- About this Journal ·
- Abstracting and Indexing ·
- Aims and Scope ·
- Article Processing Charges ·
- Author Guidelines ·
- Bibliographic Information ·
- Citations to this Journal ·
- Contact Information ·
- Editorial Board ·
- Editorial Workflow ·
- Free eTOC Alerts ·
- Publication Ethics ·
- Recently Accepted Articles ·
- Reviewers Acknowledgment ·
- Submit a Manuscript ·
- Subscription Information ·
- Table of Contents
International Journal of Peptides
Volume 2011 (2011), Article ID 834525, 10 pages
In Vitro Selection of Cathepsin E-Activity-Enhancing Peptide Aptamers at Neutral pH
1Department of Functional Materials Science, Graduate School of Science and Engineering, Saitama University, 255 Shimo-Okubo, Saitama 338-8570, Japan
2City Area Program Saitama Metropolitan Area, Saitama Small and Medium Enterprises Development Corporation, 2-3-2 Kamiochiai, Chuo-Ku, Saitama 338-0001, Japan
3Rational Evolutionary Design of Advanced Biomolecules, Saitama (REDS) Group, Saitama Small Enterprise Promotion Corporation, no. 552 Saitama Industrial Technology Center, 3-12-18 Kami-Aoki, Kawaguchi, Saitama 333-0844, Japan
4Janusys Corporation, no. 508 Saitama Industrial Technology Center, 3-12-18 Kami-Aoki, Kawaguchi, Saitama 333-0844, Japan
5Proteolysis Research Laboratory, Graduate School of Pharmaceutical Sciences, Kyushu University, Higashi-Ku, Fukuoka 812-8582, Japan
Received 3 December 2010; Accepted 17 January 2011
Academic Editor: Brian Walker
Copyright © 2011 Madhu Biyani et al. This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
The aspartic protease cathepsin E has been shown to induce apoptosis in cancer cells under physiological conditions. Therefore, cathepsin E-activity-enhancing peptides functioning in the physiological pH range are valuable potential cancer therapeutic candidates. Here, we have used a general in vitro selection method (evolutionary rapid panning analysis system (eRAPANSY)), based on inverse substrate-function link (SF-link) selection to successfully identify cathepsin E-activity-enhancing peptide aptamers at neutral pH. A successive enrichment of peptide activators was attained in the course of selection. One such peptide activated cathepsin E up to 260%, had a high affinity (KD; ~300 nM), and had physiological activity as demonstrated by its apoptosis-inducing reaction in cancerous cells. This method is expected to be widely applicable for the identification of protease-activity-enhancing peptide aptamers.
Besides other targets like kinases and membrane receptors, proteases are one of the most effective targets for drug discovery [1, 2]. To date, protease-inhibitors have been widely developed whereas protease-activators, which have great potential in medical and scientific uses [3, 4], have been far less developed due to technical difficulties . These include the fact that the activation mechanism, which is usually regulated by the binding of ligands, that is, allosteric effectors, rather than by substrates , is very difficult to predict in detail from theory. In contrast, the inhibition mechanism can be principally assigned to competitive binding of inhibitors to the active site or steric hindrance of the normal action of enzyme. The latter can be inferred from the molecular structure at atomic resolution [7, 8].
To address the above difficulty, we have recently developed a systemic in vitro evolution method (called eRAPANSY (evolutionary rapid panning analysis system))  for screening of protease-regulating peptide aptamers based on mRNA (and cDNA) display [10–12] and a substrate-function link (SF-link) method . This method was described in the successful identification of cathepsin E- (CatE-) inhibitory peptide aptamers . As a next step, we attempted to obtain CatE-activity-enhancing peptide aptamers at neutral pH (pH 7.4) using this method since CatE was reported to induce apoptosis of cancer cells under physiological conditions (pH 7.4). In this process, CatE catalyzes the release of TRAIL (tumor necrosis factor-related apoptosis-inducing ligand) without affecting normal cells . Thus, CatE-activity-enhancing peptide aptamers that function at neutral pH may be promising reagents for cancer therapeutics. Intriguingly, a similar approach that utilizes a microenvironmentally activated protease has been developed, and clinical trials using protease-activated prodrugs for prostate cancer are path-finding approaches in this field .
In order to identify CatE-activity-enhancing peptide aptamers at neutral pH, we first developed an assay system for measuring the unusual activity of cathepsin E at pH 7.4 instead of pH 4.5 and then performed the general scheme of in vitro evolution (eRAPANSY) for obtaining protease-activating peptides based on inverse SF-link selection. We describe here the successful development of one promising peptide aptamer (S3) that enhanced CatE-activity by up to 260% in vitro and which induced apoptosis in cancer cells (HeLa). Through these experiments, we have demonstrated and confirmed the effectiveness of this method for in vitro evolution and its wide applicability.
2. Materials and Methods
2.1. Cathepsin E (CatE) and Its Substrate
A fluorogenic substrate susceptible at neutral pH to the protease cathepsin E, which usually functions at acidic pH, was designed as per reference : [Nma-Gly-Gly-Arg-Arg-Ser-Gly-Thy-Cys-Gly(Dnp)-D-Arg-NH2]. The peptide was custom-synthesized at Peptide Institute (Osaka, Japan) and confirmed to be an effective substrate at pH 7.4. The peptide was dissolved in dimethyl sulfoxide (DMSO) at 10 mM and stored in a deep freezer until use. The enzyme CatE was prepared from rat spleen according to the method previously described  and immobilized on N-hydroxysuccinimide-activated sepharose beads (GE Healthcare, USA) using the amine-coupling method and stored in, 100 mM phosphate buffer (pH 7.4) at 4°C.
2.2. CatE-Activity-Enhancement Assay
CatE-activation by peptide aptamers was assayed by the method described previously  but with a few modifications. Briefly, the CatE (20 nM) solution preincubated with a peptide aptamer in a 1 : 1 molar ratio in the selection buffer (50 mM Tris-HCl, 100 mM NaCl, pH 7.4) at 25°C for 10 min. was combined with the fluorogenic substrate (5 μM) and the enzyme reaction performed at 37°C for 1 h. The reaction product was measured by fluorescence intensity at 440 nm with an excitation wavelength of 340 nm using a fluorescence microplate reader, Infinite 200 (Tecan, Japan). The percentage of activation () was calculated by fitting the data to the following equation: where represents the fluorescence intensity of the positive reaction consisting of the enzyme (CatE), the fluorogenic substrate, and a possible peptide activator; is that of the control reaction mixture consisting of CatE and fluorogenic substrate (without peptide activator); is the background fluorescence of the negative reaction mixture consisting of only the fluorogenic substrate.
2.3. Primary and Secondary Library Constructions
The primary and the secondary libraries were constructed according to the protocols described in . In brief, the primary library was constructed by Y-ligation-based block shuffling (YLBS) . The secondary library was constructed by exploiting the YLBS method with slight modifications. The peptide sequences obtained from the primary library selection were cluster-analyzed and used to design the subsequently constructed blocks (Figure 2). Using these blocks, YLBS-shuffling was performed (Table 1). The resultant library contained all of the arbitrarily shuffled blocks with a different number of blocks (1–4 blocks; Figure 2(b)), thus termed an all-steps-all-combinations (ASAC) library. Prior to the in vitro selection, the variable sequences were integrated into the cDNA-tagged-SF-link peptide construct. The preparation of the construct was performed following the method previously reported  and is partially appearing in Figure 1.
2.4. Selection of CatE-Activity-Enhancing Peptide Aptamers
The cDNA displayed-SF-link construct having an intervening CatE-substrate sequence (Figure 1) was subjected to the inverse SF-link selection method. An inverse function-based selection strategy was adopted to obtain CatE-activating peptides at neutral pH (pH 7.4) and is described below. First, in order to remove the nonspecific binding peptides, the cDNA-tagged SF-link-peptide library (see Figure 1) was treated with the selection buffer (50 mM Tris-HCl, 100 mM NaCl, 5 mM MgCl2, pH 7.4) containing 5 μL of NHS-activated sepharose beads (90 μm mean particle diameter, resuspended in 100% isopropanol) at 25°C for 10 min. The supernatant containing unbound cDNA-tagged-SF-link peptide molecules was collected after removing the beads by spinning down and used in the succeeding experiment. The cDNA-tagged-SF-link peptide library thus obtained was incubated with CatE-immobilized beads (about 5 pmol CatE immobilized) at 25°C for 10 min. Those peptides which bind to beads (in other words, peptides with affinity for CatE), were collected by spinning and immediately resuspended in reaction buffer (50 mM Tris-HCl, 1 M NaCl, pH 7.4) and incubated at 37°C for 1 h. (1st Round), 30 min. (2nd Round), or 15 min. (3rd Round). The incubation time decreases as the selection round progresses leading to enrichment of rapidly cleaved species. The reaction was terminated by adding 1 mL of 5% trichloroacetic acid. The supernatant expected to contain CatE-activators was collected, PCR-treated, and used as the library for the next selection round. The molecules thus selected were subjected to conventional cloning, sequencing analyses, synthesis, and activity assay.
2.5. In Vitro Translation Synthesis and Chemical Synthesis of Peptides
For the rapid synthesis of peptides, in vitro translation using the coding sequences of selected peptides was used . The DNA construct consisting of the sequences for the relevant peptide, the streptavidin-binding peptide, and the protease factor Xa recognition site was prepared by way of PCR and then transcribed and finally translated in vitro according to the method previously reported in .
Those peptides which were cathepsin E-activating in these experiments were subjected to commercial chemical synthesis (BEX Corporation Ltd., Tokyo, Japan; SCRUM Corporation Ltd., Tokyo, Japan). These peptides were purified by HPLC and confirmed by MALDI-TOF-MS.
2.6. Measurement of KD
An SPR instrument, Biacore 2000 (GE Healthcare, UK), was used for measuring KD for the binding of cathepsin E and selected peptides. Cathepsin E was immobilized onto Biacore sensor chip CM5 (GE Healthcare, UK) by the amine-coupling method using an Amine Coupling Kit (GE Healthcare, UK). Immobilization of cathepsin E was performed using running buffer (50 mM sodium acetate, 100 mM NaCl, pH 4.5). To determine dissociation constants, four different concentrations of selected peptides were used for the interaction. The peptide interactions were performed against CatE using the running buffer (50 mM Tris-HCl, 100 mM NaCl, pH 7.4). After each measurement, the chip surface was regenerated with 50 mM NaOH. The binding data were analyzed with the 1 : 1 binding with mass transfer model in the BIAevaluation software version 4 : 1 (Biacore).
2.7. Measurement of Cell Viability
HeLa cells (1 × 104 cells/well in 96-well plate) were treated with cathepsin E (7.7 μM) alone and also in addition with peptide aptamer (P3, selected from the primary library) using three different molar ratios of cathepsin E: peptide aptamer = 1 : 10; 1 : 100; 1 : 1000 in 100 μL of serum-free Opti-MEM at 37°C for 20 h. The cells’ viability was measured with the use of a Cell Counting Kit-8 (Dojindo Molecular Technologies, Japan; Figure 4(a)). The same method was also used for measuring the effect of cathepsin E and peptide aptamer (S3, selected from the secondary library) on HeLa cells. The cell viability was measured with Cell Counting Kit-F (Dojindo Molecular Technologies, Japan; Figure 4(b)).
All data were expressed as mean ± SEMs. For statistical analysis, two-way analysis of variance (Student’s -test) with repeated measures was used. was taken as the level of statistical significance.
3.1. A General Scheme of In Vitro Evolution Method Based on Inverse SF-Link Selection
To identify CatE-activity-enhancing peptides at neutral pH, we adopted an in vitro evolution method (eRAPANSY)  based on the inverse SF-link selection approach which is shown schematically in Figure 1. In brief, the overall strategy consists of the primary library construction and selection (mass selection and clonal selection) followed by construction and enrichment through selection of a secondary library (a peptide library generated by block shuffling of all-step-all-combinations using the primary library selection products).
In the mass selection (i.e., dealing with a population of molecules as a whole), the variable sequences (possible “functional” sequences) were integrated into the initial DNA construct flanked by the substrate peptide sequence (step 1 in Figure 1). Namely, each peptide was attached to the DNA molecule which consisted of coding regions for T7 promoter, Kozak, His-tag, Factor Xa recognition sequence, variable sequence, CatE substrate sequence, antigenic sequence for the FLAG antibody, and puromycin linker binding region (PLBR; Figure 1). The cDNA display method , a derivative of mRNA display [10, 11], was applied to this DNA library to obtain the peptide library with the cDNA-tagged SF-link. To prepare the cDNA display construct, a puromycin linker DNA was bound to an mRNA molecule through the hybridization with the PLBR sequence (step 2 in Figure 1). The puromycin-linked mRNA thus formed can covalently bind to the nascent peptide via the puromycin, a mimic of an aminoacyl tRNA, generating the mRNA display construct. To increase the stability, the mRNA display construct was converted to the cDNA display one by the action of reverse-transcriptase. The peptide library with the cDNA-tagged SF-link construct thus obtained contains a random peptide (functional part) and a CatE-substrate sequence  (step 3 in Figure 1) and was subjected to the inverse SF-link selection (step 4a–4d, for details see Materials and Methods) devised for screening of the CatE-activity-enhancing peptide aptamers. The essential difference between the SF-link selection method (to identify inhibitors ) and the inverse SF-link selection method (to identify activators) is that the noncleaved peptides were discarded while the cleaved peptides were retained as shown in step 4c.
In the clonal selection (i.e., screening of the molecules individually on a clone-by-clone basis), the peptide aptamers thus obtained from mass selection were cloned, sequenced, and cluster analyzed (step 4e). Some of clones were subjected to in vitro peptide translation  and the CatE-enhancing activity confirmed in an activity assay as described in the Materials and Methods. After the primary library generation and selection, the secondary library generation and selection results in a proven elevation in the activity of selected CatE-peptide activators (step 4f).
3.2. CatE-Activity-Enhancing Peptide Aptamers Selected from the Primary and the Secondary Library
The peptide aptamers thus obtained from the primary library (P1, P2, and P3) enhanced the CatE-activity by around 10 to 30% (measured using peptides obtained by in vitro translation synthesis) and such activities were also confirmed by using chemical synthesis of peptides (Table 2(A)). Notably, the peptide with the highest activity in the primary library selection was an insertion-carrying peptide (P3) of 13 amino acids while others are of normal size (octapeptide). The resulting CatE-activity-enhancing peptide aptamers thus obtained from the primary library were cluster-analyzed to provide sequence information on possible functional blocks which could be used for generating the secondary library (ASAC library; Table 1; and Figure 2(a)). The secondary library was constructed as shown in Figure 2(b) . The secondary cDNA-tagged SF-link peptide library thus constructed was subjected to the inverse SF-link selection as described above (Figure 1). The selection products from this library demonstrated higher activity than those selected from the primary library (Figure 3(a) and Table 2). The average increase in the CatE-enhancing activity of the top three hits selected out of ~50 clones sequence-analyzed was significant with peptides demonstrating more than 160% activity and one peptide (S3) showing an activity increase of up to 260% CatE activity (; Table 2), which is two-fold higher activity than that (130%) of the best peptide (P3; ) obtained from the primary library selection when measured using in vitro translation synthesized peptide (Figure 3(a)). However, such values are known to have a relatively large fluctuation  since the amount of the final product (peptide) generated by in vitro translation is an estimation value based on the initial amount of the reactant due to their very small n amount (~pmole) . Therefore, peptide (S3) was chemically synthesized, and its CatE-enhancing activity was measured (Table 2(B)). The value thus obtained was lower than that obtained from in vitro translation, which is a trend generally observed with this approach . As a result, a higher activity (168%) than the best peptide in the primary screen (130%) was confirmed, proving the steady rise in the activity of peptides in this approach. The dissociation constant of the peptide (S3) was found to be 3.89 × 10-7 M by the SPR method, thus showing a relatively strong binding affinity (Table 2(B) and Figure 3(b)). The selection thus performed using the inverse SF-link method was able to identify CatE-activity-enhancing peptide aptamers at neutral pH (Figure 1 and Table 2), indicating the effectiveness of the inverse SF-link selection method. The effectiveness of the secondary library selection is clearly shown in Figure 3.
3.3. Evaluation of Biological Activity of Selected Peptide Aptamers in Cells
In order to evaluate the activities of selected peptides (P3 and S3 obtained from the primary and the secondary libraries, resp.; Table 2), we next tested the combined effect of CatE and selected peptide aptamers on HeLa cells. The cells were treated with CatE alone or with CatE and peptide aptamers (P3 and S3) in a dose-dependent manner. Any decrease in cellular viability was analyzed (for details see Material and Methods). Cells treated with CatE and a peptide aptamer, P3 or S3, at a molar ratio of 1 : 100 showed around a 1.5- and 3-fold increase in the level of apoptosis in comparison to cells treated with CatE alone (; Figure 4), respectively. These positive results corroborate our current approach of using an in vitro evolution method modified with the inverse SF-link selection for identifying protease activity-enhancing peptide aptamers.
CatE is reported to have the ability to induce apoptosis in cancer cells , a process which must occur under physiological conditions (i.e., at neutral pH). In this study, the activity of CatE, which is known to usually function at acidic pH (pH 4.5), was measured at neutral pH (pH 7.4) using a novel substrate as described in Materials and Methods. The peptides that can enhance CatE activity under the assay conditions were selected as shown in Table 2. In this paper, we address two subjects: (i) selection of activity-enhancing, rather than inhibiting peptides and (ii) performance of evolution, not only selection, of peptides (proteins). Both points are discussed here. It is well known that finding activating reagents is more difficult than finding inhibitory ones since the latter has the clear target of the substrate-binding site. Therefore, a lot of inhibitory reagents have been developed but far fewer activating ones [4, 5, 20, 21]. The SF- (substrate-function-) link method developed recently  has the potential to select protease-activating peptides if it is operated in the inverse mode owing to its construction design (see Figure 1), and this technique has been successfully exploited for the first time in this paper. This has resulted in the finding that the majority of selected peptides are CatE-activating species (partly shown in Table 2). This is noteworthy since starting with the same library (the affinity selection product), we could obtain the opposite type of functional peptides (activators) by adopting the inverse mode of function-based selection using the SF-link method in which swiftly cleaved off cDNA-tagged SF-link peptide molecules (which are a conjugate of information and functional molecules, see Figure 1 step 4c, were collected). The cathepsin E-activity-enhancing peptides (P1, P3, S2, and S3) identified herein contain common features being composed of a charged head group and a large hydrophobic tail (detergent-like peptides). The activation may be due to some combination of enzyme stabilization in solution, loosening of the protein secondary structure, or alteration of adsorption of the enzyme to the surface of containers during the enzyme reaction . We need to further investigate these possible activation mechanisms. Interestingly, in the SPR measurements, the secondary library selection resulted in obtaining peptides with increased activity without much change in affinities (similar KD values for P3, from the primary library, and S3, from the secondary library and see Table 2 and Figure 3(b)). Those peptides (P1 and S2) which contain a single charged amino acid embedded in hydrophobic ones showed abnormal behaviors in the SPR measurement (data not shown), probably indicating strong nonspecific (hydrophobic) binding to the supporting plate even though a surface-blocking agent (1 M ethanolamine-HCl, pH 8.5) was used. Therefore, these peptides may need to be modified into a more soluble structure for advanced applications such as a drug seed. In addition, the evaluation of selected CatE-activity-enhancing peptides on cells provides definitive proof that our current in vitro evolution method based on the inverse SF-link selection is effective.
In addition, this study also confirms the effectiveness of the eRAPANSY method that allows the molecular library to progress towards higher activity. Although it may be early to draw the conclusion that this is a proven method for obtaining much improved molecules, the following can be stated safely: the primary library selection is equivalent to a search for module-like peptides out of a huge number of meaningless peptides while the construction of the secondary library is analogous to module-shuffling (or exon shuffling), which is assumed to have worked during the evolution of proteins . An interesting issue to be addressed in the future concerns the size of blocks (or module) which holds meaning (or function), though, in this study, it was rather arbitrarily determined to be a tetrapeptide, which was ultimately effective. In other words, the way, by which natural proteins evolved, holds promise for the artificial development of proteins. According to recent genome analysis, during the evolution of life, the recombination mechanism strongly governed and contributed to the generation of novel proteins [24, 25]. This fact is also supportive of our approach where drastic recombination of sequences (block shuffling) has been employed together with point mutation in the construction of the secondary library.
In conclusion, this study has succeeded in introducing an assay system for CatE activity at neutral pH (pH 7.4) and in obtaining CatE-activating peptides by employing the successive in vitro evolution method (eRAPANSY) based on inverse SF-link selection. These results endorse the notion that the method employed here is applicable for obtaining activity-enhancing peptides for proteases at large. Such a notion, of course, needs to be strengthened by succeeding studies adopting this method.
This paper was supported by a Grant-in-Aid from the Ministry of Education, Culture, Sports, Science, and Technology of Japan (MEXT) donated to the City Area Collaboration Promoting Project (Saitama Prefecture Central Area).
- C. Southan, “A genomic perspective on human proteases as drug targets,” Drug Discovery Today, vol. 6, no. 13, pp. 681–688, 2001.
- B. Turk, “Targeting proteases: successes, failures and future prospects,” Nature Reviews Drug Discovery, vol. 5, no. 9, pp. 785–799, 2006.
- K. S. Putt, G. W. Chen, J. M. Pearson et al., “Small-molecule activation of procaspase-3 to caspase-3 as a personalized anticancer strategy,” Nature Chemical Biology, vol. 2, no. 10, pp. 543–550, 2006.
- J. A. Zorn and J. A. Wells, “Turning enzymes on with small molecules,” Nature Chemical Biology, vol. 6, no. 3, pp. 179–188, 2010.
- C. Ottmann, P. Hauske, and M. Kaiser, “Activation instead of inhibition: targeting proenzymes for small-molecule intervention,” ChemBioChem, vol. 11, no. 5, pp. 637–639, 2010.
- P. Hauske, C. Ottmann, M. Meltzer, M. Ehrmann, and M. Kaiser, “Allosteric regulation of proteases,” Chembiochem, vol. 9, no. 18, pp. 2920–2928, 2008.
- A. Wlodawer, M. Li, A. Gustchina et al., “Inhibitor complexes of the Pseudomonas serine-carboxyl proteinase,” Biochemistry, vol. 40, no. 51, pp. 15602–15611, 2001.
- I. Redzynia, A. Ljunggren, A. Bujacz, M. Abrahamson, M. Jaskolski, and G. Bujacz, “Crystal structure of the parasite inhibitor chagasin in complex with papain allows identification of structural requirements for broad reactivity and specificity determinants for target proteases,” FEBS Journal, vol. 276, no. 3, pp. 793–806, 2009.
- K. Kitamura, C. Yoshida, Y. Kinoshita et al., “Development of systemic in vitro evolution and its application to generation of peptide-aptamer-based inhibitors of cathepsin E,” Journal of Molecular Biology, vol. 387, no. 5, pp. 1186–1198, 2009.
- N. Nemoto, E. Miyamoto-Sato, Y. Husimi, and H. Yanagawa, “In vitro virus: bonding of mRNA bearing puromycin at the 3'-terminal end to the C-terminal end of its encoded protein on the ribosome in vitro,” FEBS Letters, vol. 414, no. 2, pp. 405–408, 1997.
- R. W. Roberts and J. W. Szostak, “RNA-peptide fusion for the in vitro selection of peptides and proteins,” Proceedings of the National Academy of Sciences of the United States of America, vol. 98, no. 9, pp. 4825–4826, 1997.
- J. Yamaguchi, M. Naimuddin, M. Biyani et al., “cDNA display: a novel screening method for functional disulfide-rich peptides by solid-phase synthesis and stabilization of mRNA-protein fusions,” Nucleic Acids Research, vol. 37, no. 16, article e108, 2009.
- M. Naimuddin, K. Kitamura, Y. Kinoshita et al., “Selection-by-function: efficient enrichment of cathepsin E inhibitors from a DNA library,” Journal of Molecular Recognition, vol. 20, no. 1, pp. 58–68, 2007.
- T. Kawakubo, K. Okamoto, J. I. Iwata et al., “Cathepsin E prevents tumor growth and metastasis by catalyzing the proteolytic release of soluble TRAIL from tumor cell surface,” Cancer Research, vol. 67, no. 22, pp. 10869–10878, 2007.
- R. S. DiPaola, J. Rinehart, J. Nemunaitis et al., “Characterization of a novel prostate-specific antigen-activated peptide-doxorubicin conjugate in patients with prostate cancer,” Journal of Clinical Oncology, vol. 20, no. 7, pp. 1874–1879, 2002.
- S. B. P. Athauda and K. Takahashi, “Distinct cleavage specificity of human cathepsin E at neutral pH with special preference for Arg-Arg bonds,” Protein and Peptide Letters, vol. 9, no. 1, pp. 15–22, 2002.
- D. Bromme and K. Okamoto, “Human cathepsin O2, a novel cysteine protease highly expressed in osteoclastomas and ovary molecular cloning, sequencing and tissue distribution,” Biological Chemistry Hoppe-Seyler, vol. 376, no. 6, pp. 379–384, 1995.
- K. Kitamura, C. Yoshida, MD. Salimullah et al., “Rapid in vitro synthesis of pico-mole quantities of peptides,” Chemistry Letters, vol. 37, no. 12, pp. 1250–1251, 2008.
- K. Kitamura, Y. Kinoshita, S. Narasaki, N. Nemoto, Y. Husimi, and K. Nishigaki, “Construction of block-shuffled libraries of DNA for evolutionary protein engineering: Y-ligation-based block shuffling,” Protein Engineering, vol. 15, no. 10, pp. 843–853, 2003.
- P. J. Alaimo, M. A. Shogren-Knaak, and K. M. Shokat, “Chemical genetic approaches for the elucidation of signaling pathways,” Current Opinion in Chemical Biology, vol. 5, no. 4, pp. 360–367, 2001.
- R. Huang, I. Martinez-Ferrando, and P. A. Cole, “Enhanced interrogation: emerging strategies for cell signaling inhibition,” Nature Structural and Molecular Biology, vol. 17, no. 6, pp. 646–649, 2010.
- D. R. Goode, R. K. Totten, J. T. Heeres, and P. J. Hergenrother, “Identification of promiscuous small molecule activators in high-throughput enzyme activation screens,” Journal of Medicinal Chemistry, vol. 51, no. 8, pp. 2346–2349, 2008.
- C. Chothia, J. Gough, C. Vogel, and S. A. Teichmann, “Evolution of the protein repertoire,” Science, vol. 300, no. 5626, pp. 1701–1703, 2003.
- C. Chothia and J. Gough, “Genomic and structural aspects of protein evolution,” Biochemical Journal, vol. 419, no. 1, pp. 15–28, 2009.
- C. A. Orengo and J. M. Thornton, “Protein families and their evolution—a structural perspective,” Annual Review of Biochemistry, vol. 74, pp. 867–900, 2005.