Team:Heidelberg/Project/Indigoidine-Tag

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Indigoidine-Tag. Inventing the GFP for NRPs.

Highlights

  • Creation of an easily detectable NRPS-Tag using the Indigoidine Synthetase
  • Proof of principle for inter-species module shuffling
  • Protocol for High-Throughput NRPS-assays: RFC 100 and RFC 99
  • Empirical determination of optimal domain boarders for T-domain exchange
  • Alteration of enzyme activity by exchange of T-domain
  • Proof of functionality for synthetic T-domains

Abstract

An integral characteristic of synthetic biology yet often undermined is the ability to learn fundamental knowledge by systematically perturbing a biological system. Non-ribosomal peptide synthetases (NRPS) are predestinated for such a trial and error approach. Their hierarchical organization into modules and domains offer a unique opportunity to spin around their inherent logical assembly and observe if their functionality is preserved. Following this idea, interchangeability of modules within one pathway has already been proven by both, us (LINK) and several research groups (LINK). However, detection of the product, as well as high-throughput screening of functionality remained complicated. Indigoidine, a blue pigment which is synthesized by the NRPS IndC from Photorhabdus luminescens laumondii TT01 (DSM15139), was established as a novel and application-oriented tag functionally fused to synthesized peptides. Streamlining this process demonstrates a substantial reinforcement of the NRPS-Designer, our software tool, and offers the possibility to evaluate and optimize synthesis of Non-Ribosomal Peptides (NRPs) in a high-throughput manner (RFC 99). Furthermore, we established an Indigoidine-production assay based on OD measurement of the blue-colored pigment. We thereby could prove the dependence of the efficiency on the T-domain and the 4'-Phosphopanthetheinyl-transferases (PPTases), resulting in different levels of Indigoidine synthesis.

Introduction

Start introduction here ...

Results

Showing inter-species module compatibility by fusion of Tyrocidine modules to the Indigoidine synthetase

Our module-shuffling approach was confirmed by mass spectrometry. Access to such special technical devices and the referring expertise is demanded for detection of small peptides but often limited. That is why we were thinking of a potential alternative to test for the synthesis of NRPs. We wanted to establish an assay accessible to the majority of the community for validation of the presence of custom peptides. Since the synthetase for indigoidine consists of only a single module, it could serve as a paradigm for the fusion to modules of other NRPSs. The pigment Indigoidine could potentially ease detection of peptides when they are fused to the dye that is visible by eye.

Thus we wanted to investigate whether it is possible to fuse Indigoidine as a tag to NRPs of other pathways even originating from other species. In the following, we will showcase the extent of NRPSs’ modular compatibility by creating inter-species module-fusions between the Indigoidine synthetase from P. luminescens and modules of the Tyrocidine synthetase from B. parabrevis. In those fusion NRPs, Indigoidine serves as a tag that eases identification of E. coli clones synthesizing the customized peptide.

Fusing single amino acids to Indigoidine

First, we combined single modules of the Tyrocidine synthetase with the indC synthetase resulting in three distinct NRPSs producing Asparagin, Valine or Phenylalanine respectively, all tagged with Indigoidine (see Fig. 9).

To assure compatibility the constructs were designed in such a way that the C domain of the C2 module was always used, given its specificity for Glutamine required for the Indigoidine production. SDS-PAGE showed the expected bands for the expression of the NRP synthetases in the transformed BAPI. The E. coli strain BAPI was used for expression of the NRPS fusions because it carries the required PPTase endogenously. All three of the fusion variants turned the colonies blue even before expression induction with IPTG. The blue pigment thus served a first indicator that peptide synthesis was successful. To further verify the existence of the fusion peptide, we ran comparative thin-layer chromatography (TLC). The native, purified Indigoidine ran further than our purified dipeptides suggesting that the amino acids were indeed fused to the pigment (Fig. 10). The peptides were detected under visible and UV light due to Indigoidine’s properties as a dye.

We sent a sample of our purified Val-Ind NRP and purified Indigoidine to the mass spectrometry facility at the Institute for Chemistry handling these samples the same way as the samples sent from the Module Shuffling experiments. (Val-Ind MS and Negative Control Ind)

Fig. 9 Composition of three fusion constructs originating from Tyrocidine (tyc) synthetase modules and the Indigoidine synthetase (indC).
Fig. 10 Comparative TLC of our tagged NRP Val-Ind with native Indigoidine

Result 1.2

<p> test

Figure 6: Comparison between different E. coli strains and PPTases: a) Comparison of different E. coli strains examining growth and indigoidine production The figure shows five different strains of E. coli that have been co-transformed with an indC expression plasmid and a sfp expression plasmid. The negative control is E. coli TOP10 without a plasmid. All transformants have been grown on LB agar for 48 hours at room temperature, cells were not induced. One can see that even without induction all strains express the indigoidine synthetase and produce the blue pigment indigoidine. However, the strains BAP1 and NEB Turbo grow faster in the first day, exhibiting a white phenotype (data not shown). Colonies on the plate of E. coli TOP10 are very small and dark blue/ black. Assuming that indigoidine production inhibits cell growth due to its toxicity, we concluded that TOP10 produced the most indigoidine among the strains we tested. We used E. coli TOP10 for the following experiments. b) Comparison between different PPTases concerning overall indigoidine production The Figure shows ''E. coli'' TOP10 cells co-transformed with indC and four different PPTases (sfp, svp, entD and delC), respectively. The image bottom left shows ''E. coli'' TOP10 cells without additional PPTase and the negative control is TOP10 without a plasmid.
Figure 7: Modified variants of indC with replaced T-domains We replaced the indC T-domain with both the T-domains of other native NRPS modules (entF, delH, tycC, tycA, bpsA, plu2642 and plu2670) and synthetic T-domains. The figure shows the five modified versions of indC that remain the enzyme function, thus resulting in a blue phenotype of transformed ''E. coli'' TOP10. The cells have been co-transformed with a plasmid containing the respective engineered variant of indC and a second plasmid coding for the PPTase sfp, svp, entD and delC. The figure shows representative results; the total 85 transformation results can be found in the indigoidine notebook, week 17.
Figure 8: Determination of required domain borders for T-domain exchange a) Definition of different domain border combinations for T-domain exchanges The figure shows a sequence alignment of the indC and bpsA amino acid sequences. The alignment was created using clustalO (http://www.ebi.ac.uk/Tools/msa/clustalo/) with standard parameters. The lines marked A, B and C reflect the borders we used between the A- and the T-domain, whereas those marked, 1, 2, 3 and 4 reflect the borders between the T- and the TE-domain. In total we tried all twelve combinations of a domain border {A, B, C} and a domain border {1, 2, 3, 4}, replacing the sequence inbetween with the respective part of bpsA. b) E. coli TOP10 co-transformed with modified versions of indC and the PPTase sfp The co-tranformation of the modified indC-(bpsA-T) plasmids described above with a second plasmid coding for the PPTase Sfp shows that only three domain border combinations can be used for exchanging the indC T-domain with the T-domain of bpsA. These are the combinations A1, A2 and C1. We applied combination A2 for further T-domain exchanges.
Figure 9: Applying optimized domain border combinations by T-domain exchange of native NRPS T-domains As described above, we determined an optimized domain border combination for the exchange of the native indC T-domain with the T-domain of the indigoidine synthetase bpsA. We applied this border combination (previously referred to as ''A2'') to the T-domains of the NRPS modules entF, delH4, delH5, tycA1, tycC6, plu2642 and plu2670, replacing the indC T-domain with the respective fragments of those modules. This figure shows three transformants with a blue phenotype in which the indC T-domain was exchanged by the T-domain of the respective NRPS module. The pictures were taken after 60 hours of incubation at room temperature. Once more one can see the differences in growth kinetics due to the production of indigoidine: Cells expressing the indC variant with the T-domain of bpsA grow very slow and form small and dark blue colonies, whereas cells expressing other variants grow faster. Comparing the images on the very right, we suggest that cells expressing indC with the T-domain of plu2642 produce the most indigoidine in the given timeframe, compared to both the delH4- and the bpsA-variant. The combination of the plu2642 T-domain and the indC indigoidine synthetase seems to be ideal, concerning both indigoidine production and overall growth.
Figure 10: Synthetic T-domains in combination with different PPTases lead to distinct differneces in indogoidin production.
Figure 11: Indigoidine production over time is not a strictly monoton function

Discussion

In this subproject, we wanted to set the basis for engineering entirely synthetic NRPS modules composed of user-defined domains. As model system, we used the unimodular indigoidine synthetase NRPS from P. luminescens subsp. Laumondii TT01. We predicted the modular composition and domain borders of IndC using our own NRPS-Designer software. We then started by replacing the native IndC T-domain with T-domains derived from different NRPS pathways from different bacterial strains, among those the T-domain from the BpsA indigoidine synthetase from S. lavendulae ATCC11924. Constructs were transformed into E. coli alongside with an PPTase expression cassette in order to screen for functional IndC variants. As hoped, a subset of the natural T-domains were functioning in context of the IndC scaffold module, leading to indigoidine production and thereby blue coloring of colonies and corresponding liquid cultures. We then engineered a variety of synthetic T-domains derived from consensus sequences of different natural T-domains. Again, a subset of these T-domains successfully maintained indigoidine production (Fig. 9). Notably, one of our engineered IndC construcats showed an indigoidine production even higher compared to the wild-type IndC (T-domain Plu2642; Figure 3). This is particularly remarkably as our results contradict to previous studies of NRPS domains that reported the native T-domain of the indigoidine synthetase BpsA to be absolutely essential for protein function (and therefore not replaceable by other T-domains). ([Owen2012]). However, to our surprise, the BpsA T-domain-containing IndC construct did not yield any detectable indigoidine production, although BpsA shares strong sequence homology with IndC. We hypothesized, that the selection of the exact border could be critical for maintaining domain functionality when introduced into a novel NRPS module scaffold. Therefore, we amplified different BpsA T-domain variants differing in their domain border and introduced them into the IndC scaffold. Remarkably, a subset of the resulting IndC variants showed successful indigoidine production. We thus revaluated all native and synthetic T-domains in light of this finding and performed a second screening round in which we were able to rescue even more functional IndC variants, proofing our abovementioned hypothesis. We also co-transformed all engineered IndC construct bearing different natural and synthetic T-domains with four different PPTase expression constructs. To our surprise, the T-domains used not only determined general efficiency of indigoidine production, but also the efficiency of NRPS activation by the different activating PPTases. In conclusion we were able to demonstrate, that it is indeed possible to replace single Domains from NRPS modules, while preserving or even enhancing its functionality. In addition, we established an approach for the design of synthetic T-domains and proved their functionality by introducing them into the indigoidine synthetase indC scaffold. Moreover, we established a high throughput protocol for circular polymerase extension cloning and transformation (Hi-CT) (BBF RFC 99), which we applied for our domain shuffling approach. In summary, we created a library of 58 engineered indC variants. In addition we perforemd measurement of blue pigement production over time, which gave us novel insights in how NRPS domains should be designed, where the domain borders between different domains in a single NRPS module have to be set and which domains from respective NRPS pathways and bacterial strains can be used, when creating novel engineered NRPS pathways. We implemented our findings into the "NRPS-Designer" Software, so that the underlying algorithm for NRPS design takes into consideration the abovementioned findings (e.g. domain border setting) which are certainly crucial for successful in silico prediction of functional NRPSs. Thereby, our project pioneers the research on high-throughput methods for creation of synthetic NRPS modules composed of user-defined domains. We believe that our findings will highly contribute to future development of custom NRPSs.

Methods

Table 1: Bacterial strains and genes of interest derived thereof. The indigoidine synthetase bpsA was kindly supplied by the Fussenegger lab at ETH Zurich.

Strain Gene Function
Photorhabdus luminescens laumondii TT01 DSM15139 indC Indigoidine synthetase
Streptomyces lavendulae lavendulae bpsA Indigoidine synthetase
Photorhabdus luminescens laumondii TT01 DSM15139 ngrA PPTase
Escherischia coli BAP1 sfp PPTase
Streptomyces verticillus ATCC15003 svp PPTase
Escherischia coli MG1655 entD PPTase
Delftia acidovorans SPH-1 delC PPTase

Cloning Strategy

We assembled the different indC variants on a chloramphenicol resistance backbone (pSB1C3) with an IPTG-inducable lac-promoter, the ribosome binding site BBa_B0034 and the coding sequence of the respective indC variant. The indC plasmids should be co-transformed with a PPTase construct to get a significant and fast indigoidine production. Therefore, we used a second plasmid backbone carrying a kanamycin resistance (pSB3K3). We assembled five pSB3K3 derived plasmids, each carrying an expression cassette with an IPTG induceable lac-promotor, the BBa_B0029 ribosome binding site and the coding sequence of the respective PPTase (sfp, svp, entD, delC and ngrA; see Table 1). We used E. coli TOP10 for co-transformations of the possible combination of the indC variants (2) and all PPTase plasmids (5).

Circular Polymerase Extension Cloning

Circular Polymerase Extension Cloning (CPEC) is a sequence-independent cloning method based on homologous recombination of double-strand DNA overlaps of vector and insert(s) (). It is suitable for the generation of combinatorial, synthetic construct libraries as it allows for multi-fragment assembly in an accurate, efficient and economical manner. CPEC relies on a simple polymerase extension of the DNA fragments to be assembled. Crucial to this concept is the design of vector and insert fragments which MUST share overlapping regions at the ends (Figure 1.1). In a single reaction set-up, insert DNA fragments and linear vector are heat denaturized and allowed to anneal at elevated temperature, resulting in specific hybridized insert-vector constructs (Figure 1.2). Subsequently, the single-strand hybrid constructs are extended under PCR-elongation conditions (72 °C for 20 s/kbp of longest fragment) which yield completely assembled, double-stranded circular constructs (Figure 1.3) ready for transformation into competent cells. The single strands nicks introduced on each strand due to the unidirectional nature of the polymerase chain reaction will be removed by endogenous ligases upon transformation into Escherichia coli.
Figure 3: Circular polymerase extension cloning: a sequence-independent, homologous recombination based cloning approachInsert and backbone fragments sharing overlapping regions at their ends are transferred into a single reaction set-up in molecular ratios determined by equation 1 (compare to 5.1.4). 2) The insert/backbone reaction mixture is heat-denaturized and subsequently cooled down to 53°C to allow for annealing of the complementary overlaps. 3) By polymerase chain reaction, the single strand hybrid-regions are filled up to double strands yielding circular, double-stranded molecules with nicks at overlapping regions. 4) Plasmids resulting from CPEC can be used directly for transformation. Figure adapted from [Quan & Tian, 2009 ()]
We provide instructions (RFC 99) for a rapid and cost efficient cloning and transformation method based on CPEC which allows for the manufacturing of multi-fragment plasmid constructs in a parallelized manner: High Throughput Circular Extension Cloning and Transformation (HiCT) CPEC was performed according to the following protocol: The total mass of DNA used per CPEC reaction varied between 50 to 200 ng. The insert to backbone molar ratio was 3:1 for insert-backbone and 1:1 for insert-insert molar ratio. Conversion from mass concentration of fragments to molar concentration was done using the formula: cM = c*10^6/(n*660), where c is the measured oligonucleotide concentration [ng/µl], n is the number of dinucleotides of the fragment and cM is the resulting concentration [nM]. The final reaction volume was adjusted to 6 µl with polymerase master mix (Phusion® High-Fidelity PCR Master Mix with HF Buffer, NEB #M0531S/L). The CPEC reaction was carried out under the following conditions:

  • initial denaturation at 98°C for 30 s
  • 5 cycles with:
  • denaturation step at 98°C for 5 s.
    • annealing step at 53°C for 15 s
    • elongation/filling up step at 72°C for 20 s/kbp of longest fragment.
  • final extension at 72°C for three times the calculated elongation time.
  • (Optional: Hold at 12°C )

After CPEC, 5 µl of of the reaction mixture were used for transformation. The remaining volume was used for quality check on a gel with small pockets (10 to 20 µl in volume). The following primers were used for all CPEC experiments into standard BioBrick backbones: BBa_J04450_stem_loop_fw, Bba_J04450_B0034-RBS_ATG_rv, Bba_J04450_B0029-RBS_ATG_rv. The reverse primers (rv) differ in the ribosomal binding sites they introduce: Bba_J04450_B0034-RBS_ATG_rv contains the ribosomal binding site used in J04450, Bba_J04450_B0029-RBS_ATG_rv introduces the ribosomal binding site B0029 which is of weaker than B0034.

Generation of the ccdB-Ind construct

To minimize the background colonies when exchanging the T-domain of the indigoidine synthetase we generated the ccdB-Ind plasmid where we replaced the indC T-domain with the ccdB gene (Modul structure: AoxA-ccdb-TE) which kills E. coli TOP10 cells but not E. coli OneShot ccdB survival cells. Test-transformation in both E. coli TOP10 and the E. coli OneShot ccdB survival cells showed that background colonies could be eliminated by this strategy (Plattenbild top10 vs survival cells). We used the ccdB-Ind for all further CPEC experiments aiming to swap T-domains. Primers for the backbone CPEC fragments were designed to facilitate the amplification of the entire ccdB-Ind plasmid while omitting the ccdB sequence (compare to Figure??). Assembly of the finale indigoidine synthase products with exchanged T-domain was achieved by CPEC as described or above or HiCT (RFC 99).

Examination of T-domain borders

We exchanged the T-domain of indC with the T-domain of bpsA and varied the size of the exchanged DNA sequence, thus examining several domain borders (compare to Figure ??). We used the CPEC assembly method and the indC-ccdB plasmid for this approach.

Test of various T-domains from different NRPS modules

For the investigation of additional T-domains from less related NRPS modules, we selected the border combination b31??? which was positive in the test with bpsA. We used the T-domains of the following genes: Table 2: Genes of which T-domains have been extracted and introduced to indC

Gene Organism Original function
entF Escherichia coli K-12 NRPS module of enterobactin synthesis pathway
tycA1 Brevibacillus parabrevis 1st module in tyrocidine synthesis cluster
tycC6 Brevibacillus parabrevis Last module in tyrocidine synthesis cluster
delH4 Delftia acidovorans SPH-1 2nd but last module in delftibactin synthesis cluster
delH5 Delftia acidovorans SPH-1 Last module in delftibaction synthesis cluster
plu2642 P. luminescens DSM15139 NRPS of unknown function (one module: A-T-TE)
plu2670 P. luminescens DSM15139 module of NRPS pathway of unknown function

All T-domains from the respective genomes were amplified using CPEC primers with a uniform 5’-end and a 3’-end specific for the respective gene. For the assembly of the hybrid-indigoidine synthetases by CPEC, the indC-ccdB construct was used.

Creation of synthetic T-domains

All R scripts used in the following sections are based on R version R-3.0.1. Different assumptions about the evolutionary conservation of T-domains were examined: i) conservation of a specific module across different species, ii) conservation of T-domains across different modules for the same species, iii) conservation of T-domains across different species, iv) conservation of similar modules across different species. According to these three assumptions, different libraries of homologous protein sequences were generated using ncbi protein BLAST (blast.ncbi.nlm.nih.gov) with standard parameters:

  1. query sequence: indC; Search set: non-redundant protein sequences without organism restriction
  2. query sequence: indC T-domain; Search set: non-redundant protein sequences within P. luminescens
  3. query sequence: indC T-domain; Search set: non-redundant protein sequences without organism restriction
  4. query sequences: indC, bpsA, entF, delH5 and tycC6; Search set: non-redundant protein sequences without organism restriction;

The 50 closest related protein sequences contained in each the library were subjected to a multiple sequence alignment (MSA) using clustalO (http://www.ebi.ac.uk/Tools/msa/clustalo/). with standard parameters for protein alignments. For library generation iv), each query sequence was BLASTed separately and the 50 best results of each query were combined i.e. a total of 250 sequences for the MSA. After library generation, the following three methods were employed to design different synthetic T-domains.

Consensus method

Based on the .clustal file obtained from the MSA of the homology libraries, a consensus sequence using the UGENE software (http://ugene.unipro.ru/) with a threshold of 50% was created (i.e. if an amino acid appears in 50% or more of all sequences at a specific position it is considered as a consensus amino acid). For the creation of the synthetic T-domains, this consensus sequence was used to fill the gaps where there was no consensus amino acid with the original amino acid from the indC T-domain. By this approach, T-domains were generated which might deviate from the original sequence at positions with at least average conservation but coreespond to the original one if there is less conservation.

Guided random method

In this approach, the multiple sequence alignments (MSA) generated by the consensus method was used. Implemented in R [Referenz], a position-specific profile was generated which has the same length as the MSA and contains the rate at which amino acids occur at any given position of the sequence alignment. The synthetic T-domain is created by position-wise generation of the sequence where the probability of choosing an amino acid at a given position is determined by the rate in the profile.

Randomized generation method

For generation of synthetic sequences by the randomized generation method, every amino acid was assigned a score of 1 or 0, i.e. occuring at least ones or not at all at a given position in the MSA. In the subsequent generation of the synthetic T-domain sequence of the synthetic domain, any amino acid assigned 1 had the same likelihood of being chosen at this position.

Seven synthetic T-domains were designed based on differnt combinations of the homology libraries and sequence generation methods.

Table 3: Overview of the homology libraries and sequence generation methods employed for the generation of seven synthetic T-domains

Domain ID Homology library Sequence generation method
synT1 library i consensus
synT2 library ii consensus
synT3 library iii consensus
synT4 library iv consensus
synT5 library i guided random
synT6 library iv guided random
synT7 library i randomized generation

Figure ??shows the multiple sequence alignment of the seven synthetic T-domains and the native indC T-domain. After the generation of the T-domain amino acid sequences, the OPTIMIZER web-tool(http://genomes.urv.es/OPTIMIZER/) was used to obtain the corresponding DNA sequence. E. coli K-12 was set as strain for codon optimization and most frequent was chosen as codon option. The generated DNA sequence was cured from internal RFC10 cutting sites and CPEC cloning overhang required for the T-domain swapping into the ccdb construct were introduced. The synthetic T-domains were ordered at IDT (Integrated DNA Technologies, Coralville, Iowa). In order to obtain sufficient amounts of DNA, the synthetic T-domains were amplified via PCR. IndC-hybrid constructs of the native IndC with exchange of the native T-domain by the synthetic variants were assembled using CPEC and the indC-ccdB construct as backbone. The synthetic T-domains were amplified for CPEC using the same primers as for the native indC T-domain.

Table 4: Overview of primers that MAY be utilized for backbone linearization: The reverse primers (rv) differ in the ribosomal binding sites they introduce: BBa_J04450_B0034-RBS_ATG_rv contains the ribosomal binding site B0034, BBa_J04450_B0029-RBS_ATG_rv introduces the ribosomal binding site B0029 which is weaker than B0034. Note that the 5' overhangs (underlined) of the reverse primers (rv) already include the start codon (depicted in bold) of the coding sequence to be introduced as insert into the corresponding backbone. The resulting expression cassette will be driven by the Plac promoter (R0010).

Primer Primer sequence(5’ --> 3’)Cutting site
BBa_J04450_stem_loop_fwTAATGA GCTAGC TAATAACGCTGATAGTGCTAGTG NheI
BBa_J04450_B0034-RBS_ATG_rvCAT GGTACC TTTCTCCTCTTT CTCTAGTATGTGTG KpnI
BBa_J04450_B0029-RBS_ATG_rvCAT GGATCC GGTTTCCTGTGTGAA CTCTAGTATGTGTGAAATTGTTATCC NheI

Quantitative indigoidine production assay

1. OD MEASUREMENT by TECAN plate reader

96-well plates are prepared with 100 μl LB-medium/well containing appropriate antibiotics (chloramphenicol and kanamycin for the indigoidine and PPTase contrcuts, respectively) and each well is inoculated with single colonies (in duplicates) from plates positive for the co-tansformation experiments i.e. from plates with blue colonies. Two sets of negative controls are also inoculated on the plate: First, pure medium serving as the baseline for background correction for the OD measurements. Second, transformation controls accounting for potential differences in cell growth due to expression of proteins contained on the plasmids, i.e. the antibitotic resistance gene and IndC. In this set of controls, the plasmid used in co-transformation with the PPTase plasmid contains IndC-constructs carrying a randomly generated sequence instead of the T-domain. A second 96 well plate was prepared with 180 µl LB-medium/well for the measurement itself. The 96-well plate containing the pre-cultures of the co-transformed colonies was inoculated for 24 hours at 37°C. Subsequently, 20 µl of the pre-culture was transferred to the measurement plate. The absorbance of the bacterial cultures was measured at wavelengths ranging from 400 nm to 800 nm in intervals of 10 nm for each well every 30 min for 30 hours at 30°C in a Tecan infinite M200 plate reader. For the measurement plate, Greiner 96-well flat black plates with a clear lid were used.

2. Data analysis

Detecting the amount of the NRP expressed by the bacterial host strain is desirable. By tagging the NRP with indigoidine, the amount of the fusion peptide can be determined by quantifying the amount of blue pigment present in the cells. As the amount of blue pigment is proportional to the amount of the NRP of interest, a method for the quantification of the blue pigment will yield information about the expression of the NRP. Quantification of the pure indigoidine pigment can be easily achieved by optical density (OD) measurements at its maximum wavelength of about 590 nm. In cellular culture, indigoidine quantification by OD measurements is impaired. Cellular density of liquid cultures is standardly measured as the optical density (OD) at a wave length of 600 nm, i. e. the absorption peak of indigoidine interferes with the measurement of cell density at the preferred wave length (compare to Figure 3, grey dashed line). Thus, for measurement of NRP expression without time consuming a priori purification of the tagged-protein, a method to separate the cellular and pigment-derived contributions to the OD is required (compare to Figure 3, brown and blue lines, respectively). The method of choice, as described by Myers et al.[2013], requires the OD measurement of cell culture at two distinct wavelengths: the robust wave length ODR and the sensitive wave length ODS. The concentration of indigoidine will have to be deducted from measurements at ODS = 590 nm: <math> OD_{S,+P} </math> [Indigoidine]= 〖〖OD〗_(S,+P)-OD〗_(S,-P) with 〖OD〗_(S,+P) being the overall OD measurement and 〖OD〗_(S,-P) being the scattering contribution of the cellular components at the sensitive OD. The scattering contribution of the cellular compenents at ODS (ODS,-P ) can be calculated from the scattering contribution measured at the robust wave length according to the following formula: [[File: The correction factor δ is be determined by measuring the OD of pure cellular culture without indigoidine at both the wavelength 〖OD〗_(S,-P) and 〖OD〗_R and calculating their ratio. Finally, the indigoidine production can be determined as [[File:Heidelberg_5.png]] For the calculation of the cellular component when measuring indigoidine producing liquid cell cultures, OD measurement at 800 nm as robust wavelength is recommended. By the approach described above, quantitative observation of the indigoidine production in a liquid culture over time as well as the indigoidine production in relation to the cell growth can be conducted. Background correction i. e. the contribution of the culture medium to the OD measurement is achieved by subtracting the mean of pure culture medium replicates from all OD values measured.

Figure 4:
Figure 5: Quantification of dye in cellular culture by OD measurements at robust and sensitive wavelengths. The contribution of the scattering by the cellular components at the sensitive wavelength, i.e. 590 nm for indigoidine has to be subtracted from the overall OD at this wavelength. For a detailed description of the calculation refer to text below. Figure adopted from [Myers, 2013]
Figure 12:

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Thanks to