1
|
Komuro H, Aminova S, Lauro K, Woldring D, Harada M. Design and Evaluation of Engineered Extracellular Vesicle (EV)-Based Targeting for EGFR-Overexpressing Tumor Cells Using Monobody Display. Bioengineering (Basel) 2022; 9:bioengineering9020056. [PMID: 35200409 PMCID: PMC8869414 DOI: 10.3390/bioengineering9020056] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/20/2021] [Revised: 01/13/2022] [Accepted: 01/15/2022] [Indexed: 01/08/2023] Open
Abstract
Background: Extracellular vesicles (EVs) are attracting interest as a new class of drug delivery vehicles due to their intrinsic nature of biomolecular transport in the body. We previously demonstrated that EV surface modification with tissue-specific molecules accomplished targeted EV-mediated DNA delivery. Methods: Here, we describe reliable methods for (i) generating EGFR tumor-targeting EVs via the display of high-affinity monobodies and (ii) in vitro measurement of EV binding using fluorescence and bioluminescence labeling. Monobodies are a well-suited class of small (10 kDa) non-antibody scaffolds derived from the human fibronectin type III (FN3) domain. Results: The recombinant protein consists of the EGFR-targeting monobody fused to the EV-binding domain of lactadherin (C1C2), enabling the monobody displayed on the surface of the EVs. In addition, the use of bioluminescence or fluorescence molecules on the EV surface allows for the assessment of EV binding to the target cells. Conclusions: In this paper, we describe methods of EV engineering to generate targeted delivery vehicles using monobodies that will have diverse applications to furnish future EV therapeutic development, including qualitative and quantitative in vitro evaluation for their binding capacity.
Collapse
Affiliation(s)
- Hiroaki Komuro
- Institute for Quantitative Health Science and Engineering (IQ), Michigan State University, East Lansing, MI 48824, USA; (H.K.); (S.A.); (K.L.); (D.W.)
- Department of Biomedical Engineering, Michigan State University, East Lansing, MI 48824, USA
| | - Shakhlo Aminova
- Institute for Quantitative Health Science and Engineering (IQ), Michigan State University, East Lansing, MI 48824, USA; (H.K.); (S.A.); (K.L.); (D.W.)
- Department of Biomedical Engineering, Michigan State University, East Lansing, MI 48824, USA
| | - Katherine Lauro
- Institute for Quantitative Health Science and Engineering (IQ), Michigan State University, East Lansing, MI 48824, USA; (H.K.); (S.A.); (K.L.); (D.W.)
- Department of Biomedical Engineering, Michigan State University, East Lansing, MI 48824, USA
| | - Daniel Woldring
- Institute for Quantitative Health Science and Engineering (IQ), Michigan State University, East Lansing, MI 48824, USA; (H.K.); (S.A.); (K.L.); (D.W.)
- Department of Chemical Engineering and Materials Science, Michigan State University, East Lansing, MI 48824, USA
| | - Masako Harada
- Institute for Quantitative Health Science and Engineering (IQ), Michigan State University, East Lansing, MI 48824, USA; (H.K.); (S.A.); (K.L.); (D.W.)
- Department of Biomedical Engineering, Michigan State University, East Lansing, MI 48824, USA
- Correspondence: ; Tel.: +1-517-884-6940
| |
Collapse
|
2
|
Luo R, Liu H, Cheng Z. Protein scaffolds: Antibody alternative for cancer diagnosis and therapy. RSC Chem Biol 2022; 3:830-847. [PMID: 35866165 PMCID: PMC9257619 DOI: 10.1039/d2cb00094f] [Citation(s) in RCA: 13] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/05/2022] [Accepted: 05/23/2022] [Indexed: 12/01/2022] Open
Abstract
Although antibodies are well developed and widely used in cancer therapy and diagnostic fields, some defects remain, such as poor tissue penetration, long in vivo metabolic retention, potential cytotoxicity, patent limitation, and high production cost. These issues have led scientists to explore and develop novel antibody alternatives. Protein scaffolds are small monomeric proteins with stable tertiary structures and mutable residues, which emerged in the 1990s. By combining robust gene engineering and phage display techniques, libraries with sufficient diversity could be established for target binding scaffold selection. Given the properties of small size, high affinity, and excellent specificity and stability, protein scaffolds have been applied in basic research, and preclinical and clinical fields over the past two decades. To date, more than 20 types of protein scaffolds have been developed, with the most frequently used being affibody, adnectin, ANTICALIN®, DARPins, and knottin. In this review, we focus on the protein scaffold applications in cancer therapy and diagnosis in the last 5 years, and discuss the pros and cons, and strategies of optimization and design. Although antibodies are well developed and widely used in cancer therapy and diagnostic fields, some defects remain, such as poor tissue penetration, long in vivo metabolic retention, potential cytotoxicity, patent limitation, and high production cost.![]()
Collapse
Affiliation(s)
- Renli Luo
- Department of Molecular Medicine, College of Life and Health Sciences, Northeastern University Shenyang China
| | - Hongguang Liu
- Department of Molecular Medicine, College of Life and Health Sciences, Northeastern University Shenyang China
| | - Zhen Cheng
- State Key Laboratory of Drug Research, Molecular Imaging Center, Shanghai Institute of Materia Medica, Chinese Academy of Sciences Shanghai 201203 China
- Drug Discovery Shandong Laboratory, Bohai Rim Advanced Research Institute for Drug Discovery Yantai Shandong 264117 China
| |
Collapse
|
3
|
Uchida M, Maier B, Waghwani HK, Selivanovitch E, Pay SL, Avera J, Yun EJ, Sandoval RM, Molitoris BA, Zollman A, Douglas T, Hato T. The archaeal Dps nanocage targets kidney proximal tubules via glomerular filtration. J Clin Invest 2020; 129:3941-3951. [PMID: 31424427 DOI: 10.1172/jci127511] [Citation(s) in RCA: 22] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/16/2019] [Accepted: 06/18/2019] [Indexed: 12/15/2022] Open
Abstract
Nature exploits cage-like proteins for a variety of biological purposes, from molecular packaging and cargo delivery to catalysis. These cage-like proteins are of immense importance in nanomedicine due to their propensity to self-assemble from simple identical building blocks to highly ordered architecture and the design flexibility afforded by protein engineering. However, delivery of protein nanocages to the renal tubules remains a major challenge because of the glomerular filtration barrier, which effectively excludes conventional size nanocages. Here, we show that DNA-binding protein from starved cells (Dps) - the extremely small archaeal antioxidant nanocage - is able to cross the glomerular filtration barrier and is endocytosed by the renal proximal tubules. Using a model of endotoxemia, we present an example of the way in which proximal tubule-selective Dps nanocages can limit the degree of endotoxin-induced kidney injury. This was accomplished by amplifying the endogenous antioxidant property of Dps with addition of a dinuclear manganese cluster. Dps is the first-in-class protein cage nanoparticle that can be targeted to renal proximal tubules through glomerular filtration. In addition to its therapeutic potential, chemical and genetic engineering of Dps will offer a nanoplatform to advance our understanding of the physiology and pathophysiology of glomerular filtration and tubular endocytosis.
Collapse
Affiliation(s)
- Masaki Uchida
- Department of Chemistry, Indiana University Bloomington, Bloomington, Indiana, USA
| | - Bernhard Maier
- Department of Medicine, Indiana University Indianapolis, Indianapolis, Indiana, USA
| | | | | | - S Louise Pay
- Department of Medicine, Indiana University Indianapolis, Indianapolis, Indiana, USA
| | - John Avera
- Department of Chemistry, Indiana University Bloomington, Bloomington, Indiana, USA
| | - EJun Yun
- Department of Chemistry, Indiana University Bloomington, Bloomington, Indiana, USA
| | - Ruben M Sandoval
- Department of Medicine, Indiana University Indianapolis, Indianapolis, Indiana, USA
| | - Bruce A Molitoris
- Department of Medicine, Indiana University Indianapolis, Indianapolis, Indiana, USA
| | - Amy Zollman
- Department of Medicine, Indiana University Indianapolis, Indianapolis, Indiana, USA
| | - Trevor Douglas
- Department of Chemistry, Indiana University Bloomington, Bloomington, Indiana, USA
| | - Takashi Hato
- Department of Medicine, Indiana University Indianapolis, Indianapolis, Indiana, USA
| |
Collapse
|
4
|
Du F, Kruziki MA, Zudock EJ, Zhang Y, Lown PS, Hackel BJ. Engineering an EGFR-binding Gp2 domain for increased hydrophilicity. Biotechnol Bioeng 2019; 116:526-535. [PMID: 30536855 PMCID: PMC6358468 DOI: 10.1002/bit.26893] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/10/2018] [Revised: 11/26/2018] [Accepted: 12/06/2018] [Indexed: 11/07/2022]
Abstract
The Gp2 domain is a 45 amino-acid scaffold that has been evolved for specific, high-affinity binding towards multiple targets and was proven useful in molecular imaging and biological antagonism. It was hypothesized that Gp2 may benefit from increased hydrophilicity for improved physiological distribution as well as for physicochemical robustness. We identified seven exposed hydrophobic sites for hydrophilic mutations and experimentally evaluated single mutants, which yielded six mutations that do not substantially hinder expression, binding affinity or specificity (to epidermal growth factor receptor), and thermal stability. Eight combinations of these mutations improved hydrophilicity relative to the parental Gp2 clone as assessed by reverse-phase high-performance liquid chromatography (p < 0.05). Secondary structures and refolding abilities of the selected single mutants and all multimutants were unchanged relative to the parental ligand. A variant with five hydrophobic-to-hydrophilic mutations was identified with enhanced solubility as well as reasonable binding affinity ( K d = 53-63 nM), recombinant yield (1.3 ± 0.8 mg/L), and thermal stability ( T m = 53 ± 3°C). An alternative variant with a cluster of three leucine-to-hydrophilic mutations was identified with increased solubility, nominally increased binding affinity ( K d = 13-28 nM) and reasonable thermal stability ( T m = 54.0 ± 0.6°C) but reduced yield (0.4 ± 0.3 mg/L). In addition, a ≥7°C increase in the midpoint of thermal denaturation was observed in one of the single mutants (T21N). These mutants highlight the physicochemical tradeoffs associated with hydrophobic-to-hydrophilic mutation within a small protein, improve the solubility and hydrophilicity of an existent molecular imaging probe, and provide a more hydrophilic starting point for discovery of new Gp2 ligands towards additional targets.
Collapse
Affiliation(s)
- Feifan Du
- Department of Chemical Engineering and Materials Science, University of Minnesota - Twin Cities, Minneapolis, Minnesota
| | - Max A Kruziki
- Department of Chemical Engineering and Materials Science, University of Minnesota - Twin Cities, Minneapolis, Minnesota
| | - Elizabeth J Zudock
- Department of Chemical Engineering and Materials Science, University of Minnesota - Twin Cities, Minneapolis, Minnesota
| | - Yi Zhang
- Department of Chemical Engineering and Materials Science, University of Minnesota - Twin Cities, Minneapolis, Minnesota
| | - Patrick S Lown
- Department of Chemical Engineering and Materials Science, University of Minnesota - Twin Cities, Minneapolis, Minnesota
| | - Benjamin J Hackel
- Department of Chemical Engineering and Materials Science, University of Minnesota - Twin Cities, Minneapolis, Minnesota
| |
Collapse
|
5
|
Case BA, Kruziki MA, Johnson SM, Hackel BJ. Engineered Charge Redistribution of Gp2 Proteins through Guided Diversity for Improved PET Imaging of Epidermal Growth Factor Receptor. Bioconjug Chem 2018; 29:1646-1658. [PMID: 29579383 PMCID: PMC6051758 DOI: 10.1021/acs.bioconjchem.8b00144] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/17/2022]
Abstract
The Gp2 domain is a protein scaffold for synthetic ligand engineering. However, the native protein function results in a heterogeneous distribution of charge on the conserved surface, which may hinder further development and utility. We aim to modulate charge, without diminishing function, which is challenging in small proteins where each mutation is a significant fraction of protein structure. We constructed rationally guided combinatorial libraries with charge-neutralizing or charge-flipping mutations and sorted them, via yeast display and flow cytometry, for stability and target binding. Deep sequencing of functional variants revealed effective mutations both in clone-dependent contexts and broadly across binders to epidermal growth factor receptor (EGFR), insulin receptor, and immunoglobulin G. Functional mutants averaged 4.3 charge neutralizing mutations per domain while maintaining net negative charge. We evolved an EGFR-targeted Gp2 mutant that reduced charge density by 33%, maintained net charge, and improved charge distribution homogeneity while elevating thermal stability ( Tm = 87 ± 1 °C), improving binding specificity, and maintaining affinity ( Kd = 8.8 ± 0.6 nM). This molecule was conjugated with 1,4,7-triazacyclononane,1-glutaric acid-4,7-acetic acid for 64Cu chelation and evaluated for physiological distribution in mice with xenografted A431 (EGFRhigh) and MDA-MB-435 (EGFRlow) tumors. Excised tissue gamma counting and positron emission tomography/computed tomography imaging revealed good EGFRhigh tumor signal (4.7 ± 0.5%ID/g) at 2 h post-injection and molecular specificity evidenced by low uptake in EGFRlow tumors (0.6 ± 0.1%ID/g, significantly lower than for non-charge-modified Gp2, p = 0.01). These results provide charge mutations for an improved Gp2 framework, validate an effective approach to charge engineering, and advance performance of physiological EGFR targeting for molecular imaging.
Collapse
Affiliation(s)
- Brett A. Case
- University of Minnesota – Twin Cities, Department of Chemical Engineering and Materials Science, 421 Washington Avenue SE, Minneapolis, MN 55455
| | - Max A. Kruziki
- University of Minnesota – Twin Cities, Department of Chemical Engineering and Materials Science, 421 Washington Avenue SE, Minneapolis, MN 55455
| | - Sadie M. Johnson
- University of Minnesota – Twin Cities, Department of Chemical Engineering and Materials Science, 421 Washington Avenue SE, Minneapolis, MN 55455
| | - Benjamin J. Hackel
- University of Minnesota – Twin Cities, Department of Chemical Engineering and Materials Science, 421 Washington Avenue SE, Minneapolis, MN 55455
| |
Collapse
|
6
|
Sirois AR, Deny DA, Baierl SR, George KS, Moore SJ. Fn3 proteins engineered to recognize tumor biomarker mesothelin internalize upon binding. PLoS One 2018; 13:e0197029. [PMID: 29738555 PMCID: PMC5940182 DOI: 10.1371/journal.pone.0197029] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/09/2017] [Accepted: 03/20/2018] [Indexed: 11/19/2022] Open
Abstract
Mesothelin is a cell surface protein that is overexpressed in numerous cancers, including breast, ovarian, lung, liver, and pancreatic tumors. Aberrant expression of mesothelin has been shown to promote tumor progression and metastasis through interaction with established tumor biomarker CA125. Therefore, molecules that specifically bind to mesothelin have potential therapeutic and diagnostic applications. However, no mesothelin-targeting molecules are currently approved for routine clinical use. While antibodies that target mesothelin are in development, some clinical applications may require a targeting molecule with an alternative protein fold. For example, non-antibody proteins are more suitable for molecular imaging and may facilitate diverse chemical conjugation strategies to create drug delivery complexes. In this work, we engineered variants of the fibronectin type III domain (Fn3) non-antibody protein scaffold to bind to mesothelin with high affinity, using directed evolution and yeast surface display. Lead engineered Fn3 variants were solubly produced and purified from bacterial culture at high yield. Upon specific binding to mesothelin on human cancer cell lines, the engineered Fn3 proteins internalized and co-localized to early endosomes. To our knowledge, this is the first report of non-antibody proteins engineered to bind mesothelin. The results validate that non-antibody proteins can be engineered to bind to tumor biomarker mesothelin, and encourage the continued development of engineered variants for applications such as targeted diagnostics and therapeutics.
Collapse
Affiliation(s)
- Allison R. Sirois
- Molecular and Cellular Biology Program, University of Massachusetts, Amherst, Amherst, Massachusetts, United States of America
- Picker Engineering Program, Smith College, Northampton, Massachusetts, United States of America
| | - Daniela A. Deny
- Department of Biochemistry, Smith College, Northampton, Massachusetts, United States of America
| | - Samantha R. Baierl
- Picker Engineering Program, Smith College, Northampton, Massachusetts, United States of America
| | - Katia S. George
- Department of Biochemistry, Smith College, Northampton, Massachusetts, United States of America
| | - Sarah J. Moore
- Molecular and Cellular Biology Program, University of Massachusetts, Amherst, Amherst, Massachusetts, United States of America
- Picker Engineering Program, Smith College, Northampton, Massachusetts, United States of America
- Department of Biological Sciences, Smith College, Northampton, Massachusetts, United States of America
- * E-mail:
| |
Collapse
|
7
|
Case BA, Kruziki MA, Stern LA, Hackel BJ. Evaluation of affibody charge modification identified by synthetic consensus design in molecular PET imaging of epidermal growth factor receptor. MOLECULAR SYSTEMS DESIGN & ENGINEERING 2018; 3:171-182. [PMID: 31467687 PMCID: PMC6715147 DOI: 10.1039/c7me00095b] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/10/2023]
Abstract
Tumor overexpression of epidermal growth factor receptor (EGFR) correlates to therapeutic response in select patient populations. Thus, molecular positron emission tomography (PET) imaging of EGFR could stratify responders versus non-responders. We previously demonstrated effectiveness of a "synthetic consensus" design principle to identify six neutralizing mutations within a 58-amino acid EGFR-targeted affibody domain. Herein, we extend the approach to identify additional neutralized variants that vary net charge from -2 to either -4 or +4 while retaining high affinity (1.6 ± 1.2 nM and 2.5 ± 0.7 nM), specific binding to EGFR, secondary structure, and stability (Tm = 68 °C and 59 °C). We radiolabeled the resultant collection of five charge variants with 64Cu and evaluated PET imaging performance in murine models with subcutaneously xenografted EGFRhigh and EGFRlow tumors. All variants exhibited good EGFRhigh tumor imaging as early as 1 h, with EA35S (+3/-5) achieving 7.7 ± 1.4 %ID/g tumor at 4 h with 1.5 ± 0.3%ID/g EGFRlow tumor, 34 ± 5 tumor:muscle and 12 ± 3 tumor:blood ratios. The positively charged EA62S mutant (+6/-2) exhibited 2.2-3.3-fold higher liver signal than the other variants (p<0.01). The EA68 variant with higher charge density was more stable to human and mouse serum than neutralized variants. In a comparison of radiometal chelators, 1,4,7-triazacyclononane,1-glutaric acid-4,7-acetic acid (NODAGA) exhibited superior physiological specificity to 1,4,7,10-tetraazacyclododecane-1,4,7,10-tetraacetic acid (DOTA). In total, these studies comparatively evaluated a set of EGFR-targeted affibodies varying in net charge and charge density, which revealed functional variations that are useful in engineering an ideal probe for translational studies.
Collapse
Affiliation(s)
- Brett A Case
- Department of Chemical Engineering and Materials Science, University of Minnesota - Twin Cities, Minneapolis, MN 55455
| | - Max A Kruziki
- Department of Chemical Engineering and Materials Science, University of Minnesota - Twin Cities, Minneapolis, MN 55455
| | - Lawrence A Stern
- Department of Chemical Engineering and Materials Science, University of Minnesota - Twin Cities, Minneapolis, MN 55455
| | - Benjamin J Hackel
- Department of Chemical Engineering and Materials Science, University of Minnesota - Twin Cities, Minneapolis, MN 55455
| |
Collapse
|
8
|
Goux M, Becker G, Gorré H, Dammicco S, Desselle A, Egrise D, Leroi N, Lallemand F, Bahri MA, Doumont G, Plenevaux A, Cinier M, Luxen A. Nanofitin as a New Molecular-Imaging Agent for the Diagnosis of Epidermal Growth Factor Receptor Over-Expressing Tumors. Bioconjug Chem 2017; 28:2361-2371. [PMID: 28825794 DOI: 10.1021/acs.bioconjchem.7b00374] [Citation(s) in RCA: 24] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
Abstract
Epidermal growth-factor receptor (EGFR) is involved in cell growth and proliferation and is over-expressed in malignant tissues. Although anti-EGFR-based immunotherapy became a standard of care for patients with EGFR-positive tumors, this strategy of addressing cancer tumors by targeting EGFR with monoclonal antibodies is less-developed for patient diagnostic and monitoring. Indeed, antibodies exhibit a slow blood clearance, which is detrimental for positron emission tomography (PET) imaging. New molecular probes are proposed to overcome such limitations for patient monitoring, making use of low-molecular-weight protein scaffolds as alternatives to antibodies, such as Nanofitins with better pharmacokinetic profiles. Anti-EGFR Nanofitin B10 was reformatted by genetic engineering to exhibit a unique cysteine moiety at its C-terminus, which allows the development of a fast and site-specific radiolabeling procedure with 18F-4-fluorobenzamido-N-ethylamino-maleimide (18F-FBEM). The in vivo tumor targeting and imaging profile of the anti-EGFR Cys-B10 Nanofitin was investigated in a double-tumor xenograft model by static small-animal PET at 2 h after tail-vein injection of the radiolabeled Nanofitin 18F-FBEM-Cys-B10. The image showed that the EGFR-positive tumor (A431) is clearly delineated in comparison to the EGFR-negative tumor (H520) with a significant tumor-to-background contrast. 18F-FBEM-Cys-B10 demonstrated a significantly higher retention in A431 tumors than in H520 tumors at 2.5 h post-injection with a A431-to-H520 uptake ratio of 2.53 ± 0.18 and a tumor-to-blood ratio of 4.55 ± 0.63. This study provides the first report of Nanofitin scaffold used as a targeted PET radiotracer for in vivo imaging of EGFR-positive tumor, with the anti-EGFR B10 Nanofitin used as proof-of-concept. The fast generation of specific Nanofitins via a fully in vitro selection process, together with the excellent imaging features of the Nanofitin scaffold, could facilitate the development of valuable PET-based companion diagnostics.
Collapse
Affiliation(s)
| | | | - Harmony Gorré
- Affilogic SAS , 21 rue La Noue Bras de Fer, 44200 Nantes, France
| | | | - Ariane Desselle
- Affilogic SAS , 21 rue La Noue Bras de Fer, 44200 Nantes, France
| | - Dominique Egrise
- Centre for Microscopy and Molecular Imaging, Université Libre de Bruxelles , 8 Rue Adrienne Bolland, 6041 Gosselies, Belgium.,Service de Médecine Nucléaire, Hôpital Erasme, Université Libre de Bruxelles , Brussels, Belgium
| | - Natacha Leroi
- GIGA-Cancer, Laboratory of Tumor and Development Biology, University of Liège , Avenue de l'Hopital, 4000 Liège, Belgium
| | | | | | - Gilles Doumont
- Centre for Microscopy and Molecular Imaging, Université Libre de Bruxelles , 8 Rue Adrienne Bolland, 6041 Gosselies, Belgium
| | | | - Mathieu Cinier
- Affilogic SAS , 21 rue La Noue Bras de Fer, 44200 Nantes, France
| | | |
Collapse
|
9
|
Kruziki MA, Case BA, Chan JY, Zudock EJ, Woldring DR, Yee D, Hackel BJ. 64Cu-Labeled Gp2 Domain for PET Imaging of Epidermal Growth Factor Receptor. Mol Pharm 2016; 13:3747-3755. [PMID: 27696863 DOI: 10.1021/acs.molpharmaceut.6b00538] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/27/2023]
Abstract
This purpose of this study is to determine the efficacy of a 45-amino acid Gp2 domain, engineered to bind to epidermal growth factor receptor (EGFR), as a positron emission tomography (PET) probe of EGFR in a xenograft mouse model. The EGFR-targeted Gp2 (Gp2-EGFR) and a nonbinding control were site-specifically labeled with 1,4,7,10-tetraazacyclododecane-1,4,7,10-tetraacetic acid (DOTA) chelator. Binding affinity was tested toward human EGFR and mouse EGFR. Biological activity on downstream EGFR signaling was examined in cell culture. DOTA-Gp2 molecules were labeled with 64Cu and intravenously injected (0.6-2.3 MBq) into mice bearing EGFRhigh (n = 7) and EGFRlow (n = 4) xenografted tumors. PET/computed tomography (CT) images were acquired at 45 min, 2 h, and 24 h. Dynamic PET (25 min) was also acquired. Tomography results were verified with gamma counting of resected tissues. Two-tailed t tests with unequal variances provided statistical comparison. DOTA-Gp2-EGFR bound strongly to human (KD = 7 ± 5 nM) and murine (KD = 29 ± 6 nM) EGFR, and nontargeted Gp2 had no detectable binding. Gp2-EGFR did not agonize EGFR nor antagonize EGF-EGFR. 64Cu-Gp2-EGFR tracer effectively localized to EGFRhigh tumors at 45 min (3.2 ± 0.5%ID/g). High specificity was observed with significantly lower uptake in EGFRlow tumors (0.9 ± 0.3%ID/g, p < 0.001), high tumor-to-background ratios (11 ± 6 tumor/muscle, p < 0.001). Nontargeted Gp2 tracer had low uptake in EGFRhigh tumors (0.5 ± 0.3%ID/g, p < 0.001). Similar data was observed at 2 h, and tumor signal was retained at 24 h (2.9 ± 0.3%ID/g). An engineered Gp2 PET imaging probe exhibited low background and target-specific EGFRhigh tumor uptake at 45 min, with tumor signal retained at 24 h postinjection, and compared favorably with published EGFR PET probes for alternative protein scaffolds. These beneficial in vivo characteristics, combined with thermal stability, efficient evolution, and small size of the Gp2 domain validate its use as a future class of molecular imaging agents.
Collapse
Affiliation(s)
- Max A Kruziki
- Department of Chemical Engineering and Materials Science, ‡Department of Pharmacology, §Department of Medicine, and ∥Masonic Cancer Center, University of Minnesota-Twin Cities , 421 16th Avenue SE, Minneapolis, Minnesota 55455, United States
| | - Brett A Case
- Department of Chemical Engineering and Materials Science, ‡Department of Pharmacology, §Department of Medicine, and ∥Masonic Cancer Center, University of Minnesota-Twin Cities , 421 16th Avenue SE, Minneapolis, Minnesota 55455, United States
| | - Jie Y Chan
- Department of Chemical Engineering and Materials Science, ‡Department of Pharmacology, §Department of Medicine, and ∥Masonic Cancer Center, University of Minnesota-Twin Cities , 421 16th Avenue SE, Minneapolis, Minnesota 55455, United States
| | - Elizabeth J Zudock
- Department of Chemical Engineering and Materials Science, ‡Department of Pharmacology, §Department of Medicine, and ∥Masonic Cancer Center, University of Minnesota-Twin Cities , 421 16th Avenue SE, Minneapolis, Minnesota 55455, United States
| | - Daniel R Woldring
- Department of Chemical Engineering and Materials Science, ‡Department of Pharmacology, §Department of Medicine, and ∥Masonic Cancer Center, University of Minnesota-Twin Cities , 421 16th Avenue SE, Minneapolis, Minnesota 55455, United States
| | - Douglas Yee
- Department of Chemical Engineering and Materials Science, ‡Department of Pharmacology, §Department of Medicine, and ∥Masonic Cancer Center, University of Minnesota-Twin Cities , 421 16th Avenue SE, Minneapolis, Minnesota 55455, United States
| | - Benjamin J Hackel
- Department of Chemical Engineering and Materials Science, ‡Department of Pharmacology, §Department of Medicine, and ∥Masonic Cancer Center, University of Minnesota-Twin Cities , 421 16th Avenue SE, Minneapolis, Minnesota 55455, United States
| |
Collapse
|
10
|
Case BA, Hackel BJ. Synthetic and natural consensus design for engineering charge within an affibody targeting epidermal growth factor receptor. Biotechnol Bioeng 2016; 113:1628-38. [PMID: 26724421 PMCID: PMC5200887 DOI: 10.1002/bit.25931] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/17/2015] [Revised: 12/19/2015] [Accepted: 12/28/2015] [Indexed: 01/10/2023]
Abstract
Protein ligand charge can impact physiological delivery with charge reduction often benefiting performance. Yet neutralizing mutations can be detrimental to protein function. Herein, three approaches are evaluated to introduce charged-to-neutral mutations of three cations and three anions within an affibody engineered to bind epidermal growth factor receptor. These approaches-combinatorial library sorting or consensus design, based on natural homologs or library-sorted mutants-are used to identify mutations with favorable affinity, stability, and recombinant yield. Consensus design, based on 942 affibody homologs, yielded a mutant of modest function (Kd = 11 ±4 nM, Tm = 62°C, and yield = 4.0 ± 0.8 mg/L as compared to 5.3 ± 1.7 nM, 71°C, and 3.5 ± 0.3 mg/L for the parental affibody). Extension of consensus design to 10 additional mutants exhibited varied performance including a substantially improved mutant (Kd = 6.9 ± 1.4 nM, Tm = 71°C, and 12.7 ± 0.9 mg/L yield). Sorting a homolog-based combinatorial library of 7 × 10(5) mutants generated a distribution of mutants with lower stability and yield, but did identify one strongly binding variant (Kd = 1.2 ± 0.3 nM, Tm = 69°C, and 6.0 ± 0.4 mg/L yield). Synthetic consensus design, based on the amino acid distribution in functional library mutants, yielded higher affinities (P = 0.05) with comparable stabilities and yields. The best of four analyzed clones had Kd = 1.7 ± 0.5 nM, Tm = 68°C, and 7.0 ± 0.5 mg/L yield. While all three approaches were effective in creating targeted affibodies with six charged-to-neutral mutations, synthetic consensus design proved to be the most robust. Synthetic consensus design provides a valuable tool for ligand engineering, particularly in the context of charge manipulation. Biotechnol. Bioeng. 2016;113: 1628-1638. © 2016 Wiley Periodicals, Inc.
Collapse
Affiliation(s)
- Brett A Case
- Department of Chemical Engineering and Materials Science, University of Minnesota-Twin Cities, 421 Washington Avenue SE, 356 Amundson Hall, Minneapolis, Minnesota, 55455
| | - Benjamin J Hackel
- Department of Chemical Engineering and Materials Science, University of Minnesota-Twin Cities, 421 Washington Avenue SE, 356 Amundson Hall, Minneapolis, Minnesota, 55455.
| |
Collapse
|
11
|
Feiner RC, Müller KM. Recent progress in protein-protein interaction study for EGFR-targeted therapeutics. Expert Rev Proteomics 2016; 13:817-32. [PMID: 27424502 DOI: 10.1080/14789450.2016.1212665] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/21/2022]
Abstract
INTRODUCTION Epidermal growth factor receptor (EGFR) expression is upregulated in many tumors and its aberrant signaling drives progression of many cancer types. Consequently, EGFR has become a clinically validated target as extracellular tumor marker for antibodies as well as for tyrosine kinase inhibitors. Within the last years, new mechanistic insights were uncovered and, based on clinical experience as well as progress in protein engineering, novel bio-therapeutic approaches were developed and tested. AREAS COVERED The potential therapeutic targeting arsenal in the fight against cancer now encompasses bispecific or biparatopic antibodies, DARPins, Adnectins, Affibodies, peptides and combinations of these binding molecules with viral- and nano-particles. We review past and recent binding proteins from the literature and include a brief description of the various targeting approaches. Special attention is given to the binding modes with the EGFR. Expert commentary: Clinical data from the three approved anti EGFR antibodies indicate that there is room for improved therapeutic efficacy. Having choices in size, affinity, avidity and the mode of EGFR binding as well as the possibility to combine various effector functions opens the possibility to rationally design more effective therapeutics.
Collapse
Affiliation(s)
- Rebecca Christine Feiner
- a Cellular and Molecular Biotechnology group, Faculty of Technology , Bielefeld University , Bielefeld , Germany
| | - Kristian Mark Müller
- a Cellular and Molecular Biotechnology group, Faculty of Technology , Bielefeld University , Bielefeld , Germany
| |
Collapse
|
12
|
Mechanistic and quantitative insight into cell surface targeted molecular imaging agent design. Sci Rep 2016; 6:25424. [PMID: 27147293 PMCID: PMC4857130 DOI: 10.1038/srep25424] [Citation(s) in RCA: 24] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/11/2016] [Accepted: 04/15/2016] [Indexed: 12/21/2022] Open
Abstract
Molecular imaging agent design involves simultaneously optimizing multiple probe properties. While several desired characteristics are straightforward, including high affinity and low non-specific background signal, in practice there are quantitative trade-offs between these properties. These include plasma clearance, where fast clearance lowers background signal but can reduce target uptake, and binding, where high affinity compounds sometimes suffer from lower stability or increased non-specific interactions. Further complicating probe development, many of the optimal parameters vary depending on both target tissue and imaging agent properties, making empirical approaches or previous experience difficult to translate. Here, we focus on low molecular weight compounds targeting extracellular receptors, which have some of the highest contrast values for imaging agents. We use a mechanistic approach to provide a quantitative framework for weighing trade-offs between molecules. Our results show that specific target uptake is well-described by quantitative simulations for a variety of targeting agents, whereas non-specific background signal is more difficult to predict. Two in vitro experimental methods for estimating background signal in vivo are compared – non-specific cellular uptake and plasma protein binding. Together, these data provide a quantitative method to guide probe design and focus animal work for more cost-effective and time-efficient development of molecular imaging agents.
Collapse
|
13
|
Woldring DR, Holec PV, Zhou H, Hackel BJ. High-Throughput Ligand Discovery Reveals a Sitewise Gradient of Diversity in Broadly Evolved Hydrophilic Fibronectin Domains. PLoS One 2015; 10:e0138956. [PMID: 26383268 PMCID: PMC4575168 DOI: 10.1371/journal.pone.0138956] [Citation(s) in RCA: 27] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/14/2015] [Accepted: 09/04/2015] [Indexed: 12/25/2022] Open
Abstract
Discovering new binding function via a combinatorial library in small protein scaffolds requires balance between appropriate mutations to introduce favorable intermolecular interactions while maintaining intramolecular integrity. Sitewise constraints exist in a non-spatial gradient from diverse to conserved in evolved antibody repertoires; yet non-antibody scaffolds generally do not implement this strategy in combinatorial libraries. Despite the fact that biased amino acid distributions, typically elevated in tyrosine, serine, and glycine, have gained wider use in synthetic scaffolds, these distributions are still predominantly applied uniformly to diversified sites. While select sites in fibronectin domains and DARPins have shown benefit from sitewise designs, they have not been deeply evaluated. Inspired by this disparity between diversity distributions in natural libraries and synthetic scaffold libraries, we hypothesized that binders resulting from discovery and evolution would exhibit a non-spatial, sitewise gradient of amino acid diversity. To identify sitewise diversities consistent with efficient evolution in the context of a hydrophilic fibronectin domain, >105 binders to six targets were evolved and sequenced. Evolutionarily favorable amino acid distributions at 25 sites reveal Shannon entropies (range: 0.3–3.9; median: 2.1; standard deviation: 1.1) supporting the diversity gradient hypothesis. Sitewise constraints in evolved sequences are consistent with complementarity, stability, and consensus biases. Implementation of sitewise constrained diversity enables direct selection of nanomolar affinity binders validating an efficient strategy to balance inter- and intra-molecular interaction demands at each site.
Collapse
Affiliation(s)
- Daniel R. Woldring
- Department of Chemical Engineering and Materials Science, University of Minnesota, Minneapolis, MN, United States of America
| | - Patrick V. Holec
- Department of Chemical Engineering and Materials Science, University of Minnesota, Minneapolis, MN, United States of America
| | - Hong Zhou
- Department of Chemical Engineering and Materials Science, University of Minnesota, Minneapolis, MN, United States of America
| | - Benjamin J. Hackel
- Department of Chemical Engineering and Materials Science, University of Minnesota, Minneapolis, MN, United States of America
- * E-mail:
| |
Collapse
|
14
|
Vazquez-Lombardi R, Phan TG, Zimmermann C, Lowe D, Jermutus L, Christ D. Challenges and opportunities for non-antibody scaffold drugs. Drug Discov Today 2015; 20:1271-83. [PMID: 26360055 DOI: 10.1016/j.drudis.2015.09.004] [Citation(s) in RCA: 168] [Impact Index Per Article: 18.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/27/2015] [Revised: 08/06/2015] [Accepted: 09/01/2015] [Indexed: 12/22/2022]
Abstract
The first candidates from the promising class of small non-antibody protein scaffolds are now moving into clinical development and practice. Challenges remain, and scaffolds will need to be further tailored toward applications where they provide real advantages over established therapeutics to succeed in a rapidly evolving drug development landscape.
Collapse
Affiliation(s)
- Rodrigo Vazquez-Lombardi
- Garvan Institute of Medical Research, 384 Victoria Street, Darlinghurst, Sydney, NSW 2010, Australia; The University of New South Wales, Faculty of Medicine, St Vincent's Clinical School, Darlinghurst, Sydney, NSW 2010, Australia
| | - Tri Giang Phan
- Garvan Institute of Medical Research, 384 Victoria Street, Darlinghurst, Sydney, NSW 2010, Australia; The University of New South Wales, Faculty of Medicine, St Vincent's Clinical School, Darlinghurst, Sydney, NSW 2010, Australia
| | - Carsten Zimmermann
- University of San Diego, School of Business Administration, 5998 Alcala Park, San Diego, CA 92110, USA
| | - David Lowe
- MedImmune Ltd., Granta Park, Cambridge CB21 6GH, UK
| | - Lutz Jermutus
- MedImmune Ltd., Granta Park, Cambridge CB21 6GH, UK; Trinity Hall, University of Cambridge, Trinity Lane CB2 1TJ, UK.
| | - Daniel Christ
- Garvan Institute of Medical Research, 384 Victoria Street, Darlinghurst, Sydney, NSW 2010, Australia; The University of New South Wales, Faculty of Medicine, St Vincent's Clinical School, Darlinghurst, Sydney, NSW 2010, Australia.
| |
Collapse
|
15
|
Stern LA, Case BA, Hackel BJ. Alternative Non-Antibody Protein Scaffolds for Molecular Imaging of Cancer. Curr Opin Chem Eng 2013; 2. [PMID: 24358455 DOI: 10.1016/j.coche.2013.08.009] [Citation(s) in RCA: 49] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/19/2022]
Abstract
The development of improved methods for early detection and characterization of cancer presents a major clinical challenge. One approach that has shown excellent potential in preclinical and clinical evaluation is molecular imaging with small-scaffold, non-antibody based, engineered proteins. These novel diagnostic agents produce high contrast images due to their fast clearance from the bloodstream and healthy tissues, can be evolved to bind a multitude of cancer biomarkers, and are easily functionalized by site-specific bioconjugation methods. Several small protein scaffolds have been verified for in vivo molecular imaging including affibodies and their two-helix variants, knottins, fibronectins, DARPins, and several natural ligands. Further, the biodistribution of these engineered ligands can be optimized through rational mutation of the conserved regions, careful selection and placement of chelator, and modification of molecular size.
Collapse
Affiliation(s)
- Lawrence A Stern
- Department of Chemical Engineering and Materials Science, University of Minnesota - Twin Cities, Minneapolis, MN 55455
| | - Brett A Case
- Department of Chemical Engineering and Materials Science, University of Minnesota - Twin Cities, Minneapolis, MN 55455
| | - Benjamin J Hackel
- Department of Chemical Engineering and Materials Science, University of Minnesota - Twin Cities, Minneapolis, MN 55455
| |
Collapse
|
16
|
Strand J, Honarvar H, Perols A, Orlova A, Selvaraju RK, Karlström AE, Tolmachev V. Influence of macrocyclic chelators on the targeting properties of (68)Ga-labeled synthetic affibody molecules: comparison with (111)In-labeled counterparts. PLoS One 2013; 8:e70028. [PMID: 23936372 PMCID: PMC3731330 DOI: 10.1371/journal.pone.0070028] [Citation(s) in RCA: 48] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/28/2013] [Accepted: 06/19/2013] [Indexed: 11/26/2022] Open
Abstract
Affibody molecules are a class of small (7 kDa) non-immunoglobulin scaffold-based affinity proteins, which have demonstrated substantial potential as probes for radionuclide molecular imaging. The use of positron emission tomography (PET) would further increase the resolution and quantification accuracy of Affibody-based imaging. The rapid in vivo kinetics of Affibody molecules permit the use of the generator-produced radionuclide 68Ga (T1/2 = 67.6 min). Earlier studies have demonstrated that the chemical nature of chelators has a substantial influence on the biodistribution properties of Affibody molecules. To determine an optimal labeling approach, the macrocyclic chelators 1,4,7,10-tetraazacylododecane-1,4,7,10-tetraacetic acid (DOTA), 1,4,7-triazacyclononane-N,N,N-triacetic acid (NOTA) and 1-(1,3-carboxypropyl)-1,4,7- triazacyclononane-4,7-diacetic acid (NODAGA) were conjugated to the N-terminus of the synthetic Affibody molecule ZHER2:S1 targeting HER2. Affibody molecules were labeled with 68Ga, and their binding specificity and cellular processing were evaluated. The biodistribution of 68Ga-DOTA-ZHER2:S1,68Ga-NOTA-ZHER2:S1 and 68Ga-NODAGA-ZHER2:S1, as well as that of their 111In-labeled counterparts, was evaluated in BALB/C nu/nu mice bearing HER2-expressing SKOV3 xenografts. The tumor uptake for 68Ga-DOTA-ZHER2:S1 (17.9±0.7%IA/g) was significantly higher than for both 68Ga-NODAGA-ZHER2:S1(16.13±0.67%IA/g) and 68Ga-NOTA-ZHER2:S1 (13±3%IA/g) at 2 h after injection. 68Ga-NODAGA-ZHER2:S1 had the highest tumor-to-blood ratio (60±10) in comparison with both 68Ga-DOTA-ZHER2:S1 (28±4) and 68Ga-NOTA-ZHER2:S1 (42±11). The tumor-to-liver ratio was also higher for 68Ga-NODAGA-ZHER2:S1 (7±2) than the DOTA and NOTA conjugates (5.5±0.6 vs.3.3±0.6). The influence of chelator on the biodistribution and targeting properties was less pronounced for 68Ga than for 111In. The results of this study demonstrate that macrocyclic chelators conjugated to the N-terminus have a substantial influence on the biodistribution of HER2-targeting Affibody molecules labeled with 68Ga.This can be utilized to enhance the imaging contrast of PET imaging using Affibody molecules and improve the sensitivity of molecular imaging. The study demonstrated an appreciable difference of chelator influence for 68Ga and 111In.
Collapse
Affiliation(s)
- Joanna Strand
- Unit of Biomedical Radiation Sciences, Rudbeck Laboratory, Uppsala University, Uppsala, Sweden
| | - Hadis Honarvar
- Unit of Biomedical Radiation Sciences, Rudbeck Laboratory, Uppsala University, Uppsala, Sweden
| | - Anna Perols
- Division of Protein Technology, School of Biotechnology, KTH Royal Institute of Technology, Stockholm, Sweden
| | - Anna Orlova
- Preclinical PET Platform, Department of Medicinal Chemistry, Uppsala University, Uppsala, Sweden
| | - Ram Kumar Selvaraju
- Preclinical PET Platform, Department of Medicinal Chemistry, Uppsala University, Uppsala, Sweden
| | - Amelie Eriksson Karlström
- Division of Protein Technology, School of Biotechnology, KTH Royal Institute of Technology, Stockholm, Sweden
| | - Vladimir Tolmachev
- Unit of Biomedical Radiation Sciences, Rudbeck Laboratory, Uppsala University, Uppsala, Sweden
- * E-mail:
| |
Collapse
|
17
|
Moore SJ, Leung CL, Norton HK, Cochran JR. Engineering agatoxin, a cystine-knot peptide from spider venom, as a molecular probe for in vivo tumor imaging. PLoS One 2013; 8:e60498. [PMID: 23573262 PMCID: PMC3616073 DOI: 10.1371/journal.pone.0060498] [Citation(s) in RCA: 38] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/10/2012] [Accepted: 02/26/2013] [Indexed: 11/18/2022] Open
Abstract
BACKGROUND Cystine-knot miniproteins, also known as knottins, have shown great potential as molecular scaffolds for the development of targeted therapeutics and diagnostic agents. For this purpose, previous protein engineering efforts have focused on knottins based on the Ecballium elaterium trypsin inhibitor (EETI) from squash seeds, the Agouti-related protein (AgRP) neuropeptide from mammals, or the Kalata B1 uterotonic peptide from plants. Here, we demonstrate that Agatoxin (AgTx), an ion channel inhibitor found in spider venom, can be used as a molecular scaffold to engineer knottins that bind with high-affinity to a tumor-associated integrin receptor. METHODOLOGY/PRINCIPAL FINDINGS We used a rational loop-grafting approach to engineer AgTx variants that bound to αvβ3 integrin with affinities in the low nM range. We showed that a disulfide-constrained loop from AgRP, a structurally-related knottin, can be substituted into AgTx to confer its high affinity binding properties. In parallel, we identified amino acid mutations required for efficient in vitro folding of engineered integrin-binding AgTx variants. Molecular imaging was used to evaluate in vivo tumor targeting and biodistribution of an engineered AgTx knottin compared to integrin-binding knottins based on AgRP and EETI. Knottin peptides were chemically synthesized and conjugated to a near-infrared fluorescent dye. Integrin-binding AgTx, AgRP, and EETI knottins all generated high tumor imaging contrast in U87MG glioblastoma xenograft models. Interestingly, EETI-based knottins generated significantly lower non-specific kidney imaging signals compared to AgTx and AgRP-based knottins. CONCLUSIONS/SIGNIFICANCE In this study, we demonstrate that AgTx, a knottin from spider venom, can be engineered to bind with high affinity to a tumor-associated receptor target. This work validates AgTx as a viable molecular scaffold for protein engineering, and further demonstrates the promise of using tumor-targeting knottins as probes for in vivo molecular imaging.
Collapse
Affiliation(s)
- Sarah J. Moore
- Department of Bioengineering, Stanford University, Stanford, California, United States of America
| | - Cheuk Lun Leung
- Department of Chemical Engineering, Stanford University, Stanford, California, United States of America
| | - Heidi K. Norton
- Department of Bioengineering, Stanford University, Stanford, California, United States of America
| | - Jennifer R. Cochran
- Department of Bioengineering, Stanford University, Stanford, California, United States of America
- Department of Chemical Engineering, Stanford University, Stanford, California, United States of America
- Stanford Cancer Institute and Bio-X Program, Stanford, California, United States of America
| |
Collapse
|