- Research article
- Open Access
Comparative analysis of genome sequences from four strains of the Buchnera aphidicola Mp endosymbion of the green peach aphid, Myzus persicae
© Jiang et al.; licensee BioMed Central Ltd. 2013
- Received: 11 April 2013
- Accepted: 19 December 2013
- Published: 24 December 2013
Myzus persicae, the green peach aphid, is a polyphagous herbivore that feeds from hundreds of species of mostly dicot crop plants. Like other phloem-feeding aphids, M. persicae rely on the endosymbiotic bacterium, Buchnera aphidicola (Buchnera Mp), for biosynthesis of essential amino acids and other nutrients that are not sufficiently abundant in their phloem sap diet. Tobacco-specialized M. persicae are typically red and somewhat distinct from other lineages of this species. To determine whether the endosymbiotic bacteria of M. persicae could play a role in tobacco adaptation, we sequenced the Buchnera Mp genomes from two tobacco-adapted and two non-tobacco M. persicae lineages.
With a genome size of 643.5 kb and 579 predicted genes, Buchnera Mp is the largest Buchnera genome sequenced to date. No differences in gene content were found between the four sequenced Buchnera Mp strains. Compared to Buchnera APS from the well-studied pea aphid, Acyrthosiphon pisum, Buchnera Mp has 21 additional genes. These include genes encoding five enzymes required for biosynthesis of the modified nucleoside queosine, the heme pathway enzyme uroporphyrinogen III synthase, and asparaginase. Asparaginase, which is also encoded by the genome of the aphid host, may allow Buchnera Mp to synthesize essential amino acids from asparagine, a relatively abundant phloem amino acid.
Together our results indicate that the obligate intracellular symbiont Buchnera aphidicola does not contribute to the adaptation of Myzus persicae to feeding on tobacco.
- Buchnera aphidicola
- Myzus persicae
Intraspecific variation in host plant use is common and well-documented in aphids [e.g. [1–5], and recently reviewed by . One factor that has been demonstrated to greatly impact host plant use in the pea aphid, Acyrthosiphon pisum, is the presence of the secondary bacterial symbiont, Regiella insecticola[7–9]. In an elegant study that first eliminated R. insecticola from a naturally infected A. pisum lineage and then re-introduced infection of R. insecticola to the cured lineage, Tsuchida and colleagues demonstrated that the ability of A. pisum genotype TUt to utilize white clover (Trifolium repens) as a host is greatly facilitated by R. insecticola infection yet see . Whereas secondary bacterial symbionts are commonly associated with A. pisum, they are less commonly found in other aphid species, including the cosmopolitan and polyphagous green peach aphid, Myzus persicae. However, like A. pisum, M. persicae possesses the obligate intracellular bacterial symbiont Buchnera aphidicola, which has been implicated in intraspecific variation of the host nutritional requirements .
Almost all aphids rely on Buchnera for the biosynthesis of essential amino acids that are not sufficiently abundant in phloem [13–15]. Whole genome sequencing of Buchnera from multiple aphid species demonstrated clear interspecific variation in the ability of Buchnera to synthesize amino acids [16–20]. For example Buchnera Sg from the monocot-feeding aphid Schizaphis graminum has accumulated mutations in five of the genes required for the reduction of sulfur and cysteine biosynthesis , thus constraining S. graminum to a diet with sufficient sources of fixed sulfur . Consistent with this, interspecific variation in aphid performance on artificial diet provides strong evidence that, in a range of aphid species, host plant adapted lineages vary in their amino acid biosynthetic abilities [e.g. [12, 22–24]. More recently, Vogel and Moran  identified six A. pisum lineages that varied in their dietary essential amino acid requirements. Using DNA sequencing and phenotyping of F1s from interclonal crosses they were able to demonstrate that, in the case of one of these six A. pisum lineages, dietary arginine requirements were determined by a mutation in the argC gene of its Buchnera endosymbiont.
M. persicae is a phloem-feeding insect that is found in all temperate regions of the world and infests hundreds of mostly dicot plant species, including many food and ornamental crops . Although, as a species, M. persicae has a very broad host range, there are significant differences in host plant utilization and even specialization among M. persicae lineages [e.g. [1, 26–29]. The best studied host plant specialized lineages of M. persicae are those that thrive on tobacco [30–32]. Typically, M. persicae lineages found on tobacco are red and have relatively high nicotine tolerance , whereas non-tobacco lineages are green through yellow in color and have lower tolerance to nicotine . Although tobacco-adapted lineages have been shown to be morphologically and genetically distinct from non-tobacco lineages of M. persicae, other genetic evidence clearly demonstrates maintenance of gene flow between tobacco-adapted and non-tobacco lineages [27, 35, 36].
Motivated by the possibility that differences in host plant specialization in M. persicae correlate with differences in the metabolic capabilities of the primary endosymbiont we present here the whole genome sequence of Buchnera aphidicola Mp (Buchnera Mp), the previously unsequenced obligate intracellular symbiont of M. persicae, from two tobacco-adapted aphid lineages and two aphid lineages collected from pepper and potato, respectively. These three plant species belong to different genera in the Solanaceae family, and are therefore distinct, but nevertheless closely related. We find that, at 643,504 bp the Buchnera Mp genome is the largest of all fully-sequenced Buchnera genomes. In addition to the large circular chromosome, the Buchnera Mp genome includes the leucine (pLeu) and tryptophan (pTrp) biosynthesis plasmids that appear to be common to all Buchnera from the Aphidini . Although the Buchnera Mp genome differs from other sequenced Buchnera genomes in the presence or absence of key genes, we found only limited within-species differences in DNA sequence and no differences in gene content between Buchnera Mp lineages in aphids collected from solanaceous tobacco and non-tobacco hosts.
Assembly of the four Buchnera Mp genomes and their associated plasmids
Read and assembly statistics for each of the four Buchnera Mp genomes
Mapped read rate
Mapped read rate
Buchnera genome assembly details
Number contigs >500 bp
Average size of contigs >500 bp
N50 of contigs >500 bp
Number of bases in contigs >500 bp
Total number contigs
Number of bases
Size of largest contig
Buchnera syntenic contigs
The quality of the draft genomes was measured by coverage of Roche 454 reads and Illumina reads. The average of Roche 454 reads on the assembled genome sequences was 20×, while the average Illumina coverage was 200×. Surprisingly, some regions that were shared across all four Buchnera Mp strains were characterized by low read coverage. All of these low read coverage regions were poly-A rich regions. Roche 454 sequencing technology is unreliable for sequencing AT rich regions and thus, because of the poor quality of the 454 data it was difficult to map the Illumina data to these AT rich genomic regions. Thus, for genomic regions that had less than 21× Illumina coverage, we removed the 454 data, making a gap in the assembly that we then filled using the overlap-consensus applied above. Following this, we used Sanger sequencing to verify any low-coverage genomic regions. After validation, a final genome sequence was constructed for each Buchnera Mp chromosome and plasmid. These sequences have been deposited in Genbank under the following accessions: For the tobacco strains - BUMPUSDA,CP002697; BUMPUSDA_pLeu CP002698; BUMPUSDA_pTrp JF928419; BUMPW106 CP002699; BUMPW106_pLeu CP002700; BUMPW106_pTrp JF928420; for the strain from pepper - BUMPG002 CP002701; BUMPG002_pLeu CP002702; BUMPG002_pTrp JF928418; and for the strain from potato - BUMPF009 CP002703; BUMPF009_pLeu CP002704; BUMPF009_pTrp JF928417.
All four Buchnera Mp genomes contain an identical gene set
Pairwise single nucleotide substitutions (SNPs) and insertions/deletions (Indels) among four Buchnera Mp strains
Nonsynonymous and synonymous mutations among four Buchnera Mp strains
Comparison of genomic features of four Buchnera Mp strains
Genome Size (bp)
Genic Size (bp)
Intergenic Size (bp)
Genic G + C (%)
Intergenic G + C (%)
Protein coding genes (#)
Avg. gene length (bp)
Avg. intergenic length (bp)
Fold genome coverage
Plasmid size (bp)
Protein coding genes (#)
Fragment size (bp)
Protein coding genes (#)
The Buchnera Mp genome, the largest Buchnera genome to date, retains metabolic capabilities lost in other Buchnera lineages
The two protein coding genes that are very rare among all sequenced Buchnera genomes are a predicted uroporphyrinogen III synthase (HemD, EC 184.108.40.206, USDA_CDS_00013) and a predicted asparaginase (ansA, EC 220.127.116.11, USDA_CDS_00060). Uroporphyrinogen III synthase is part of the incomplete heme biosynthetic pathway of Buchnera. There is no functional HemD encoded in the genome of Buchnera APS. However, BLASTp analysis shows the presence of pseudogenized HemD in Buchnera from A. pisum strains LSR1 (NZ_ACFK01000001.1), TLW03 (NC_017252.1) and JF99 (NC_017253.1), suggesting a relatively recent loss of this enzymatic function. The retention of an incomplete heme biosynthesis pathway across all sequenced Buchnera genomes shows that the host must supply metabolic precursors for these co-factors. Like other Buchnera, the Buchnera Mp genome encodes CysG, which catalyzes the multistep conversion of uroporphyrinogen III into siroheme, an essential cofactor for sulfite reductase and nitrite reductase. However, due to the presence of HemD (uroporphyrinogen III synthase) Buchnera Mp can receive metabolic precursors from its aphid host at an earlier step in the pathway. Since the Buchnera Mp genome encodes sulfite reductase, but not nitrite reductase, the main function of siroheme synthesis is likely the assimilation of inorganic sulfur, making the presence of siroheme essential for the production of cysteine and methionine .
ansA, which encodes an asparaginase, is only known from one other Buchnera genome, that of Acyrthosiphon kondoi (NC_017256.1). As one of the most abundant phloem transport amino acids in plants , asparagine should be utilized efficiently in the aphid-Buchnera system. Current models for amino acid biosynthesis in A. pisum indicate that aphid asparaginase converts asparagine to ammonia and aspartate, which is transported into Buchnera APS for the biosynthesis of threonine and lysine [52, 54, 55]. However, since Buchnera does not encode asparagine biosynthesis enzymes, there must be at least some transport of this amino acid from the aphid to the endosymbionts. The presence of ansA in the Buchnera Mp genome indicates that phloem-derived asparagine may be transported directly to Buchnera Mp for the biosynthesis of other amino acids. Similar to the three predicted A. pisum asparaginases (XP_001944435, XP_001949831, and XP_001942778), three M. persicae ESTs (EE262575, ES22392, and ES223192) arise from genes that encode predicted asparaginases. Therefore, this enzymatic function is not missing from M. persicae, despite the fact that it also is encoded by the endosymbiont.
To date, the only significant transcriptional regulation of Buchnera amino acid biosynthesis was observed for the methionine biosynthesis pathway of Buchnera Sg . This regulatory activity was ascribed to the metR, one of the few bacterial transcriptional regulators retained in the Buchnera genome. However, although metR is present in Buchnera Sg and Buchnera Mp, it is not found in the other Buchnera genomes (Additional file 1: Table S2). S. graminum and M. persicae have wider host ranges than A. pisum, Cinara cedri, and Baizongia pistaceae. As such, they would be exposed to a broader range of plant sulfur-transport metabolites and might have a greater need to regulate the biosynthesis of methionine. For instance, glutathione and S-methylmethionine are the two most abundant forms of reduced sulfur in plant phloem . However, whereas S-methylmethionine can likely be converted to methionine by predicted aphid homocysteine methyltransferases, breakdown of glutathione releases cysteine, which would need to be converted to methionine by the Buchnera endosymbionts. Therefore, biosynthesis of methionine in Buchnera would need to be regulated based on the relative abundance of glutathione and S-methylmethionine in different host plants.
The Buchnera Mp genome contains a leucine and a tryptophan biosynthesis plasmid
The plasmid pLeu was assembled and annotated completely for the four Buchnera Mp strains, and the gene profile is similar to that of Buchnera APS (Table 4). The plasmid pTrp, which in Buchnera characteristically contains a repeat of the tryptophan operon , was partially assembled in the four Buchnera Mp strains. The gene content and gene order of pTrp matches that of Buchnera APS. Therefore these two plasmids seem to be fulfilling their roles in the Buchnera Mp strains without further variation and evolution.
Our sequencing of the Buchnera endosymbiont genomes from four strains of Myzus persicae shows 100% conservation of gene content. This lack of differences between tobacco-adapted and non-adapted strains of Buchnera Mp suggests that the endosymbionts play no role in the ability of some M. persicae lineages to grow well on tobacco. The presence of metR and ansA in the genome of Buchnera Mp, but not in the genome of Buchnera APS, may allow more adaptive use of dietary amino acids and contribute to the ability of M. persicae grow on a wider variety of host plants than the legume specialist A. pisum.
Selection of aphid lineages
We sequenced the Buchnera genome from two isofemale lineages of M. persicae collected from tobacco (USDA [from greenhouse tobacco in Ithaca, NY, 2003, 57]) and W106 (from field-grown tobacco in Windsor, CT, 2007)) and two M. persicae isofemale lineages from non-tobacco hosts (G002 (from field-grown pepper in Geneva, NY, 2003), and F009 (from field-grown potato in Freeville, NY, 2003; both from ). Since their collection, aphid lineages have been maintained in the laboratory on cabbage seedlings (Brassica oleracea var. Wisconsin Golden Acre) at 20°C under long day conditions (16 hours light: 8 hours dark). To ensure the maintenance of clonal lineages, microsatellite genotyping is performed biannually (Additional file 1: Table S1).
Microsatellite genotyping of aphid lineages
Aphid cultures in the lab of Alex Wilson are genotyped biannually to ensure maintenance of clonal integrity. Myzus persicae cultures are genotyped at six loci: M40 (forward primer labeled with VIC, M40-for-VIC) and M63 (M63-for-6-FAM) from ; myz2 (reverse primer labeled with PET, myz2–rev-PET), myz9 (myz9-for-VIC), myz25 (myz25-for-NED), and S17b (S17b-for-NED) from . All six loci are amplified in a single multiplexed PCR reaction containing 1 × Qiagen PCR Buffer, 2 mM MgCl2, 0.21 mM of each dNTP, 1 unit of Qiagen Taq DNA polymerase, 0.04 μM of each M40f/r, myz9f/r, myz25f/r, and S17bf/r, 0.08 μM of each myz2f/r, 0.17 μM of each M63f/r and 10 ng of genomic DNA to a final volume of 12 μL. The following touchdown PCR program is run: 94°C for 2 min, followed by 8 cycles of 94°C for 30 sec, touch-down annealing for 1 min at 62°C stepping down 1°C per cycle for 8 cycles, 72°C for 45 sec, followed by 22 cycles of 94°C for 30 sec, 55°C for 1 min, 72°C for 45 sec with a final extension of 72°C for 6 min. PCR products are diluted 1:50 prior to analysis on an Applied Biosystems 3130xl Genetic Analyzer using the Applied Biosystems GeneScan 500 LIZ Size Standard.
Isolation of Buchnera DNA
Buchnera are obligately symbiotic bacteria that have never successfully been cultured. Thus, prior to DNA extraction aphid material was subject to enrichment for intact Buchnera. From each lineage, 1.5-2.5 g of aphids was crushed in a cold mortar in 20 ml Buffer A (25 mM KCl, 35 mM Tris–HCl, 100 mM EDTA, 250 mM sucrose, pH 8.0). The homogenate was passed twice through a 100 μm pore-sized nylon filter (Millipore) and centrifuged at 1,500 g at 4°C for 10 min. The pellet was resuspended in 25 ml Buffer A and passed through decreasing pore-sized filters: once through a 20 μm nylon filter (Millipore), twice through an 11 μm nylon filter (Millipore), twice through an 8 μm polycarbonate filter (Whatman, Schleicher & Schuell), three times through a 5 μm polycarbonate Isopore filter (Millipore) and three times through a 3 μm polycarbonate filter (Whatman, Schleicher and Schuell). The filtrate was centrifuged at 1,500 g at 4°C for 25 min and the pellet resuspended in 3 ml Buffer A, and further purified using a Percoll gradient (5% PEG6000, 1% BSA, 1% Ficoll, 250 mM sucrose with 27 or 70% Percoll) by centrifugation at 12,000 g at 4°C for 15 min. Buchnera cells were recovered from between the 27 and 70% Percoll layers, diluted in 10 ml Buffer A and centrifuged at 1,500 g at 4°C for 15 min. The cell pellet was washed twice with 2 ml Buffer A. Following washing DNA was extracted from the cell pellet using a Qiagen DNeasy column with inclusion of the RNase A treatment and eluted twice into 100 μl Qiagen Buffer AE yielding an average of 12 μg of Buchnera DNA per gram of aphid fresh weight.
To verify our extraction protocol was sufficiently enriching for Buchnera DNA relative to aphid DNA, we utilized real time quantitative PCR (RT-qPCR) to measure the abundance of Buchnera single copy gene dnaK (using primers dnaK2F 5′-GATTGTCTTCGGCTGTTG-3′ and dnaK2R 5′- GTCACTCCTTTATCACTTGG-3′) relative to the abundance of aphid single copy gene elongation factor 1α (using primers AWRT002F 5′- CTGATTGTGCTGTGCTTATTG-3′ and AWRT002R 5′- CAAGGTGAAAGCCAATAGAGC-3′). We found that we can reliably increase Buchnera copy number in our enriched sample relative to DNA extracted from whole aphids by 100 fold. Meaning that in any given sample we conservatively estimated that Buchnera DNA would represent 15% of the reads. An estimate we then used to determine the amount of sequencing that would be required to generate high quality genomes for each of the four Buchnera Mp lines.
Next-generation genome sequencing of Buchnera aphidicola Mp
For each Buchnera strain we generated 118 to 124 Mb of DNA sequence data using Roche 454 LR70 sequencing performed by the Environmental Genomics Core Facility at the University of South Carolina, and 136 to 375 Mb of DNA sequence data using an Illumina Genome Analyzer at the Cornell University Life Sciences Core Laboratories Center. DNA for Roche 454 sequencing was prepared for sequencing following the manufacture’s instructions. DNA for Illumina sequencing was randomly sheared by nebulization prior to library preparation using an Illumina Genomic DNA sample preparation kit according to the manufacture’s protocol.
Verification of genome sequence and assembly by Sanger sequencing
Target fragments in regions with less than 21× Illumina coverage were amplified using the following touchdown PCR program: 94°C for 2 min, followed by 8 cycles of 94°C for 30 sec, touch-down annealing for 1 min at 62°C stepping down 1°C per cycle for 8 cycles, 72°C for 45 sec, followed by 31 cycles of 94°C for 30 sec, 55°C for 1 min, 72°C for 45 sec with a final extension of 72°C for 6 min. PCR amplification was performed in 10 μL reactions containing 1 × Qiagen PCR Buffer, 0.25 mM of each dNTP, 0.5 μM of each primer, 0.2 units of Qiagen Taq DNA Polymerase, and 10 ng of genomic DNA. PCR products were purified in 7 μL reactions using 0.1 units of Exonuclease I and 0.1 units of Shrimp Alkaline Phosphatase at 37°C for 15 min followed by enzyme deactivation at 80°C for 15 min. Cycle sequencing using the Applied Biosystems BigDye® Terminator v3.1 Cycle Sequencing Kit was performed in 10 μL reactions with 2 μL of purified PCR product, 0.375 μL BigDye® Terminator v3.1, 1× Sequencing Buffer, and 1 μM of primer under the following thermal cycling conditions: 35 cycles of 94°C for 30 sec, 50°C for 15 sec, and 60°C for 4 min. DNA sequencing reactions were purified using Sephadex G-50 Fine DNA Grade, dehydrated and resuspended in 10 μL Applied Biosystems Hi-Di™ Formamide prior to analysis on the Applied Biosystems 3130xl Genetic Analyzer.
Roche 454 reads were assembled using Roche Genome Sequencer FLX software. Facilitated by the fact that genome evolution in Buchnera is characterized by conservation of gene order , we built a genome scaffold for each Buchnera Mp strain by BLASTing assembled 454 contigs against the Buchnera APS genome (NC_002528). Each scaffold contained gaps. Gap size was inferred by the distance between contigs assembled against the Buchnera APS genome. Illumina reads were assembled across gaps using the overlap-consensus approach . Briefly, a 30 bp fragment with a high sequencing quality score from the 3′ end of each contig upstream of a gap was selected as the assembly seed. All Illumina reads and their complementary sequences were maintained in a repository for Illumina read assembly. The repository was searched for Illumina reads containing a 30 bp fragment matching the seed, and up to 2 mismatches were allowed in the matching process. A base after the matched 30 bp fragment of each Illumina read was recorded, and the consensus nucleotide was determined by the majority rule on the basis of recorded bases of all matched reads. The matched reads (and corresponding complementary sequences) from which the last base was recorded were removed from the repository, and not used for further assembly. The assembled consensus sequence was extended by adding the determined consensus nucleotide to 3′ end, and the seed was shifted a base to the 3′ end on the extended sequence after the addition of a base. This process was repeated until the consensus sequence reached the 5′ end of the other contig downstream of the gap.
We used MAQ  to map Illumina reads on the assembled sequences with up to 3 mismatches. The coverage of Illumina reads on each site was calculated and used to identify potential sequencing errors. Regions with low coverage of Illumina reads (<21×) were first screened by an in-house PERL script for sequencing errors, such as an indel or a wrong base call originated from Roche 454 reads. Errors attributed to the 454 sequence were corrected using the consensus sequence of Illumina reads. In regions where the errors couldn’t be corrected by the script due to the insufficient Illumina coverage, a Sanger PCR sequencing approach was applied.
Gene models in the assembled genomes and plasmid scaffolds were predicted with FgenesB (http://www.softberry.com, utilizing the annotated genome of Buchnera aphidicola Bp (NC_004545) as a training set), GeneMark , and GLIMMER . Predictions shared by all three gene prediction pipelines were considered candidate genes and annotated by running BLAST against the NCBI non-redundant protein databases (nr) and Buchnera aphidicola str. APS (taxid: 107806) proteins. All candidate genes with e-values less than 4e-04 to known proteins were considered Buchnera Mp coding sequences and annotated accordingly. Transfer RNAs (tRNAs) were predicted using the online version of tRNAscan , whereas rRNAs were annotated by BLAST search.
All genes that differed in length from the Buchnera APS models by >10%, together with any gene models that were interrupted by premature stop codons, were manually curated. These included 38 gene models across the four Buchnera Mp genomes. Assessment of automated gene model predictions during manual curation involved alignment of Buchnera Mp models against each other, as well as assessment of the similarity, nucleotide and amino acid percent identity and model length against those of Buchnera APS and the top E. coli hits. In some instances, it was necessary to perform Pfam domain searches  to confirm homology. Frequent manual curation issues included: Buchnera Mp models that were longer than Buchnera APS models, but close in length to the E. coli gene; these Buchnera Mp models were left unchanged. Buchnera Mp models that were longer than both Buchnera APS and E. coli homologs; these models were also left unchanged. Buchnera Mp models that were shorter than the Buchnera APS homolog; these were frequently extended to an upstream alternate start codon (often GTG and TTG) and occasionally the rare ATT start codon. Most commonly, manual curation involved indels in polyA tracts resulting in automated annotation either truncating the gene or splitting it into two separate partial gene models. In all cases, DNA sequence on either side of the polyA tract was conserved, and every indication was that the gene had been subject to purifying selection, remaining functional. In these cases, the length of the polyA tract was left unchanged but the gene models were merged or extended, resulting in a DNA sequence that codes for a gene in two reading frames. This feature of symbiotic bacterial genomes, including the genome of Buchnera aphidicola from Schizaphis graminum has been reported previously .
The functional annotation of the verified Buchnera Mp genes was performed using the KEGG Annotation Database (http://www.genome.jp/tools/kaas). We compared the query genes against the manually curated KEGG genes database and assigned KO (KEGG Orthology) to query genes. The information of pathways and associated KO were retrieved from KEGG web sites, and the candidate genes were grouped into KEGG pathways accordingly. The number of pathways, as well as the number of genes in each pathway, was counted for each strain. The pathway statistics of the four Buchnera Mp strains were compared with the other Buchnera strains and E. coli, to investigate the evolutionary patterns of pathways in our strains.
Analysis of non-synonymous mutations
The impact of non-synonymous mutations on proteins was predicted by PROVEAN . The distributions of non-synonymous mutations across the W106, G002 and F009 genomes relative to USDA were tested for randomness . The randomness of nonsynonymous mutations was evaluated by the runs.test function  in R .
ZJ, SK and NT are computational scientists interested in genome assembly using next generation sequencing data and gene prediction. GJ studies insect/host plant interactions with a particular focus on insect elicitors of host defensive responses. DHJ worked as a technician in Wilson’s lab. TW was a graduate student research assistant in Wilson’s lab. Utilizing a diversity of experimental approaches from stable isotopes through whole genome sequencing, ACCW studies the metabolic collaboration of host/symbiont systems with a focus on nitrogen metabolism.
This project was supported by United States Department of Agriculture - National Institute of Food and Agriculture grants 2005-35604-15446 and 2010-65105-20558 to ACCW and GJ, by University of Miami Start-up Funds, a University of Miami General Research Support Award in the Natural Sciences and Engineering to ACCW, and the Paul and Maxine Frohring Foundation.
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