysine S. albulus ARTP, Str, GS - c 1.71 (3.0) d 2016 [64]
S. albulus HT, Par - 1.45 (2.59) 2017 [65]
S. albulus Str, Gen, Rif K108R 1.75–2.39 (3.83) 2017 [66]
S. albulus Str E85G 1.79 (3.04) 2019 [67]
L-Isoleucine Corynebacterium glutamicum frr and fusA
Overexpression
- 1.76 (28.5) 2015 [68]
Butanol Clostridium
Saccharoperbutylacetonicum
Str K43N 1.6 (16.5) 2017 [69]
Ethanol K. variicola Str K43N 1.3 (34) 2015 [70]

a The strains with the highest titer of rpoB and rpsL mutation. b The term “fold” was defined as the increased yield of the mutant strain to its parental strain, which was recalculated based on the cited articles. c The highest yield strain has no detected mutation within the rpoB and rpsL gene. d This is the highest yield of the ε-poly-L-lysine in shake flasks. CITase: cycloisomaltooligosaccharide glucanotransferase.

3. Discovery of New Natural Products Using Ribosome Engineering

Genome sequencing has revealed the vast potential to produce valuable secondary metabolites in Streptomyces. However, many BGCs are silent under standard fermentation conditions. Natural product synthesis in Streptomyces is affected by many factors, including nutrient supply including carbon and nitrogen sources, cofactors, the expression of functional biosynthetic enzymes, drug resistance, and export mechanisms. Many approaches have been used in activating silent BGCs [71,72], such as the “one strain many compounds” approach [73,74], cocultivation [75,76], manipulation of pleiotropic or pathway-specific regulators, genome mining [77,78], and BGC refactoring [17].

In 2009, Ochi and coworkers performed massive antibiotic-resistance screening on 1068 actinomycetes from soil, using rifampicin or streptomycin [79]. They discovered that 43% (51/119) of the nonantibiotic-producing Streptomyces strains from soil were able to commence antibacterial production. This could be due to the marked enhancement of previously undetectable antibiotic production or to triggering the biosynthesis of new antibiotics (Table 4). They subsequently isolated a series of novel macrocyclic piperidamycins (3234) (Figure 5) from one soil strain Streptomyces mauvecolor with either a single H437L mutation in rpoB or double mutation in rpoB (H437L) and rspL (K88R). They proposed that the enhanced gene expression for piperidamycin biosynthesis in the mutants was due to the increased affinities of mutant RNA polymerases for their promoters, based on surface plasmon resonance analysis and in vitro synthesis of green fluorescent proteins.

Table 4.

New natural products discovered through ribosome engineering.

Natural Products Strain Method Mutation a Activity Year/Ref.
Neotrehalosadiamine (31) B. subtilis Rif S487L Antibacterial 2004 [80]
Piperidamycins (3234) S. sp. 631689 Rif, Str, Gen K88R Antibacterial 2009 [79]
γ-Actinorhodin (35) S. coelicolor Rif - b Antibacterial 2013 [32]
Mutaxanthenes (3640) Nocardiaceae FU40ΔApoS8 Rif, Str - - 2013 [81]
4146 Aspergillus versicolo ZBY-3 Neo - Antitumor 2014 [82]
Inducamides A-C (4749) S. sp. SNC-109 Rif X442F - 2014 [83]
5054 Penicillium purpurogenum G59 Neo, DMSO - Antibacterial
Antitumor
2015 [84]
Fredericamycin A (15) S. somaliensis SCSIO ZH66 Rif R447H Antitumor 2015 [41]
16 secondary metabolites S. coelicolor Rif, Str - Antibacterial 2015 [85]
5557 S. sp. SANK 60404 Rif H447D - 2016 [86]
58, 59 S. sp. SoC090715LN-16 Rif H447Y Antibacterial 2018 [87]
Cyclopentene derivatives S. sp. HS-NF-1046R Rif - - 2019 [88]

a The strains with the highest titer of rpoB and rpsL mutation. b The highest yield strain has no detected mutation within the rpoB and rpsL genes.

Figure 5.

Figure 5

Representative natural products discovered by ribosome engineering.

Fredericamycin A (15) is a uniquely structured aromatic polyketide compound with excellent antitumor activity. Li et al. [41] identified the mutation of R444H in rpoB of the resistant Streptomyces somaliensis ZH66-RIF1 using a rif screen with 300 μg/mL of rifampicin, which resulted in activating a previously silent gene cluster. After fermentation optimization, an optimized yield of 679.5 ± 15.8 mg/L of 15 was obtained. MacMillan et al. isolated three new chlorinated alkaloids, inducamides A-C (4749), from Streptomyces sp. SNC-109-M3, a rif mutant with a S442Y mutation in rpoB. Inducamides contain a 6-methylsalicylic acid unit and a tryptophan derivative, connected through an amide bond. Inducamide C (49) exhibited moderate cytotoxicity against NSCLC cell line HCC44 at 10 μM.

Kuzuyama et al. screened a total of 164 rif mutants among 11 actinomycetes and identified one mutant TW-R50-13 with an rpoB H437Y mutation [87]. Isolation of two overproduced metabolites in TW-R50-13 and their structural elucidation led to the discovery of three methylbenzene containing linear polyketides 5557. Using the same approach, the authors screened a total of 114 rif mutants among 9 actinomycetes and identified one Streptomyces strain, S55-50-5, with the identical rpoB H437Y mutation [87]. This strain produced a novel isoindole-containing tetracyclic polyketide isoindolinomycin (58) with moderate cytotoxicity against the tested tumor cell lines and antibacterial activity against Staphylococcus aureus.

In addition, ribosome engineering can also activate silent BGCs and discover new active compounds in other bacterial species or fungi. Ochi et al. [52] first introduced a rifamycin-induced rpoB mutation into the B. subtilis strain, which led to the production of a new aminosaccharide antibiotic 3,3’-neotrehalosadiamine (31), for which production is silent in the wild-type strain. In a metabolomic phenotype screening of str or rif mutants in a rare actinomycete Nocardiopsis sp. FU40 ΔApoS8, 311 unique metabolomic features were revealed by ultra-performance liquid chromatography ion-mobility mass spectrometry analysis [81]. This led to the isolation of five mutaxanthenes (3640) with the unprecedented 12,12a-dihydro-1H-benzo(b)anthene–based scaffold in a rif mutant R4. Based on these data, Derewacz et al. suggested that activation of BGCs might be important cellular responses of certain antibiotic resistance mutations in the mutants [81]. Compounds extracted from fungi are an important source for new drug development [89,90]. By screening and isolation of neomycin-resistant mutants in marine-derived fungi, multiple active fungal natural products 4146 and 5054 were isolated from Aspergillus versicolor ZBY-3 or Penicillium purpurogenum G59, respectively [82,84].

4. Possible Mechanism of Action of Ribosome Engineering

Based on the above analysis, ribosome engineering has found a broad utility to increase the yields of many microbial metabolites and to facilitate discovery of new natural products in Streptomyces and many other microbes. These studies not only generate high yielding industrial strains to produce affordable therapeutics but also identify dozens of natural products with unprecedented structures and promising biological activities. Biosynthetic studies of these natural products yield novel insights for catalysis and enzymology. In this section, we discuss the possible mechanisms involved in ribosome engineering.

4.1. The Stringent Response, ppGpp, and Ribosome Engineering

In 1969, Cashel and Gallant first observed the presence of guanosine 5′-diphosphate 3′-diphosphate ppGpp, the signaling molecule of the stringent response, in starved E. coli [91]. The cellular centration of ppGpp is normally relatively low. Once stimulated by environmental stress such as nutrient starvation, its massive accumulation triggers an emergency response in cells. Since ppGpp was found to bind to RNA polymerases, Ochi et al. suggested that the RNA polymerases with certain mutations on rpoB may mimic the RNA polymerase bound with ppGpp in the wild-type S. coelicolor A3(2) [28]. The relA gene encodes the bifunctional (p)ppGpp synthase/hydrolase, while relC gene encodes the 50S ribosomal protein L11. In relA- or relC-knockout S. coelicolor A3(2) mutant strains, incapable of producing ppGpp and Act (<0.03 in OD633), they identified more than a dozen rif mutants with mutations in rpoB that produced higher levels of Act than the wild-type strains M400 and 1147, respectively (0.43 or 1.71 in OD633). Similarly, a relC-knockout mutant of S. lividans 1326 lost the ability to produce ppGpp and Act, while rif mutants with certain mutations in rpoB could restore Act production [92]. Actinomadura sp. ATCC 39727 (renamed as Nonomuraea sp. strain 39 727) contains duplicated rpoB alleles, in which one rpoB, rpoBR, harbored the H426N missense mutation [93]. The fact that the production of the glycopeptide antibiotic A40926 in Nonomuraea. sp. ATCC 39727 was not controlled by the stringent response and the presence of rpoB gene polymorphism in 5 out of 75 rare actinomycetes [94] is consistent with the proposal that certain rif mutants may mimic the stringent response. In S. mauvecolor, Ochi et al. further showed that the mutant RNA polymerases isolated from stationary-phase cells have enhanced affinity towards three S. coelicolor promoters ACTII-ORF4p, SIGNp1, and SIGNp2 in vitro [79]. Structure studies of the binding between these mutant RNA polymerases and promoters would provide further insights into these important interactions [95].

4.2. Ribosome Stability, Recycling, and Streptomycin-Resistance

Str mutants may confer high or low levels of streptomycin resistance. High-level streptomycin resistance (Minimum inhibitory concentration (MIC) >100 μg/mL) may often result from K88E or K88R mutations in the ribosomal protein S12. In a salinomycin (6) producing industrial strain of S. albus, Ochi et al. observed that the mutant strain KO-600 (K88R) exhibited more than 3-fold enhanced protein synthesis activity during the stationary phase than the parental strain SAM-X, using an in vitro ribosome translation assay [45]. In addition, the K88R mutant ribosome appeared to be more stable than the wild-type ribosome in the presence of 0.8 mM Mg2+. In S. coelicolor A3(2), the K88E and P91S mutant ribosome also showed enhanced protein synthesis activity and could form a more stable 70S complex [96]. In addition, Ochi and coworkers simultaneously observed the overproduction of Act and increased expression of ribosome recycling factor in a strain of S. coelicolor with the K88E mutation in its S12 ribosomal protein [97]. They further demonstrated that overexpression of the frr gene encoding RRF in an S. coelicolor wild-type strain yielded higher protein synthesis rate and Act titer. Therefore, the increased translation in str mutants may significantly contribute to the observed titer increase.

4.3. Sublethal Concentrations of Different Antibiotics and Ribosome Engineering

Sublethal concentrations of different antibiotics, including lincomycin, streptomycin, erythromycin, have been used to induce the production of antibiotics. In a 1996 study, tetracycline, streptomycin, and hygromycin were able to induce Act production in S. lividans TK21 [15]. The maximum Act induction was observed when 10 or 15 μg/mL tetracycline or streptomycin was added to the cultures. At these concentrations, the growth of S. lividans was only slightly affected. In contrast, other tested antibiotics, including chloramphenicol, erythromycin, lincomycin, kanamycin, spectinomycin, fusidic acid, thiopeptin, thiostrepton, rifamycin, puromycin, ampicilin, and decoyinine, were unable to induce Act production. Interestingly, Ochi and coworkers also showed that lincomycin at subinhibitory concentrations (1/10 of the MIC of S. coelicolor A3(2)) increased Act overproduction by overexpression of the pathway-specific regulatory gene actII-ORF4 in S. coelicolor A3(2). Lincomycin (1/2 or 1/3 of the MIC of S. lividans 1326) could also lead to the production of novel congeners of calcium-dependent antibiotics in S. lividans 1326 [98]. At sublethal concentrations, these antibiotics might serve as the language to facilitate communication among the bacterial species [99]. It might be interesting to study the intrinsic relationship between antibiotic language and ribosome engineering. One hypothesis could be that the presence of these antibiotic stimuli in the natural environments might lead to the accumulation of spontaneous mutants, which were subsequently discovered using the ribosome engineering approach.

5. Conclusions

To discover the next generation of medicines, the exploration of the biosynthetic potential in Streptomyces or other bacteria would require dedication, technology advancement, and intensive efforts. In the post-genomic era, many newly developed technologies have enabled the discovery of natural products from microbes or improvement of their production. Ribosome engineering remains a cost-effective way to discover new natural products and to enhance the titers of promising natural products, proteins, or biofuels in the engineered strains. The combination of ribosome engineering and other methods, such as genome shuffling, will be more effective to accelerate its development, especially for the development of high-yield industrial strains to produce natural products or other useful products. For example, ribosome engineering has only been used to improve the yield of a few industrial producing strains for the production of avermectins (3, 4), salinomycin (6), vancomycin (8), and GE2270 (18). In addition, ribosome engineering could identify many useful mutant strains by the screening of a variety of antibiotics. The detailed mechanism of action of ribosome engineering in these mutants would need to be further elucidated. For example, structure studies of the interactions of the mutated RNA polymerases and their respective promoters would increase our understanding of the precise mechanisms of gene expression control. In the future, researchers may be able to activate certain BGCs or to improve the production of designed natural products in a more specific manner using ribosome engineering.

Author Contributions

S.Z., Y.D., and Y.H. wrote the manuscript.

Funding

This work was supported by NSFC grants 81473124 (to Y.H.) and 81530092 (to Y.D.) and the Chinese Ministry of Education 111 Project B0803420 (to Y.D.).

Conflicts of Interest

The authors declare no conflict of interest.

References

  • 1.Demain A.L., Sánchez S. Microbial drug discovery: 80 years of progress. J. Antibiot. 2009;62:5–16. doi: 10.1038/ja.2008.16. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 2.Shen B. A new golden age of natural products drug discovery. Cell. 2015;163:1297–1300. doi: 10.1016/j.cell.2015.11.031. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 3.Liu R., Deng Z., Liu T. Streptomyces species: Ideal chassis for natural product discovery and overproduction. Metab. Eng. 2018;50:74–84. doi: 10.1016/j.ymben.2018.05.015. [DOI] [PubMed] [Google Scholar]
  • 4.Weber T., Charusanti P., Musiol-Kroll E.M., Jiang X., Tong Y., Kim H.U., Lee S.Y. Metabolic engineering of antibiotic factories: New tools for antibiotic production in actinomycetes. Trends Biotechnol. 2015;33:15–26. doi: 10.1016/j.tibtech.2014.10.009. [DOI] [PubMed] [Google Scholar]
  • 5.Heitman J., Movva N., Hall M. Targets for cell cycle arrest by the immunosuppressant rapamycin in yeast. Science. 1991;253:905–909. doi: 10.1126/science.1715094. [DOI] [PubMed] [Google Scholar]
  • 6.Saxton R.A., Sabatini D.M. mTOR signaling in growth, metabolism, and disease. Cell. 2017;169:361–371. doi: 10.1016/j.cell.2017.03.035. [DOI] [PubMed] [Google Scholar]
  • 7.Benjamin D., Colombi M., Moroni C., Hall M.N. Rapamycin passes the torch: A new generation of mTOR inhibitors. Nat. Rev. Drug Discov. 2011;10:868–880. doi: 10.1038/nrd3531. [DOI] [PubMed] [Google Scholar]
  • 8.Guo Z., Hong S.Y., Wang J., Rehan S., Liu W., Peng H., Das M., Li W., Bhat S., Peiffer B., et al. Rapamycin-inspired macrocycles with new target specificity. Nat. Chem. 2019;11:254–263. doi: 10.1038/s41557-018-0187-4. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 9.Ikeda H., Ishikawa J., Hanamoto A., Shinose M., Kikuchi H., Shiba T., Sakaki Y., Hattori M., Ōmura S. Complete genome sequence and comparative analysis of the industrial microorganism Streptomyces avermitilis. Nat. Biotechnol. 2003;21:526–531. doi: 10.1038/nbt820. [DOI] [PubMed] [Google Scholar]
  • 10.Bentley S.D., Chater K.F., Cerdeño-Tárraga A.M., Challis G.L., Thomson N.R., James K.D., Harris D.E., Quail M.A., Kieser H., Harper D., et al. Complete genome sequence of the model actinomycete Streptomyces coelicolor A3(2) Nature. 2002;417:141–147. doi: 10.1038/417141a. [DOI] [PubMed] [Google Scholar]
  • 11.Yan X., Chen J.-J., Adhikari A., Yang D., Crnovcic I., Wang N., Chang C.-Y., Rader C., Shen B. Genome mining of Micromonospora yangpuensis DSM 45577 as a producer of an anthraquinone-fused enediyne. Org. Lett. 2017;19:6192–6195. doi: 10.1021/acs.orglett.7b03120. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 12.Rudolf J.D., Yan X., Shen B. Genome neighborhood network reveals insights into enediyne biosynthesis and facilitates prediction and prioritization for discovery. J. Ind. Microbiol. Biotechnol. 2016;43:261–276. doi: 10.1007/s10295-015-1671-0. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 13.Pan G., Xu Z., Guo Z., Hindra, Ma M., Yang D., Zhou H., Gansemans Y., Zhu X., Huang Y., et al. Discovery of the leinamycin family of natural products by mining actinobacterial genomes. Proc. Natl. Acad. Sci. USA. 2017;114:E11131–E11140. doi: 10.1073/pnas.1716245115. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 14.Essential Medicines. [(accessed on 28 July 2019)]; Available online: http://www.who.int/topics/essential_medicines.
  • 15.Shima J., Hesketh A., Okamoto S., Kawamoto S., Ochi K. Induction of actinorhodin production by rpsL (encoding ribosomal protein S12) mutations that confer streptomycin resistance in Streptomyces lividans and Streptomyces coelicolor A3(2) J. Bacteriol. 1996;178:7276–7284. doi: 10.1128/jb.178.24.7276-7284.1996. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 16.Ochi K. Insights into microbial cryptic gene activation and strain improvement: Principle, application and technical aspects. J. Antibiot. 2017;70:25–40. doi: 10.1038/ja.2016.82. [DOI] [PubMed] [Google Scholar]
  • 17.Smanski M.J., Zhou H., Claesen J., Shen B., Fischbach M.A., Voigt C.A. Synthetic biology to access and expand nature’s chemical diversity. Nat. Rev. Genet. 2016;14:135–149. doi: 10.1038/nrmicro.2015.24. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 18.Nielsen J., Keasling J.D. Engineering cellular metabolism. Cell. 2016;164:1185–1197. doi: 10.1016/j.cell.2016.02.004. [DOI] [PubMed] [Google Scholar]
  • 19.Bose J.L. Chemical and UV mutagenesis. Methods Mol. Biol. 2016;1373:111–115. doi: 10.1007/7651_2014_190. [DOI] [PubMed] [Google Scholar]
  • 20.Gong J., Zheng H., Wu Z., Chen T., Zhao X. Genome shuffling: Progress and applications for phenotype improvement. Biotechnol. Adv. 2009;27:996–1005. doi: 10.1016/j.biotechadv.2009.05.016. [DOI] [PubMed] [Google Scholar]
  • 21.Magocha T.A., Zabed H., Yang M., Yun J., Zhang H., Qi X. Improvement of industrially important microbial strains by genome shuffling: Current status and future prospects. Bioresour. Technol. 2018;257:281–289. doi: 10.1016/j.biortech.2018.02.118. [DOI] [PubMed] [Google Scholar]
  • 22.Xu M., Wright G.D. Heterologous expression-facilitated natural products’ discovery in actinomycetes. J. Ind. Microbiol. Biotechnol. 2018;46:415–431. doi: 10.1007/s10295-018-2097-2. [DOI] [PubMed] [Google Scholar]
  • 23.Jeschek M., Gerngross D., Panke S. Combinatorial pathway optimization for streamlined metabolic engineering. Curr. Opin. Biotechnol. 2017;47:142–151. doi: 10.1016/j.copbio.2017.06.014. [DOI] [PubMed] [Google Scholar]
  • 24.Gibson D.G., Glass J.I., Lartigue C., Noskov V.N., Chuang R.-Y., Algire M.A., Benders G.A., Montague M.G., Ma L., Moodie M.M., et al. Creation of a bacterial cell controlled by a chemically synthesized genome. Science. 2010;329:52–56. doi: 10.1126/science.1190719. [DOI] [PubMed] [Google Scholar]
  • 25.Hesketh A., Ochi K. A novel method for improving Streptomyces coelicolor A3(2) for production of actinorhodin by introduction of rpsL (encoding ribosomal protein S12) mutations conferring resistance to streptomycin. J. Antibiot. 1997;50:532–535. doi: 10.7164/antibiotics.50.532. [DOI] [PubMed] [Google Scholar]
  • 26.Okamoto-Hosoya Y., Sato T.-A., Ochi K. Resistance to paromomycin is conferred by rpsL mutations, accompanied by an enhanced antibiotic production in Streptomyces coelicolor A3(2) J. Antibiot. 2000;53:1424–1427. doi: 10.7164/antibiotics.53.1424. [DOI] [PubMed] [Google Scholar]
  • 27.Hu H., Ochi K. Novel approach for improving the productivity of antibiotic-producing strains by inducing combined resistant mutations. Appl. Environ. Microbiol. 2001;67:1885–1892. doi: 10.1128/AEM.67.4.1885-1892.2001. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 28.Xu J., Tozawa Y., Lai C., Hayashi H., Ochi K. A rifampicin resistance mutation in the rpoB gene confers ppGpp-independent antibiotic production in Streptomyces coelicolor A3(2) Mol. Genet. Genom. 2002;268:179–189. doi: 10.1007/s00438-002-0730-1. [DOI] [PubMed] [Google Scholar]
  • 29.Wang G., Hosaka T., Ochi K. Dramatic activation of antibiotic production in Streptomyces coelicolor by cumulative drug resistance mutations. Appl. Environ. Microbiol. 2008;74:2834–2840. doi: 10.1128/AEM.02800-07. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 30.Tanaka Y., Komatsu M., Okamoto S., Tokuyama S., Kaji A., Ikeda H., Ochi K. Antibiotic overproduction by rpsL and rsmG mutants of various actinomycetes. Appl. Environ. Microbiol. 2009;75:4919–4922. doi: 10.1128/AEM.00681-09. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 31.Imai Y., Fujiwara T., Ochi K., Hosaka T. Development of the ability to produce secondary metabolites in Streptomyces through the acquisition of erythromycin resistance. J. Antibiot. 2012;65:323–326. doi: 10.1038/ja.2012.16. [DOI] [PubMed] [Google Scholar]
  • 32.Tanaka Y., Kasahara K., Hirose Y., Murakami K., Kugimiya R., Ochi K. Activation and products of the cryptic secondary metabolite biosynthetic gene clusters by rifampin resistance (rpoB) mutations in actinomycetes. J. Bacteriol. 2013;195:2959–2970. doi: 10.1128/JB.00147-13. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 33.Hosoya Y., Okamoto S., Muramatsu H., Ochi K. Acquisition of certain streptomycin-resistant (str) mutations enhances antibiotic production in bacteria. Antimicrob. Agents Chemother. 1998;42:2041–2047. doi: 10.1128/AAC.42.8.2041. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 34.Hu H.-F., Zhang Q., Zhu B.-Q. Enhanced antibiotic production by inducing low level of resistance to gentamicin. Chin. J. Nat. Med. 2008;6:146–152. doi: 10.3724/SP.J.1009.2008.00146. [DOI] [Google Scholar]
  • 35.Li L., Guo J., Wen Y., Chen Z., Song Y., Li J. Overexpression of ribosome recycling factor causes increased production of avermectin in Streptomyces avermitilis strains. J. Ind. Microbiol. Biotechnol. 2010;37:673–679. doi: 10.1007/s10295-010-0710-0. [DOI] [PubMed] [Google Scholar]
  • 36.Lv X.A., Jin Y.Y., Li Y.D., Zhang H., Liang X.L. Genome shuffling of Streptomyces viridochromogenes for improved production of avilamycin. Appl. Microbiol. Biotechnol. 2013;97:641–648. doi: 10.1007/s00253-012-4322-7. [DOI] [PubMed] [Google Scholar]
  • 37.Gomez-Escribano J.P., Bibb M.J. Engineering Streptomyces coelicolor for heterologous expression of secondary metabolite gene clusters. Microb. Biotechnol. 2011;4:207–215. doi: 10.1111/j.1751-7915.2010.00219.x. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 38.Li L., Ma T., Liu Q., Huang Y., Hu C., Liao G. Improvement of daptomycin production in Streptomyces roseosporus through the acquisition of pleuromutilin resistance. BioMed. Res. Int. 2013;2013:1–6. doi: 10.1155/2013/479742. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 39.Yu G., Hui M., Li R., Chen L., Tian H., Wang L. Enhancement of daptomycin production by the method of combining ribosome engineering and genome shuffling in Streptomyces roseosporus. Appl. Biochem. Microbiol. 2018;54:611–615. doi: 10.1134/S0003683818060169. [DOI] [Google Scholar]
  • 40.Wang L., Zhao Y., Liu Q., Huang Y., Hu C., Liao G. Improvement of A21978C production in Streptomyces roseosporus by reporter-guided rpsL mutation selection. J. Appl. Microbiol. 2012;112:1095–1101. doi: 10.1111/j.1365-2672.2012.05302.x. [DOI] [PubMed] [Google Scholar]
  • 41.Zhang Y., Huang H., Xu S., Wang B., Ju J., Tan H., Li W. Activation and enhancement of fredericamycin A production in deep sea-derived Streptomyces somaliensis SCSIO ZH66 by using ribosome engineering and response surface methodology. Microb. Cell Factories. 2015;14:1039. doi: 10.1186/s12934-015-0244-2. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 42.Wang X.-J., Wang X.-C., Xiang W.-S. Improvement of milbemycin-producing Streptomyces bingchenggensis by rational screening of ultraviolet- and chemically induced mutants. World J. Microbiol. Biotechnol. 2009;25:1051–1056. doi: 10.1007/s11274-009-9986-5. [DOI] [Google Scholar]
  • 43.Wang Q., Zhang D., Li Y., Zhang F., Wang C., Liang X. Genome shuffling and ribosome engineering of Streptomyces actuosus for high-yield nosiheptide production. Appl. Biochem. Biotechnol. 2014;173:1553–1563. doi: 10.1007/s12010-014-0948-5. [DOI] [PubMed] [Google Scholar]
  • 44.Zhao Y., Song Z., Ma Z., Bechthold A., Yu X. Sequential improvement of rimocidin production in Streptomyces rimosus M527 by introduction of cumulative drug-resistance mutations. J. Ind. Microbiol. Biotechnol. 2019;46:697–708. doi: 10.1007/s10295-019-02146-w. [DOI] [PubMed] [Google Scholar]
  • 45.Tamehiro N., Hosaka T., Xu J., Hu H., Otake N., Ochi K. Innovative approach for improvement of an antibiotic-overproducing industrial strain of Streptomyces albus. Appl. Environ. Microbiol. 2003;69:6412–6417. doi: 10.1128/AEM.69.11.6412-6417.2003. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 46.Fukuda K., Tamura T., Ito H., Yamamoto S., Ochi K., Inagaki K. Production improvement of antifungal, antitrypanosomal nucleoside sinefungin by rpoB mutation and optimization of resting cell system of Streptomyces incarnatus NRRL 8089. J. Biosci. Bioeng. 2010;109:459–465. doi: 10.1016/j.jbiosc.2009.10.017. [DOI] [PubMed] [Google Scholar]
  • 47.Yan X., Ge H., Huang T., Hindra, Yang D., Teng Q., Crnovčić I., Li X., Rudolf J.D., Lohman J.R., et al. Strain prioritization and genome mining for enediyne natural products. mBio. 2016;7:02104–02116. doi: 10.1128/mBio.02104-16. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 48.Liu L., Pan J., Wang Z., Yan X., Yang D., Zhu X., Shen B., Duan Y., Huang Y. Ribosome engineering and fermentation optimization leads to overproduction of tiancimycin A, a new enediyne natural product from Streptomyces sp. CB03234. J. Ind. Microbiol. Biotechnol. 2018;45:141–151. doi: 10.1007/s10295-018-2014-8. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 49.Zhuang Z., Jiang C., Zhang F., Huang R., Yi L., Huang Y., Yan X., Duan Y., Zhu X. Streptomycin-induced ribosome engineering complemented with fermentation optimization for enhanced production of 10-membered enediynes tiancimycin-A and tiancimycin-D. Biotechnol. Bioeng. 2019;116:1304–1314. doi: 10.1002/bit.26944. [DOI] [PubMed] [Google Scholar]
  • 50.Ma Z., Tao L., Bechthold A., Shentu X., Bian Y., Yu X. Overexpression of ribosome recycling factor is responsible for improvement of nucleotide antibiotic-toyocamycin in Streptomyces diastatochromogenes 1628. Appl. Microbiol. Biotechnol. 2014;98:5051–5058. doi: 10.1007/s00253-014-5573-2. [DOI] [PubMed] [Google Scholar]
  • 51.Ma Z., Luo S., Xu X., Bechthold A., Yu X. Characterization of representative rpoB gene mutations leading to a significant change in toyocamycin production of Streptomyces diastatochromogenes 1628. J. Ind. Microbiol. Biotechnol. 2016;43:463–471. doi: 10.1007/s10295-015-1732-4. [DOI] [PubMed] [Google Scholar]
  • 52.Tong Q.-Q., Zhou Y.-H., Chen X.-S., Wu J.-Y., Wei P., Yuan L.-X., Yao J.-M. Genome shuffling and ribosome engineering of Streptomyces virginiae for improved virginiamycin production. Bioprocess Biosyst. Eng. 2018;41:729–738. doi: 10.1007/s00449-018-1906-3. [DOI] [PubMed] [Google Scholar]
  • 53.Zhu X., Kong J., Yang H., Huang R., Huang Y., Yang D., Shen B., Duan Y. Strain improvement by combined UV mutagenesis and ribosome engineering and subsequent fermentation optimization for enhanced 6’-deoxy-bleomycin Z production. Appl. Microbiol. Biotechnol. 2018;102:1651–1661. doi: 10.1007/s00253-017-8705-7. [DOI] [PubMed] [Google Scholar]
  • 54.Gupta P.B., Onder T.T., Jiang G., Tao K., Kuperwasser C., Weinberg R.A., Lander E.S. Identification of selective inhibitors of cancer stem cells by high-throughput screening. Cell. 2009;138:645–659. doi: 10.1016/j.cell.2009.06.034. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 55.Tojo S., Tanaka Y., Ochi K. Activation of antibiotic production in Bacillus spp. by cumulative drug resistance mutations. Antimicrob. Agents Chemother. 2015;59:7799–7804. doi: 10.1128/AAC.01932-15. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 56.Carata E., Peano C., Tredici S.M., Ferrari F., Tala A., Corti G., Bicciato S., De Bellis G., Alifano P. Phenotypes and gene expression profiles of Saccharopolyspora erythraea rifampicin-resistant (rif) mutants affected in erythromycin production. Microb Cell Fact. 2009;8:18. doi: 10.1186/1475-2859-8-18. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 57.Beltrametti F., Rossi R., Selva E., Marinelli F. Antibiotic production improvement in the rare actinomycete Planobispora rosea by selection of mutants resistant to the aminoglycosides streptomycin and gentamycin and to rifamycin. J. Ind. Microbiol. Biotechnol. 2006;33:283–288. doi: 10.1007/s10295-005-0061-4. [DOI] [PubMed] [Google Scholar]
  • 58.Wang Y., Liu Y., Zhu Y., Liu S., Cai C., Xu P. Screening of high yield norvancomycin producing strain by streptomycin and rifampicin resistant mutation. Chin. J. Antibiot. 2006;31:243–246. [Google Scholar]
  • 59.Ahmetagic A., Pemberton J.M. Antibiotic resistant mutants of Escherichia coli K12 show increases in heterologous gene expression. Plasmid. 2011;65:51–57. doi: 10.1016/j.plasmid.2010.11.004. [DOI] [PubMed] [Google Scholar]
  • 60.Funane K., Tanaka Y., Hosaka T., Murakami K., Miyazaki T., Shiwa Y., Gibu S., Inaoka T., Kasahara K., Fujita N., et al. Combined drug resistance mutations substantially enhance enzyme production in Paenibacillus agaridevorans. J. Bacteriol. 2018;200:JB.00188-18. doi: 10.1128/JB.00188-18. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 61.Kurosawa K., Hosaka T., Tamehiro N., Inaoka T., Ochi K. Improvement of alpha-amylase production by modulation of ribosomal component protein S12 in Bacillus subtilis 168. Appl. Environ. Microbiol. 2006;72:71–77. doi: 10.1128/AEM.72.1.71-77.2006. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 62.Liu Z., Zhao X., Bai F. Production of xylanase by an alkaline-tolerant marine-derived Streptomyces viridochromogenes strain and improvement by ribosome engineering. Appl. Microbiol. Biotechnol. 2013;97:4361–4368. doi: 10.1007/s00253-012-4290-y. [DOI] [PubMed] [Google Scholar]
  • 63.Tanaka Y., Kasahara K., Izawa M., Ochi K. Applicability of ribosome engineering to vitamin B12 production by Propionibacterium shermanii. Biosci. Biotechnol. Biochem. 2017;81:1636–1641. doi: 10.1080/09168451.2017.1329619. [DOI] [PubMed] [Google Scholar]
  • 64.Zheng G., Wang L., Gao Y., Xiang J., Chen X., Mao Z. Breeding and fermentation performance of a high-yield ε-poly-L-lysine producing strain. Acta Microbiol. Sin. 2016;56:1450–1458. [PubMed] [Google Scholar]
  • 65.Liu Y.-J., Chen X.-S., Zhao J.-J., Pan L., Mao Z.-G. Development of microtiter plate culture method for rapid screening of ε-Poly-L-lysine-producing strains. Appl. Biochem. Biotechnol. 2017;183:1209–1223. doi: 10.1007/s12010-017-2493-5. [DOI] [PubMed] [Google Scholar]
  • 66.Wang L., Chen X., Wu G., Li S., Zeng X., Ren X., Tang L., Mao Z. Enhanced ε-poly-L-lysine production by inducing double antibiotic-resistant mutations in Streptomyces albulus. Bioprocess Biosyst. Eng. 2017;40:271–283. doi: 10.1007/s00449-016-1695-5. [DOI] [PubMed] [Google Scholar]
  • 67.Liu Y., Chen X., Zhao J., Li Q., Mao Z. Improvement of ε-poly-L-lysine production of Streptomyces albulus by continuous introduction of streptomycin resistance. Process. Biochem. 2019;82:10–18. doi: 10.1016/j.procbio.2019.04.006. [DOI] [Google Scholar]
  • 68.Zhao J., Hu X., Li Y., Wang X. Overexpression of ribosome elongation factor G and recycling factor increases L-isoleucine production in Corynebacterium glutamicum. Appl. Microbiol. Biotechnol. 2015;99:4795–4805. doi: 10.1007/s00253-015-6458-8. [DOI] [PubMed] [Google Scholar]
  • 69.Tanaka Y., Kasahara K., Hirose Y., Morimoto Y., Izawa M., Ochi K. Enhancement of butanol production by sequential introduction of mutations conferring butanol tolerance and streptomycin resistance. J. Biosci. Bioeng. 2017;124:400–407. doi: 10.1016/j.jbiosc.2017.05.003. [DOI] [PubMed] [Google Scholar]
  • 70.Suzuki T., Seta K., Nishikawa C., Hara E., Shigeno T., Nakajima-Kambe T. Improved ethanol tolerance and ethanol production from glycerol in a streptomycin-resistant Klebsiella variicola mutant obtained by ribosome engineering. Bioresour. Technol. 2015;176:156–162. doi: 10.1016/j.biortech.2014.10.153. [DOI] [PubMed] [Google Scholar]
  • 71.Ochi K., Hosaka T. New strategies for drug discovery: Activation of silent or weakly expressed microbial gene clusters. Appl. Microbiol. Biotechnol. 2013;97:87–98. doi: 10.1007/s00253-012-4551-9. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 72.Rutledge P.J., Challis G.L. Discovery of microbial natural products by activation of silent biosynthetic gene clusters. Nat. Rev. Genet. 2015;13:509–523. doi: 10.1038/nrmicro3496. [DOI] [PubMed] [Google Scholar]
  • 73.Romano S., Jackson S.A., Patry S., Dobson A.D.W. Extending the “one strain many compounds” (OSMAC) principle to marine microorganisms. Mar. Drugs. 2018;16:244. doi: 10.3390/md16070244. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 74.Bode H.B., Bethe B., Höfs R., Zeeck A. Big effects from small changes: Possible ways to explore nature’s chemical diversity. ChemBioChem. 2002;3:619–627. doi: 10.1002/1439-7633(20020703)3:7&#x0003c;619::AID-CBIC619&#x0003e;3.0.CO;2-9. [DOI] [PubMed] [Google Scholar]
  • 75.Okada B.K., Seyedsayamdost M.R. Antibiotic dialogues: Induction of silent biosynthetic gene clusters by exogenous small molecules. FEMS Microbiol. Rev. 2017;41:19–33. doi: 10.1093/femsre/fuw035. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 76.Ueda K., Beppu T. Antibiotics in microbial coculture. J. Antibiot. 2017;70:361–365. doi: 10.1038/ja.2016.127. [DOI] [PubMed] [Google Scholar]
  • 77.Sandiford S.K. Genome database mining for the discovery of novel lantibiotics. Expert Opin. Drug Discov. 2017;12:489–495. doi: 10.1080/17460441.2017.1303475. [DOI] [PubMed] [Google Scholar]
  • 78.Kang H.-S. Phylogeny-guided (meta)genome mining approach for the targeted discovery of new microbial natural products. J. Ind. Microbiol. Biotechnol. 2016;44:285–293. doi: 10.1007/s10295-016-1874-z. [DOI] [PubMed] [Google Scholar]
  • 79.Hosaka T., Ohnishi-Kameyama M., Muramatsu H., Murakami K., Tsurumi Y., Kodani S., Yoshida M., Fujie A., Ochi K. Antibacterial discovery in actinomycetes strains with mutations in RNA polymerase or ribosomal protein S12. Nat. Biotechnol. 2009;27:462–464. doi: 10.1038/nbt.1538. [DOI] [PubMed] [Google Scholar]
  • 80.Inaoka T., Takahashi K., Yada H., Yoshida M., Ochi K. RNA polymerase mutation activates the production of a dormant antibiotic 3,3’-neotrehalosadiamine via an autoinduction mechanism in Bacillus subtilis. J. Biol. Chem. 2004;279:3885–3892. doi: 10.1074/jbc.M309925200. [DOI] [PubMed] [Google Scholar]
  • 81.Derewacz D.K., Goodwin C.R., McNees C.R., McLean J.A., Bachmann B.O. Antimicrobial drug resistance affects broad changes in metabolomic phenotype in addition to secondary metabolism. Proc. Natl. Acad. Sci. USA. 2013;110:2336–2341. doi: 10.1073/pnas.1218524110. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 82.Dong Y., Cui C.-B., Li C.-W., Hua W., Wu C.-J., Zhu T.-J., Gu Q.-Q. Activation of dormant secondary metabolite production by introducing neomycin resistance into the deep-sea fungus, Aspergillus versicolor ZBY-3. Mar. Drugs. 2014;12:4326–4352. doi: 10.3390/md12084326. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 83.Fu P., Jamison M., La S., Macmillan J.B. Inducamides A–C, chlorinated alkaloids from an RNA polymerase mutant strain of Streptomyces sp. Org. Lett. 2014;16:5656–5659. doi: 10.1021/ol502731p. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 84.Wu C.-J., Yi L., Cui C.-B., Li C.-W., Wang N., Han X. Activation of the silent secondary metabolite production by introducing neomycin-resistance in a marine-derived Penicillium purpurogenum G59. Mar. Drugs. 2015;13:2465–2487. doi: 10.3390/md13042465. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 85.Derewacz D.K., Covington B.C., McLean J.A., Bachmann B.O. Mapping microbial response metabolomes for induced natural product discovery. ACS Chem. Boil. 2015;10:1998–2006. doi: 10.1021/acschembio.5b00001. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 86.Thong W.L., Shin-Ya K., Nishiyama M., Kuzuyama T. Methylbenzene-containing polyketides from a Streptomyces that spontaneously acquired rifampicin resistance: Structural elucidation and biosynthesis. J. Nat. Prod. 2016;79:857–864. doi: 10.1021/acs.jnatprod.5b00922. [DOI] [PubMed] [Google Scholar]
  • 87.Thong W.L., Shin-Ya K., Nishiyama M., Kuzuyama T. Discovery of an antibacterial isoindolinone-containing tetracyclic polyketide by cryptic gene activation and characterization of its biosynthetic gene cluster. ACS Chem. Boil. 2018;13:2615–2622. doi: 10.1021/acschembio.8b00553. [DOI] [PubMed] [Google Scholar]
  • 88.Qi H., Ma Z., Xue Z., Ruan H., Yu X., Gao M., Wang J. Two new compounds from rifamycin resistant mutant strain Streptomyces sp. HS-NF-1046R. Acta. Pharm. Sin. B. 2019;54:117–121. [Google Scholar]
  • 89.Jiménez C. Marine natural products in medicinal chemistry. ACS Med. Chem. Lett. 2018;9:959–961. doi: 10.1021/acsmedchemlett.8b00368. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 90.Blunt J.W., Carroll A.R., Copp B.R., Davis R.A., Keyzers R.A., Prinsep M.R. Marine natural products. Nat. Prod. Rep. 2018;35:8–53. doi: 10.1039/C7NP00052A. [DOI] [PubMed] [Google Scholar]
  • 91.Cashel M., Gallant J. Two compounds implicated in the function of the RC gene of Escherichia coli. Nature. 1969;221:838–841. doi: 10.1038/221838a0. [DOI] [PubMed] [Google Scholar]
  • 92.Lai C., Xu J., Tozawa Y., Okamoto-Hosoya Y., Yao X., Ochi K. Genetic and physiological characterization of rpoB mutations that activate antibiotic production in Streptomyces lividans. Microbiology. 2002;148:3365–3373. doi: 10.1099/00221287-148-11-3365. [DOI] [PubMed] [Google Scholar]
  • 93.Vigliotta G., Tredici S.M., Damiano F., Montinaro M.R., Pulimeno R., Di Summa R., Massardo D.R., Gnoni G.V., Alifano P. Natural merodiploidy involving duplicated rpoB alleles affects secondary metabolism in a producer actinomycete. Mol. Microbiol. 2005;55:396–412. doi: 10.1111/j.1365-2958.2004.04406.x. [DOI] [PubMed] [Google Scholar]
  • 94.Tala A., Wang G., Zemanova M., Okamoto S., Ochi K., Alifano P. Activation of dormant bacterial genes by Nonomuraea sp. strain ATCC 39727 mutant-type RNA polymerase. J. Bacteriol. 2009;191:805–814. doi: 10.1128/JB.01311-08. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 95.Artsimovitch I., Patlan V., Sekine S., Vassylyeva M., Hosaka T., Ochi K., Yokoyama S., Vassylyev D., Initiative R.S.G. Structural basis for transcription regulation by alarmone ppGpp. Cell. 2004;117:299–310. doi: 10.1016/S0092-8674(04)00401-5. [DOI] [PubMed] [Google Scholar]
  • 96.Okamoto-Hosoya Y., Hosaka T., Ochi K. An aberrant protein synthesis activity is linked with antibiotic overproduction in rpsL mutants of Streptomyces coelicolor A3(2) Microbiology. 2003;149:3299–3309. doi: 10.1099/mic.0.26490-0. [DOI] [PubMed] [Google Scholar]
  • 97.Hosaka T., Xu J., Ochi K. Increased expression of ribosome recycling factor is responsible for the enhanced protein synthesis during the late growth phase in an antibiotic-overproducing Streptomyces coelicolor ribosomal rpsL mutant. Mol. Microbiol. 2006;61:883–897. doi: 10.1111/j.1365-2958.2006.05285.x. [DOI] [PubMed] [Google Scholar]
  • 98.Imai Y., Sato S., Tanaka Y., Ochi K., Hosaka T. Lincomycin at subinhibitory concentrations potentiates secondary metabolite production by Streptomyces spp. Appl. Environ. Microbiol. 2015;81:3869–3879. doi: 10.1128/AEM.04214-14. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 99.Davies J., Spiegelman G.B., Yim G. The world of subinhibitory antibiotic concentrations. Curr. Opin. Microbiol. 2006;9:445–453. doi: 10.1016/j.mib.2006.08.006. [DOI] [PubMed] [Google Scholar]

Articles from Antibiotics are provided here courtesy of Multidisciplinary Digital Publishing Institute (MDPI)

RESOURCES