非核糖体多肽合成酶研究进展

细菌和真菌采用非核糖体系统合成一些重要的多肽类物质.近年来的研究表明,在该系统中发挥关键作用的是一类分子巨大的非核糖体多肽合成酶.它们由顺序排列的组件构成,酶分子结构本身即蕴涵着多肽合成的信息.对非核糖体多肽合成酶结构和功能的了解,使人们期望可以通过对这类酶的修饰和重组来合成一些新的多肽类物质.     

非核糖体肽合成酶的末端硫酯酶与多肽环化

非核糖体肽合成酶（nonribosomal peptide synthetases,NRPSs）能以多载体巯基化模板机制合成各种结构复杂、种类繁多的次生代谢非核糖体环肽.根据环肽末端环化的方式,可分为两大类：大环内酯型和内酰胺型.负责非核糖体环肽最终环化的硫酯酶（thioesterase,TE）属于α/β水解酶超家族.该家族包括：脂酶、蛋白酶、酯酶等,其共有特征是含有保守的催化三元件（Ser-His-Asp）,起到终止反应和释放产物的功能. TE具有区域定向性（regiospecific）、化学定向性（chemospecific）及立体定向性（stereospecific）的特点,在非核糖体肽（nonribosomal peptide,NRP）的合成反应中具有决定性作用,直接影响到最终环肽的生成. 同时,TE由于其特有的环化和水解的双重活性,在体外的线性多肽环化中越来越受到众多学者的关注. 综合国内外相关文献,本文着重从TE介导下的产物释放机制和影响因素两个方面综述非核糖体末端硫酯酶的研究进展及其应用.     

Structure of a Eukaryotic Nonribosomal Peptide Synthetase Adenylation Domain That Activates a Large Hydroxamate Amino Acid in Siderophore Biosynthesis

Nonribosomal peptide synthetases (NRPSs) are large, multidomain proteins that are involved in the biosynthesis of an array of secondary metabolites. We report the structure of the third adenylation domain from the siderophore-synthesizing NRPS, SidN, from the endophytic fungus Neotyphodium lolii. This is the first structure of a eukaryotic NRPS domain, and it reveals a large binding pocket required to accommodate the unusual amino acid substrate, N^δ-cis-anhydromevalonyl-N^δ-hydroxy-l-ornithine (cis-AMHO). The specific activation of cis-AMHO was confirmed biochemically, and an AMHO moiety was unambiguously identified as a component of the fungal siderophore using mass spectroscopy. The protein structure shows that the substrate binding pocket is defined by 17 amino acid residues, in contrast to both prokaryotic adenylation domains and to previous predictions based on modeling. Existing substrate prediction methods for NRPS adenylation domains fail for domains from eukaryotes due to the divergence of their signature sequences from those of prokaryotes. Thus, this new structure will provide a basis for improving prediction methods for eukaryotic NRPS enzymes that play important and diverse roles in the biology of fungi.     

Probing and Engineering the Fatty Acyl Substrate Selectivity of Starter Condensation Domains of Nonribosomal Peptide Synthetases in Lipopeptide Biosynthesis

Lipopeptides are produced by nonribosomal peptide synthetases (NRPSs) and contain diverse fatty acyl moieties that are major determinants of antibiotic potency. The lipid chains are incorporated into peptidyl backbones via lipoinitiation, a process comprising free fatty acid activation and the subsequent starter condensation domain (C1)‐catalyzed conjugation of fatty acyl moieties onto the aminoacyl substrates. Thus, a thorough understanding of lipoinitiation biocatalysts would significantly expand their potential to produce novel antibiotics. Here, biochemical assays, in silico analysis, and mutagenesis studies are used to ultimately identify the specific amino acid residues that control the fatty acyl substrate selectivity of C1 in lipopeptide A54145. In silico docking study has identified four candidate amino acids, and subsequent in vitro assays confirmed their functional contribution to the channel that controls substrate selectivity. Two engineered variants with single point mutations in C1 are found to alter the substrate selectivity toward nonnatural fatty acyl substrates. The detailed mechanistic insights into the catalytic contribution of C1 obtained from the present study will facilitate future NPRS biocatalyst efforts     

Substrate Specificity-Conferring Regions of the Nonribosomal Peptide Synthetase Adenylation Domains Involved in Albicidin Pathotoxin Biosynthesis Are Highly Conserved within the Species Xanthomonas albilineans

Albicidin is a pathotoxin produced by Xanthomonas albilineans, a xylem-invading pathogen that causes leaf scald disease of sugarcane. Albicidin is synthesized by a nonribosomal pathway via modular polyketide synthase and nonribosomal peptide synthetase (NRPS) megasynthases, and NRPS adenylation (A) domains are responsible for the recognition and activation of specific amino acid substrates. DNA fragments (0.5 kb) encoding the regions responsible for the substrate specificities of six albicidin NRPS A domains from 16 strains of X. albilineans representing the known diversity of this pathogen were amplified and sequenced. Polymorphism analysis of these DNA fragments at different levels (DNA, protein, and NRPS signature) showed that these pathogenicity loci were highly conserved. The conservation of these loci most likely reflects purifying selective pressure, as revealed by a comparison with the variability of nucleotide and amino acid sequences of two housekeeping genes (atpD and efp) of X. albilineans. Nevertheless, the 16 strains of X. albilineans were differentiated into several groups by a phylogenetic analysis of the nucleotide sequences corresponding to the NRPS A domains. One of these groups was representative of the genetic diversity previously found within the pathogen by random fragment length polymorphism and amplified fragment length polymorphism analyses. This group, which differed by three single synonymous nucleotide mutations, contained only four strains of X. albilineans that were all involved in outbreaks of sugarcane leaf scald. The amount of albicidin produced in vitro in agar and liquid media varied among the 16 strains of X. albilineans. However, no relationship among the amount of albicidin produced in vitro and the pathotypes and genetic diversity of the pathogen was found. The NRPS loci contributing to the synthesis of the primary structure of albicidin apparently are not involved in the observed pathogenicity differences among strains of X. albilineans.     

Biosynthesis of Novel Pyoverdines by Domain Substitution in a Nonribosomal Peptide Synthetase of Pseudomonas aeruginosa

Pyoverdine is a fluorescent nonribosomal peptide siderophore made by fluorescent pseudomonads. The Pseudomonas aeruginosa nonribosomal peptide synthetase (NRPS) PvdD contains two modules that each incorporate an l-threonine residue at the C-terminal end of pyoverdine. In an attempt to generate modified pyoverdine peptides, we substituted alternative-substrate-specifying adenylation (A) and peptide bond-catalyzing condensation (C) domains into the second module of PvdD. When just the A domain was substituted, the resulting strains produced only wild-type pyoverdine—at high levels if the introduced A domain specified threonine or at trace levels otherwise. The high levels of pyoverdine synthesis observed whenever the introduced A domain specified threonine indicated that these nonnative A domains were able to communicate effectively with the PvdD C domain. Moreover, the unexpected observation that non-threonine-specifying A domains nevertheless incorporated threonine into pyoverdine suggests that the native PvdD C domain exhibited stronger selectivity than these A domains for the incorporated amino acid substrate (i.e., misactivation of a threonine residue by the introduced A domains was more frequent than misincorporation of a nonthreonine residue by the PvdD C domain). In contrast, substitution of both the C and A domains of PvdD generated high yields of rationally modified pyoverdines in two instances, these pyoverdines having either a lysine or a serine residue in place of the terminal threonine. However, C-A domain substitution more commonly yielded a truncated peptide product, likely due to stalling of synthesis on a nonfunctional recombinant NRPS template.     

The Modular Organization of Multifunctional Peptide Synthetases

Gramicidin S synthetase 2 from B. brevis was affinity labeled at its valine thiolation center with the thiol reagent N-[³H]ethylmaleimide. From a tryptic digest of the enzyme–inhibitor complex a radioactive fragment was isolated in pure form by two reversed-phase HPLC steps. It was identified by liquid-phase N-terminal sequencing in combination with electrospray mass spectrometry (ESI-MS) as a hexadecapeptide containing the thiolation motif LGG(H/D)S(L/I). By ESI-MS it was demonstrated that a 4-phosphopantetheine cofactor was attached to this fragment at its reactive serine. These results are consistent with the Multiple Carrier Model of nonribosomal peptide biosynthesis. Site-specific mutagenesis has been performed in thiolation, elongation, and epimerization motifs of some of the modules of surfactin synthetase from B. subtilis to clarify the function of prominent conserved amino acid residues in the intermediate steps of peptide biosynthesis. The modular structure of multifunctional peptide synthetases is discussed.     

Adaptation of an L-Proline Adenylation Domain to Use 4-Propyl-L-Proline in the Evolution of Lincosamide Biosynthesis

Clinically used lincosamide antibiotic lincomycin incorporates in its structure 4-propyl-L-proline (PPL), an unusual amino acid, while celesticetin, a less efficient related compound, makes use of proteinogenic L-proline. Biochemical characterization, as well as phylogenetic analysis and homology modelling combined with the molecular dynamics simulation were employed for complex comparative analysis of the orthologous protein pair LmbC and CcbC from the biosynthesis of lincomycin and celesticetin, respectively. The analysis proved the compared proteins to be the stand-alone adenylation domains strictly preferring their own natural substrate, PPL or L-proline. The LmbC substrate binding pocket is adapted to accomodate a rare PPL precursor. When compared with L-proline specific ones, several large amino acid residues were replaced by smaller ones opening a channel which allowed the alkyl side chain of PPL to be accommodated. One of the most important differences, that of the residue corresponding to V306 in CcbC changing to G308 in LmbC, was investigated in vitro and in silico. Moreover, the substrate binding pocket rearrangement also allowed LmbC to effectively adenylate 4-butyl-L-proline and 4-pentyl-L-proline, substrates with even longer alkyl side chains, producing more potent lincosamides. A shift of LmbC substrate specificity appears to be an integral part of biosynthetic pathway adaptation to the PPL acquisition. A set of genes presumably coding for the PPL biosynthesis is present in the lincomycin - but not in the celesticetin cluster; their homologs are found in biosynthetic clusters of some pyrrolobenzodiazepines (PBD) and hormaomycin. Whereas in the PBD and hormaomycin pathways the arising precursors are condensed to another amino acid moiety, the LmbC protein is the first functionally proved part of a unique condensation enzyme connecting PPL to the specialized amino sugar building unit.     

The Landscape of Recombination Events That Create Nonribosomal Peptide Diversity

Nonribosomal peptides (NRP) are crucial molecular mediators in microbial ecology and provide indispensable drugs. Nevertheless, the evolution of the flexible biosynthetic machineries that correlates with the stunning structural diversity of NRPs is poorly understood. Here, we show that recombination is a key driver in the evolution of bacterial NRP synthetase (NRPS) genes across distant bacterial phyla, which has guided structural diversification in a plethora of NRP families by extensive mixing and matching of biosynthesis genes. The systematic dissection of a large number of individual recombination events did not only unveil a striking plurality in the nature and origin of the exchange units but allowed the deduction of overarching principles that enable the efficient exchange of adenylation (A) domain substrates while keeping the functionality of the dynamic multienzyme complexes. In the majority of cases, recombination events have targeted variable portions of the A_core domains, yet domain interfaces and the flexible A_sub domain remained untapped. Our results strongly contradict the widespread assumption that adenylation and condensation (C) domains coevolve and significantly challenge the attributed role of C domains as stringent selectivity filter during NRP synthesis. Moreover, they teach valuable lessons on the choice of natural exchange units in the evolution of NRPS diversity, which may guide future engineering approaches.     

Substrate-Induced Conformational Changes of the Tyrocidine Synthetase 1 Adenylation Domain Probed by Intrinsic Trp Fluorescence

Nonribosomal peptide synthetases (NRPS) are multifunctional proteins that catalyze the synthesis of the peptide products with enormous biological potential. The process of biosynthesis starts with the adenylation (A) domain, which during the catalytic cycle undergoes extensive structural rearrangements. In this paper, we present the first study of the tyrocidine synthetase 1 A-domain (TycA-A) fluorescence properties. The TycA-A protein contains five potentially fluorescent Trp residues at positions 227, 301, 323, 376 and 406. The contribution of each Trp to the TycA-A emission was determined using protein variants bearing single Trp to Phe substitutions. The accessibility of the Trp side chains during adenylation showed that only W227 is affected by substrate binding. The protein variant containing solely fluorescent W227 residue was constructed and further used as a probe to explore the binding effect of different non-cognate amino acid substrates. The results indicate a different accessibility of W227 residue in the presence of non-cognate amino acids, which might offer an explanation for the higher aminoacyl-adenenylate leakage. Overall, our results suggest that intrinsic tryptophan fluorescence could be used as a method to probe the effect of substrate binding on the local structure in NRPS adenylation domains.     

Transposons Inactivate Biosynthesis of the Nonribosomal Peptide Microcystin in Naturally Occurring Planktothrix spp.

The filamentous cyanobacteria Planktothrix spp. occur in the temperate region of the Northern hemisphere. The red-pigmented Planktothrix rubescens bacteria occur in deep, physically stratified, and less eutrophic lakes. Planktothrix is a known producer of the toxic heptapeptide microcystin (MC), which is produced nonribosomally by a large enzyme complex consisting of peptide synthetases and polyketide synthases encoded by a total of nine genes (mcy genes). Planktothrix spp. differ in their cellular MC contents as well as the production of MC variants; however, the mechanisms favoring this diversity are not understood. Recently, the occurrence of Planktothrix strains containing all mcy genes but lacking MC has been reported. In this study, 29 such strains were analyzed to find out if mutations of the mcy genes lead to the inability to synthesize MC. Two deletions, spanning 400 bp (in mcyB; one strain) and 1,869 bp (in mcyHA; three strains), and three insertions (IS), spanning 1,429 bp (in mcyD; eight strains), 1,433 bp (in mcyEG; one strain), and 1,433 bp (in mcyA; one strain), were identified. Though found in different genes and different isolates and transcribed in opposite directions, IS were found to be identical and contained conserved domains assigned to transposable elements. Using mutation-specific primers, two insertions (in mcyD and mcyA) and one deletion (in mcyHA) were found regularly in populations of P. rubescens in different lakes. The results demonstrate for the first time that different mutations resulting in inactivation of MC synthesis do occur frequently and make up a stable proportion of the mcy gene pool in Planktothrix populations over several years.     

苏云金素合成基因簇中非核糖体肽合成酶基因thu2功能的初步分析

对苏云金素生物合成基因簇中编码非核糖体肽合成酶基因thu2进行基因缺失插入失活的研究。用温敏型质粒pHT304-TS构建基因thu2的插入缺失质粒pEMB1434,电转化苏云金芽胞杆菌菌株CT-43后,通过抗性筛选和PCR验证得到thu2基因同源双交换基因敲除突变株CT-43-22。HPLC(高效液相色谱,High Performance Liquid Chromatography)检测发现CT-43-22没有苏云金素特征吸收峰;用pHT304构建得到含有完整thu2基因的回补质粒pEMB1435,电转化CT-43-22后得到互补重组菌CT-43-22b,发现其恢复了苏云金素的产生。显微镜观察突变株和互补重组菌均能产生正常的晶体和芽胞。thu2的基因敲除和基因互补实验证明,thu2基因为CT-43苏云金素生物合成的必需基因,但对晶体和芽胞的形成没有影响。     

T-cell Receptor-optimized Peptide Skewing of the T-cell Repertoire Can Enhance Antigen Targeting

Altered peptide antigens that enhance T-cell immunogenicity have been used to improve peptide-based vaccination for a range of diseases. Although this strategy can prime T-cell responses of greater magnitude, the efficacy of constituent T-cell clonotypes within the primed population can be poor. To overcome this limitation, we isolated a CD8⁺ T-cell clone (MEL5) with an enhanced ability to recognize the HLA A*0201-Melan A_27–35 (HLA A*0201-AAGIGILTV) antigen expressed on the surface of malignant melanoma cells. We used combinatorial peptide library screening to design an optimal peptide sequence that enhanced functional activation of the MEL5 clone, but not other CD8⁺ T-cell clones that recognized HLA A*0201-AAGIGILTV poorly. Structural analysis revealed the potential for new contacts between the MEL5 T-cell receptor and the optimized peptide. Furthermore, the optimized peptide was able to prime CD8⁺ T-cell populations in peripheral blood mononuclear cell isolates from multiple HLA A*0201⁺ individuals that were capable of efficient HLA A*0201⁺ melanoma cell destruction. This proof-of-concept study demonstrates that it is possible to design altered peptide antigens for the selection of superior T-cell clonotypes with enhanced antigen recognition properties.     

一种构建高质量随机肽库的有效方法

为构建完全随机化的基因工程肽库 ,克服现有简并方案中终止密码子和序列组成偏歧的不足 ,提出了一种新的简并DNA文库合成方式。通过这种分组式合成方式构建的肽库可以避免终止密码子的出现和氨基酸组成偏歧的发生 ,还可以控制随机化过程中不同氨基酸的参入比例。以一个 13肽库的合成过程为例对分组式合成法进行了实验 ,测序结果和对 19种氨基酸出现频率的统计表明没有终止密码子和半胱氨酸密码子出现 ,各氨基酸的出现频率接近均值 ,表明这种分组 混合 分组 ,辅以简并合成的方法是行之有效的 ,能满足各类高容量基因工程随机肽库要求。     

Trimeric Autotransporters of Haemophilus parasuis: Generation of an Extensive Passenger Domain Repertoire Specific for Pathogenic Strains

Haemophilus parasuis is the agent responsible for causing Glässer''s disease, but little is known about the pathogenic determinants of this major pig disease. Here we describe, for the pathogenic strain Nagasaki, the molecular characterization of 13 trimeric autotransporters as assessed by the presence of YadA C-terminal translocator domains which were classified into three groups. All passenger domains possess motifs and repeats characteristic of adhesins, hemagglutinins, and invasins with various centrally located copies of collagen-like repeats. This domain architecture is shared with two trimeric autotransporter proteins of H. somnus 129Pt. Genomic comparison by microarray hybridization demonstrated homologies among H. parasuis virulent strains and high divergence with respect to nonvirulent strains. Therefore, these genes were named vtaA (virulence-associated trimeric autotransporters). The sequencing of 17 homologous vtaA genes of different invasive strains highlighted an extensive mosaic structure. Based also on the presence of DNA uptake signal sequences within the vtaA genes, we propose a mechanism of evolution by which gene duplication and the accumulation of mutations and recombinations, plus the lateral gene transfer of the passenger domain, led to the diversity of this multigene family. This study provides insights to help understand the tissue colonization and invasiveness characteristic of H. parasuis pathogenic strains.Adhesion to host tissues is an important step for bacterial colonization and survival (23, 39). Structures present at the surface of bacteria called adhesins mediate interactions with receptors of host cells. Adhesins can be very different in nature; among them a family of trimeric autotransporters, also termed AT-2 (21), are present in gram-negative bacteria (12). AT-2 adhesins have the capacity to bind eukaryotic cells (10, 28) as well as extracellular matrix proteins (45). These proteins are made up of an N-terminal signal peptide, a passenger domain, and a C-terminal translocator domain responsible for the pore-forming capacity in the outer membrane (12). The passenger domain often contains multiple repeats (Hep_Hag) and motifs (HIM) characteristic of adhesins and hemagglutinins (4). Although there is considerable amino acid diversity between the translocator domains of different bacterial species, they form a β-barrel through which the passenger domain transits (22, 55). Their immunogenicity makes them good candidates for vaccine development (9, 11). Trimeric autotransporters have been fully or partially characterized in terms of structure, function, and immunological properties for Haemophilus influenzae, Moraxella catarrhalis, Haemophilus ducreyi, Neisseria meningitidis, or Yersinia spp. However, not all studies of pathogenic bacteria benefit from the wealth of information generated for important human pathogens. This is the case for Haemophilus parasuis, a gram-negative bacillus classified in the Pasteurellaceae family, where the molecules which mediate adhesion to host tissues or virulence factors are largely unknown.H. parasuis is commonly found in the upper respiratory tract of healthy conventional pigs. Some strains can migrate into the lungs, causing pneumonia (34), and disseminate to produce a severe systemic disease, characterized by fibrinous polyserositis, arthritis, and meningitis, known as Glässer''s disease (52). Fifteen serovars have been described so far, but many strains cannot be typed with the current sera (25). Although there is not a strict correlation between the expression of a given serovar and the degree of pathogenicity of H. parasuis strains, it is commonly stated that bacteria exhibiting serovar 5 are highly virulent, while strains of serovar 3 are not virulent (41). Another striking feature of this bacterium is its genetic variability. When a multilocus typing method was applied to 120 field and 11 reference strains, 109 sequence types were found. Interestingly, two divergent branches were observed, one of them including most of the virulent strains isolated from systemic sites of diseased animals (37). Although molecules which mediate adhesion to host tissues or virulence factors are largely unknown in H. parasuis, a recent study has shown that H. parasuis strains of serotypes 5 and 4 (often associated with virulence) preferentially bind and invade porcine brain endothelial cells in vitro. Since the invasion was not abolished by proteinase K treatment, it was concluded that the putative invasin was not likely to be a protein (54). However, many of the described bacterial adhesins are proteins (39).In this report, we describe 13 paralog genes of the highly pathogenic strain H. parasuis Nagasaki and 17 homologues from different invasive strains coding for VtaA proteins, which, unusually for AT-2, contained collagen triple helix repeats. The passenger domains were relatively conserved with vtaA homologues from pathogenic strains but highly divergent with those of nonpathogenic strains. Furthermore, this multigene family has likely evolved by the duplication and lateral gene transfer of at least modules of the passenger domain.     

Prediction of Monomer Isomery in Florine: A Workflow Dedicated to Nonribosomal Peptide Discovery

Nonribosomal peptides represent a large variety of natural active compounds produced by microorganisms. Due to their specific biosynthesis pathway through large assembly lines called NonRibosomal Peptide Synthetases (NRPSs), they often display complex structures with cycles and branches. Moreover they often contain non proteogenic or modified monomers, such as the D-monomers produced by epimerization. We investigate here some sequence specificities of the condensation (C) and epimerization (E) domains of NRPS that can be used to predict the possible isomeric state (D or L) of each monomer in a putative peptide. We show that C- and E- domains can be divided into 2 sub-regions called Up-Seq and Down-Seq. The Up-Seq region corresponds to an InterPro domain (IPR001242) and is shared by C- and E-domains. The Down-Seq region is specific to the enzymatic activity of the domain. Amino-acid signatures (represented as sequence logos) previously described for complete C-and E-domains have been restricted to the Down-Seq region and amplified thanks to additional sequences. Moreover a new Down-Seq signature has been found for Ct-domains found in fungi and responsible for terminal cyclization of the peptides. The identification of these signatures has been included in a workflow named Florine, aimed to predict nonribosomal peptides from NRPS sequence analyses. In some cases, the prediction of isomery is guided by genus-specific rules. Florine was used on a Pseudomonas genome to allow the determination of the type of pyoverdin produced, the update of syringafactin structure and the identification of novel putative products.     

Insights into an Unusual Nonribosomal Peptide Synthetase Biosynthesis: IDENTIFICATION AND CHARACTERIZATION OF THE GE81112 BIOSYNTHETIC GENE CLUSTER*

The GE81112 tetrapeptides (1–3) represent a structurally unique class of antibiotics, acting as specific inhibitors of prokaryotic protein synthesis. Here we report the cloning and sequencing of the GE81112 biosynthetic gene cluster from Streptomyces sp. L-49973 and the development of a genetic manipulation system for Streptomyces sp. L-49973. The biosynthetic gene cluster for the tetrapeptide antibiotic GE81112 (getA-N) was identified within a 61.7-kb region comprising 29 open reading frames (open reading frames), 14 of which were assigned to the biosynthetic gene cluster. Sequence analysis revealed the GE81112 cluster to consist of six nonribosomal peptide synthetase (NRPS) genes encoding incomplete di-domain NRPS modules and a single free standing NRPS domain as well as genes encoding other biosynthetic and modifying proteins. The involvement of the cloned gene cluster in GE81112 biosynthesis was confirmed by inactivating the NRPS gene getE resulting in a GE81112 production abolished mutant. In addition, we characterized the NRPS A-domains from the pathway by expression in Escherichia coli and in vitro enzymatic assays. The previously unknown stereochemistry of most chiral centers in GE81112 was established from a combined chemical and biosynthetic approach. Taken together, these findings have allowed us to propose a rational model for GE81112 biosynthesis. The results further open the door to developing new derivatives of these promising antibiotic compounds by genetic engineering.     

How Reliable are the Methods for Estimating Repertoire Size?

Quantifying signal repertoire size is a critical first step towards understanding the evolution of signal complexity. However, counting signal types can be so complicated and time consuming when repertoire size is large, that this trait is often estimated rather than measured directly. We studied how three common methods for repertoire size quantification (i.e., simple enumeration, curve‐fitting and capture‐recapture analysis) are affected by sample size and presentation style using simulated repertoires of known sizes. As expected, estimation error decreased with increasing sample size and varied among presentation styles. More surprisingly, for all but one of the presentation styles studied, curve‐fitting and capture–recapture analysis yielded errors of similar or greater magnitude than the errors researchers would make by simply assuming that the number of types in an incomplete sample is the true repertoire size. Our results also indicate that studies based on incomplete samples are likely to yield incorrect ranking of individuals and spurious correlations with other parameters regardless of the technique of choice. Finally, we argue that biological receivers face similar difficulties in quantifying repertoire size than human observers and we explore some of the biological implications of this hypothesis.