Investigating affinity-maturation strategies and reproducibility of fluorescence-activated cell sorting using a recombinant ADAPT library displayed on staphylococci
Protein Engineering, Design & Selection, 2016, vol. 29 no. 5, pp. 187–195
doi: 10.1093/protein/gzw006
Advance Access Publication Date: 15 March 2016
Original Article
Original Article
Investigating affinity-maturation strategies and
reproducibility of fluorescence-activated cell
sorting using a recombinant ADAPT library
displayed on staphylococci
Mikael Åstrand1, Johan Nilvebrant1,2, Mattias Björnmalm1,3,
Sarah Lindbo1, Sophia Hober1, and John Löfblom1,*
1
Division of Protein Technology, School of Biotechnology, KTH Royal Institute of Technology, Stockholm, Sweden,
Present address: Centre for Cellular and Biomolecular Research, The Donnelly Centre, University of Toronto,
Toronto, Ontario, Canada, and 3Present address: Department of Chemical and Biomolecular Engineering, The
University of Melbourne, Parkville, Victoria, Australia
2
*To whom correspondence should be addressed. E-mail:
Edited by Shohei Koide
Received 30 September 2015; Revised 22 January 2016; Accepted 12 February 2016
Abstract
During the past decades, advances in protein engineering have resulted in the development of
various in vitro selection techniques (e.g. phage display) to facilitate discovery of new and improved
proteins. The methods are based on linkage between genotype and phenotype and are often performed in successive rounds of selection. Since the resulting output depends on the selection pressures used and the applied strategy, parameters in each round must be carefully considered. In
addition, studies have reported biases that can cause enrichment of unwanted clones and/or low correlation between abundance in output and affinity. We have recently developed a selection method
based on display of protein libraries on Staphylococcus carnosus and isolation of affinity proteins by
fluorescence-activated cell sorting. Here, we compared duplicate selections for affinity maturation
using equilibrium binding at different target concentrations and kinetic off-rate selection. The results
showed that kinetic selection is efficient for isolation of high-affinity binders and that equilibrium selection at subnanomolar concentrations should be avoided. Furthermore, the reproducibility of the
selection was high and a clear correlation was observed between enrichment and affinity. This work
reports on the reproducibility of bacterial display in combination with FACS and provides insights
into selection design to help guide the development of new affinity proteins.
Key words: ADAPT, bacterial display, directed evolution, FACS, selection strategy
Introduction
Several directed evolution methods have been developed for combinatorial engineering of affinity proteins. They typically share the property of physical linkage of the protein-encoding gene and its
polypeptide product, usually mediated by a host organism (e.g. in
phage or bacterial display), to enable isolation of the target-binding
proteins and subsequent propagation of the associated genes. Phage
display has been the most widely used method for engineering of
new affinity reagents, partly due to its straightforward workflow
and efficient display of a wide range of different proteins (Chan
et al., 2014). Display on the surface of yeast or bacteria are attractive
alternatives because fluorescence-activated cell sorting (FACS) can be
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These Z domains have a high-affinity for IgG, which allows for monitoring of the surface expression levels on individual cells in a flow cytometer. The cell-surface expression on staphylococcal cells is
facilitated by a signal peptide at the N-terminus, which leads to secretion, and a C-terminal region including a LPETG motif that anchors
the protein to the cell wall peptidoglycan by an endogenous sortase
(Wernérus and Ståhl, 2002). The expression is under control of a constitutive lipase promoter from S. hyicus. Assuming that no biases exist,
clones should be selected based on the ratio of amount of bound antigens per displayed binding proteins and varying the antigen concentration should enable discrimination between clones. Thus, there
should be a correlation between clonal enrichment and binding affinity. VanAntwerp and Wittrup (2000) and Löfblom et al. (2005) have
shown that it is practically possible to distinguish between two clones
with very similar affinities.
Here, we sought to investigate the staphylococcal surface display
platform for biases that could potentially hamper a selection. An
affinity-maturation library based on previously engineered ADAPT
binders for the human epidermal growth factor receptor 3 (ERBB3)
was constructed and used to select candidates using FACS. ERBB3 is
implicated in the progression of numerous cancers and is a potential
therapeutic target (Zhang et al., 2015). Two duplicate selections were
separately performed and compared to evaluate the sequence agreement in the outputs of the different rounds of selection. The replicates
from the successful sortings showed a large overlap between the output sequences, demonstrating that the method has a high reproducibility. Moreover, characterization of the output revealed that employing
equilibrium selection at subnanomolar target concentrations was
suboptimal for enrichment of high-affinity binders, but the kinetic
selection resulted in a strong enrichment of in particular one dominating clone that indeed demonstrated the slowest dissociation rate. The
results presented here reveal for the first time the reproducibility of
bacterial display in combination with FACS for isolation of affinity
proteins and include a quantitative assessment of the outcome from
using kinetic screenings compared with equilibrium screenings and
hence offers insights for optimally designing selection strategies in
the future.
Materials and methods
Library assembly
Based on earlier candidates binding to ERBB3 isolated from a naïve
ADAPT library (Nilvebrant et al., 2013), an affinity-maturation library was designed where the same 11 positions were targeted for randomization using degenerate codons corresponding to amino acids
with high prevalence in the first-generation candidates (Fig. 1a and
Supplementary Fig. S1). The total size of the library was calculated
to 4.4 × 106 protein variants and 1.8 × 107 gene variants. The library
was encoded by a 189-bp ultramer oligonucleotide (Integrated DNA
Technologies, IDT, San Diego, CA, USA) with the sequence 5′-CAGG
ATCCTCTCGAGGATGAAGCCGTCGACGCGAATTCATTAGC
TASKGCTAAAAVAKTAGCTCTGYACDTKCTTGACVNKARAGG
AGTAAGTGACTATTACAAGGATCAATCGATAAAGCCAAAACT
GTTGAAGGAGTACDKGCACTGDYAMKCGAAATTTTAVBAG
CATTACCCGCTAGCTTTCCG-3′. The oligo was assembled and
amplified by polymerase chain reaction (PCR) with Phusion polymerase (New England Biolabs (NEB), Ipswich, MA, USA) using external
primers incorporating restriction sites XhoI and NheI starting with
100 pmol oligo. The construct was digested over night at 37°C
using restriction en (...truncated)