Matching Items (50)
Description
Serial femtosecond crystallography (SFX) uses diffraction patterns from crystals delivered in a serial fashion to an X-Ray Free Electron Laser (XFEL) for structure determination. Typically, each diffraction pattern is a snapshot from a different crystal. SFX limits the effect of radiation damage and enables the use of nano/micro crystals for structure determination. However, analysis of SFX data is challenging since each snapshot is processed individually.
Many photosystem II (PSII) dataset have been collected at XFELs, several of which are time-resolved (containing both dark and laser illuminated frames). Comparison of light and dark datasets requires understanding systematic errors that can be introduced during data analysis. This dissertation describes data analysis of PSII datasets with a focus on the effect of parameters on later results. The influence of the subset of data used in the analysis is also examined and several criteria are screened for their utility in creating better subsets of data. Subsets are compared with Bragg data analysis and continuous diffuse scattering data analysis.
A new tool, DatView aids in the creation of subsets and visualization of statistics. DatView was developed to improve the loading speed to visualize statistics of large SFX datasets and simplify the creation of subsets based on the statistics. It combines the functionality of several existing visualization tools into a single interface, improving the exploratory power of the tool. In addition, it has comparison features that allow a pattern-by-pattern analysis of the effect of processing parameters. \emph{DatView} improves the efficiency of SFX data analysis by reducing loading time and providing novel visualization tools.
Many photosystem II (PSII) dataset have been collected at XFELs, several of which are time-resolved (containing both dark and laser illuminated frames). Comparison of light and dark datasets requires understanding systematic errors that can be introduced during data analysis. This dissertation describes data analysis of PSII datasets with a focus on the effect of parameters on later results. The influence of the subset of data used in the analysis is also examined and several criteria are screened for their utility in creating better subsets of data. Subsets are compared with Bragg data analysis and continuous diffuse scattering data analysis.
A new tool, DatView aids in the creation of subsets and visualization of statistics. DatView was developed to improve the loading speed to visualize statistics of large SFX datasets and simplify the creation of subsets based on the statistics. It combines the functionality of several existing visualization tools into a single interface, improving the exploratory power of the tool. In addition, it has comparison features that allow a pattern-by-pattern analysis of the effect of processing parameters. \emph{DatView} improves the efficiency of SFX data analysis by reducing loading time and providing novel visualization tools.
ContributorsStander, Natasha (Author) / Fromme, Petra (Thesis advisor) / Zatsepin, Nadia (Thesis advisor) / Kirian, Richard (Committee member) / Liu, Wei (Committee member) / Arizona State University (Publisher)
Created2019
Description
In the past decade, technological breakthroughs have facilitated structure determination of so many difficult-to-study membrane protein targets. In this thesis research, three techniques were investigated to enable the structural determination of such challenging targets, polychromatic pink-beam serial crystallography with high-viscous sample, lipidic cubic phase (LCP)-based microcrystal electron diffraction (MicroED), and single-particle cryogenic electron microscopy targeting (cryoEM).
Inspired by the successful serial crystallography (SX) experiment at a synchrotron radiation source, it is first-time equipping the high-viscosity injector to X-ray fluxes increased at 100 times by a moderate increased in bandwidth to perform the pink beam SX experiments. The structure of proteinase K (PK) was determined to 1.8 Å resolution with 4 consecutive 100 ps X-ray pink beam pulse exposures. The structure of human A2A adenosine receptor (A2AAR) reached to a 4.2 Å resolution using 24 consecutive X-ray pink beam pulse exposures. It has proven the feasibility to utilize such storage-ring synchrotron sources complemented to serial femtosecond crystallography, presenting new opportunities for microcrystallography and the time-resolved experiments.
As an alternative approach to serial femtosecond crystallography, a novel protocol was developed to combine the lipidic cubic phase crystallization approach and microED strategy and solved the structure from LCP-embedded proteinase K microcrystals with the comparable high resolution to conventional crystallographic method.
It cannot be neglected that only very few portions of membrane proteins were able to be successfully crystallized for structure determination. Single particle cryoEM method allows the structural studies from protein molecules detour away from crystallization. An atomic resolution structure of the β1-AR bound with agonist in complex with Gs protein, with particle size of less than 200 kDa, was determined by cryoEM, reaching to an atomic resolution of 3.8 Å. The complex structure captured a fully active conformation and revealed the important mechanisms of how the agonist bound receptor activated Gs protein.
These technological developments provide more opportunities to the structural biology community to discover mechanisms underlying such complicated machinery network, which would eventually benefit the structure-based drug discovery.
Inspired by the successful serial crystallography (SX) experiment at a synchrotron radiation source, it is first-time equipping the high-viscosity injector to X-ray fluxes increased at 100 times by a moderate increased in bandwidth to perform the pink beam SX experiments. The structure of proteinase K (PK) was determined to 1.8 Å resolution with 4 consecutive 100 ps X-ray pink beam pulse exposures. The structure of human A2A adenosine receptor (A2AAR) reached to a 4.2 Å resolution using 24 consecutive X-ray pink beam pulse exposures. It has proven the feasibility to utilize such storage-ring synchrotron sources complemented to serial femtosecond crystallography, presenting new opportunities for microcrystallography and the time-resolved experiments.
As an alternative approach to serial femtosecond crystallography, a novel protocol was developed to combine the lipidic cubic phase crystallization approach and microED strategy and solved the structure from LCP-embedded proteinase K microcrystals with the comparable high resolution to conventional crystallographic method.
It cannot be neglected that only very few portions of membrane proteins were able to be successfully crystallized for structure determination. Single particle cryoEM method allows the structural studies from protein molecules detour away from crystallization. An atomic resolution structure of the β1-AR bound with agonist in complex with Gs protein, with particle size of less than 200 kDa, was determined by cryoEM, reaching to an atomic resolution of 3.8 Å. The complex structure captured a fully active conformation and revealed the important mechanisms of how the agonist bound receptor activated Gs protein.
These technological developments provide more opportunities to the structural biology community to discover mechanisms underlying such complicated machinery network, which would eventually benefit the structure-based drug discovery.
ContributorsZhu, Lan, Ph.D (Author) / Liu, Wei (Thesis advisor) / Mills, Jeremy (Committee member) / Stephanopoulos, Nicholas (Committee member) / Arizona State University (Publisher)
Created2019
Description
This dissertation explores thermal effects and electrical characteristics in metal-oxide-semiconductor field effect transistor (MOSFET) devices and circuits using a multiscale dual-carrier approach. Simulating electron and hole transport with carrier-phonon interactions for thermal transport allows for the study of complementary logic circuits with device level accuracy in electrical characteristics and thermal effects. The electrical model is comprised of an ensemble Monte Carlo solution to the Boltzmann Transport Equation coupled with an iterative solution to two-dimensional (2D) Poisson’s equation. The thermal model solves the energy balance equations accounting for carrier-phonon and phonon-phonon interactions. Modeling of circuit behavior uses parametric iteration to ensure current and voltage continuity. This allows for modeling of device behavior, analyzing circuit performance, and understanding thermal effects.
The coupled electro-thermal approach, initially developed for individual n-channel MOSFET (NMOS) devices, now allows multiple devices in tandem providing a platform for better comparison with heater-sensor experiments. The latest electro-thermal solver allows simulation of multiple NMOS and p-channel MOSFET (PMOS) devices, providing a platform for the study of complementary MOSFET (CMOS) circuit behavior. Modeling PMOS devices necessitates the inclusion of hole transport and hole-phonon interactions. The analysis of CMOS circuits uses the electro-thermal device simulation methodology alongside parametric iteration to ensure current continuity. Simulating a CMOS inverter and analyzing the extracted voltage transfer characteristics verifies the efficacy of this methodology. This work demonstrates the effectiveness of the dual-carrier electro-thermal solver in simulating thermal effects in CMOS circuits.
The coupled electro-thermal approach, initially developed for individual n-channel MOSFET (NMOS) devices, now allows multiple devices in tandem providing a platform for better comparison with heater-sensor experiments. The latest electro-thermal solver allows simulation of multiple NMOS and p-channel MOSFET (PMOS) devices, providing a platform for the study of complementary MOSFET (CMOS) circuit behavior. Modeling PMOS devices necessitates the inclusion of hole transport and hole-phonon interactions. The analysis of CMOS circuits uses the electro-thermal device simulation methodology alongside parametric iteration to ensure current continuity. Simulating a CMOS inverter and analyzing the extracted voltage transfer characteristics verifies the efficacy of this methodology. This work demonstrates the effectiveness of the dual-carrier electro-thermal solver in simulating thermal effects in CMOS circuits.
ContributorsDaugherty, Robin (Author) / Vasileska, Dragica (Thesis advisor) / Aberle, James T., 1961- (Committee member) / Ferry, David (Committee member) / Goodnick, Stephen (Committee member) / Arizona State University (Publisher)
Created2019
Description
Non-alcoholic fatty liver disease occurs when triglycerides are stored in the liver leading to irreversible scarring and damage of liver tissue. Inside the liver, adipose triglyceride lipase is responsible for the breaking down of triglycerides and is regulated by the inhibitor g0/g1 switch gene 2 (G0S2). G0S2 is proposed to be one of the targets against drug design for non-alcoholic fatty liver disease, and more information is needed on the structure of this protein to aid in drug discovery. Here I describe the expression of G0S2 in an E. coli system as well as purification and biophysical characterization of a functional G0S2 in amounts viable for solution state Nuclear Magnetic Resonance (NMR) spectroscopy. Initial spectra of the isotopically labeled protein show well dispersed 15N resonance lines, clean 13C resonances, and dominant a-helices characteristics. These results show that a prepared G0S2 construct is suitable for solution NMR such that 20 amino acids are now assigned in the G0S2 portion of the protein, allowing for further NMR work with this protein for structural discovery. Further work with a large oligomeric complex of G0S2 with Maltose Binding Protein also shows promise for future cryo-EM work.
ContributorsMoran, Michael William (Author) / Fromma, Petra (Thesis advisor) / Guo, Jia (Committee member) / Liu, Wei (Committee member) / Arizona State University (Publisher)
Created2020
Description
G protein-coupled receptors (GPCRs) are known to be modulated by membrane cholesterol levels, but whether or not the effects are caused by specific receptor-cholesterol interactions or cholesterol’s general effects on the membrane is not well-understood. Results from coarse-grained molecular dynamics (CGMD) simulations coupled and structural bioinformatics offer new insights into how cholesterol modulates GPCR function by showing cholesterol interactions with β2AR that agree with previously published data. Additionally, differential and specific cholesterol binding in the CCK receptor subfamily was observed while revealing a previously unreported Cholesterol Recognition Amino-acid Consensus (CRAC) sequence that is also conserved across 38% of class A GPCRs. Mutation of this conserved CRAC sequence of the β2AR affects cholesterol stabilization of the receptor in a lipid bilayer. Serial femtosecond crystallography (SFX) with X-ray free electron lasers (XFELs) has proven highly successful for structure determination of challenging membrane proteins crystallized in lipidic cubic phase, however, as most techniques, it has limitations. Using an optimized SFX experimental setup in a helium atmosphere we determined the room temperature structure of the adenosine A2A receptor (A2AAR) at 2.0 Å resolution and compared it with previous A2AAR structures determined in vacuum and/or at cryogenic temperatures. Specifically, we demonstrated the capability of utilizing high XFEL beam transmissions, in conjunction with a high dynamic range detector, to collect high-resolution SFX data while reducing crystalline material consumption and shortening the collection time required for a complete data set.
The results of these studies provide a better understanding of receptor-cholesterol interactions that can contribute to novel and improved therapeutics for a variety of diseases. Furthermore, the experimental setups presented herein can be applied to future molecular dynamics and SFX applications for protein nanocrystal samples to aid in structure-based discovery efforts of therapeutic targets that are difficult to crystallize.
The results of these studies provide a better understanding of receptor-cholesterol interactions that can contribute to novel and improved therapeutics for a variety of diseases. Furthermore, the experimental setups presented herein can be applied to future molecular dynamics and SFX applications for protein nanocrystal samples to aid in structure-based discovery efforts of therapeutic targets that are difficult to crystallize.
ContributorsGeiger, James (Author) / Liu, Wei (Thesis advisor) / Mills, Jeremy (Committee member) / Chiu, Po-Lin (Committee member) / Arizona State University (Publisher)
Created2020
Description
This thesis focuses on serial crystallography studies with X-ray free electron lasers
(XFEL) with a special emphasis on data analysis to investigate important processes
in bioenergy conversion and medicinal applications.
First, the work on photosynthesis focuses on time-resolved femtosecond crystallography
studies of Photosystem II (PSII). The structural-dynamic studies of the water
splitting reaction centering on PSII is a current hot topic of interest in the field, the
goal of which is to capture snapshots of the structural changes during the Kok cycle.
This thesis presents results from time-resolved serial femtosecond (fs) crystallography
experiments (TR-SFX) where data sets are collected at room temperature from a
stream of crystals that intersect with the ultrashort femtosecond X-ray pulses at an
XFEL with the goal to obtain structural information from the transient state (S4)
state of the cycle where the O=O bond is formed, and oxygen is released. The most
current techniques available in SFX/TR-SFX to handle hundreds of millions of raw
diffraction patterns are discussed, including selection of the best diffraction patterns,
allowing for their indexing and further data processing. The results include two 4.0 Å
resolution structures of the ground S1 state and triple excited S4 transient state.
Second, this thesis reports on the first international XFEL user experiments in
South Korea at the Pohang Accelerator Laboratory (PAL-XFEL). The usability of this
new XFEL in a proof-of-principle experiment for the study of microcrystals of human
taspase1 (an important cancer target) by SFX has been tested. The descriptions of
experiments and discussions of specific data evaluation challenges of this project in
light of the taspase1 crystals’ high anisotropy, which limited the resolution to 4.5 Å,
are included in this report
In summary, this thesis examines current techniques that are available in the
SFX/TR-SFX domain to study crystal structures from microcrystals damage-free,
with the future potential of making movies of biological processes.
(XFEL) with a special emphasis on data analysis to investigate important processes
in bioenergy conversion and medicinal applications.
First, the work on photosynthesis focuses on time-resolved femtosecond crystallography
studies of Photosystem II (PSII). The structural-dynamic studies of the water
splitting reaction centering on PSII is a current hot topic of interest in the field, the
goal of which is to capture snapshots of the structural changes during the Kok cycle.
This thesis presents results from time-resolved serial femtosecond (fs) crystallography
experiments (TR-SFX) where data sets are collected at room temperature from a
stream of crystals that intersect with the ultrashort femtosecond X-ray pulses at an
XFEL with the goal to obtain structural information from the transient state (S4)
state of the cycle where the O=O bond is formed, and oxygen is released. The most
current techniques available in SFX/TR-SFX to handle hundreds of millions of raw
diffraction patterns are discussed, including selection of the best diffraction patterns,
allowing for their indexing and further data processing. The results include two 4.0 Å
resolution structures of the ground S1 state and triple excited S4 transient state.
Second, this thesis reports on the first international XFEL user experiments in
South Korea at the Pohang Accelerator Laboratory (PAL-XFEL). The usability of this
new XFEL in a proof-of-principle experiment for the study of microcrystals of human
taspase1 (an important cancer target) by SFX has been tested. The descriptions of
experiments and discussions of specific data evaluation challenges of this project in
light of the taspase1 crystals’ high anisotropy, which limited the resolution to 4.5 Å,
are included in this report
In summary, this thesis examines current techniques that are available in the
SFX/TR-SFX domain to study crystal structures from microcrystals damage-free,
with the future potential of making movies of biological processes.
ContributorsKetawala, Gihan Kaushyal (Author) / Fromme, Petra (Thesis advisor) / Liu, Wei (Committee member) / Kirian, Richard (Committee member) / Arizona State University (Publisher)
Created2020
Description
G protein-coupled receptors (GPCRs) are a large family of proteins involved in the cell signaling and regulation of many biological and pathological processes in the human body. To fully understand their functions, various approaches are needed. This work combines several techniques to advance the study of GPCRs with the overarching goal of pursuing X-ray crystallization using lipidic cubic phase (LCP). In meso, or LCP crystallization method involves imbedding the GPCR into a lipid membrane-mimetic material which spontaneously forms when monoacylglycerols (MAGs) are mixed at the correct hydration level and temperature. It provides a stable environment for GPCRs and has been established as the most common method to resolve structural details of GPCRs (Chapter 2). Yet, before crystallization, GPCRs need to be put through several rounds of optimization of the construct design, including truncation of N- and C- termini, fusing different soluble proteins, and mutating the receptor (Chapter 3). Other methods were also used to gain structural insights into GPCR interactions, such as coarse-grained molecular dynamic simulations, which showed the specific regions of interactions with cholesterol molecules imbedded in the membranes (Chapter 4). This study demonstrated β2-adrenergic receptor (β2AR), a GPCR, as a model of a cholesterol-sensitive receptor. Mutations were made to test the effect of removing specific residues of interest on cholesterol stabilization through the LCP-Tm assay, producing results that align with the simulation data. Finally, the goal of the last study is to provide a guide to identify which host lipids form stable LCP phases for different applications (Chapter 5). Small angle X-ray scattering is used to identify phases in hundreds of different precipitant conditions in the search of suitable host lipid for LCP studies. The results present a systematic overview of the compatibility of common MAGs by screening them against different precipitant solutions including varying salts and polyethylene glycol (PEG) concentrations, different PEG sizes, the presence of detergent or protein in the sample, and the addition of cholesterol. Together, these studies present a variety of methods to advance the structural studies of GPCRs using LCP
ContributorsAL-SAHOURI, ZINA (Author) / Liu, Wei (Thesis advisor) / Stephanopoulos, Nicholas (Committee member) / Chiu, Po-Lin (Committee member) / Arizona State University (Publisher)
Created2021
Description
It has been suggested that the extended intensity profiles surrounding Bragg reflections that arise when a series of finite crystals of varying size and shape are illuminated by the intense, coherent illumination of an x-ray free-electron laser may enable the crystal’s unit-cell electron density to be obtained ab initio via well-established iterative phasing algorithms. Such a technique could have a significant impact on the field of biological structure determination since it avoids the need for a priori information from similar known structures, multiple measurements near resonant atomic absorption energies, isomorphic derivative crystals, or atomic-resolution data. Here, we demonstrate this phasing technique on diffraction patterns recorded from artificial two-dimensional microcrystals using the seeded soft x-ray free-electron laser FERMI. We show that the technique is effective when the illuminating wavefront has nonuniform phase and amplitude, and when the diffraction intensities cannot be measured uniformly throughout reciprocal space because of a limited signal-to-noise ratio.
ContributorsKirian, Richard (Author) / Bean, Richard J. (Author) / Beyerlein, Kenneth R. (Author) / Barthelmess, Miriam (Author) / Yoon, Chun Hong (Author) / Wang, Fenglin (Author) / Capotondi, Flavio (Author) / Pedersoli, Emanuele (Author) / Barty, Anton (Author) / Chapman, Henry N. (Author) / College of Liberal Arts and Sciences (Contributor)
Created2015-02-12
Description
Crystal structure determination of biological macromolecules using the novel technique of serial femtosecond crystallography (SFX) is severely limited by the scarcity of X-ray free-electron laser (XFEL) sources. However, recent and future upgrades render microfocus beamlines at synchrotron-radiation sources suitable for room-temperature serial crystallography data collection also. Owing to the longer exposure times that are needed at synchrotrons, serial data collection is termed serial millisecond crystallography (SMX). As a result, the number of SMX experiments is growing rapidly, with a dozen experiments reported so far. Here, the first high-viscosity injector-based SMX experiments carried out at a US synchrotron source, the Advanced Photon Source (APS), are reported. Microcrystals (5–20 µm) of a wide variety of proteins, including lysozyme, thaumatin, phycocyanin, the human A[subscript 2A] adenosine receptor (A[subscript 2A]AR), the soluble fragment of the membrane lipoprotein Flpp3 and proteinase K, were screened. Crystals suspended in lipidic cubic phase (LCP) or a high-molecular-weight poly(ethylene oxide) (PEO; molecular weight 8 000 000) were delivered to the beam using a high-viscosity injector. In-house data-reduction (hit-finding) software developed at APS as well as the SFX data-reduction and analysis software suites Cheetah and CrystFEL enabled efficient on-site SMX data monitoring, reduction and processing. Complete data sets were collected for A[subscript 2A]AR, phycocyanin, Flpp3, proteinase K and lysozyme, and the structures of A[subscript 2A]AR, phycocyanin, proteinase K and lysozyme were determined at 3.2, 3.1, 2.65 and 2.05 Å resolution, respectively. The data demonstrate the feasibility of serial millisecond crystallography from 5–20 µm crystals using a high-viscosity injector at APS. The resolution of the crystal structures obtained in this study was dictated by the current flux density and crystal size, but upcoming developments in beamline optics and the planned APS-U upgrade will increase the intensity by two orders of magnitude. These developments will enable structure determination from smaller and/or weakly diffracting microcrystals.
ContributorsMartin Garcia, Jose Manuel (Author) / Conrad, Chelsie (Author) / Nelson, Garrett (Author) / Stander, Natasha (Author) / Zatsepin, Nadia (Author) / Zook, James (Author) / Zhu, Lan (Author) / Geiger, James (Author) / Chun, Eugene (Author) / Kissick, David (Author) / Hilgart, Mark C. (Author) / Ogata, Craig (Author) / Ishchenko, Andrii (Author) / Nagaratnam, Nirupa (Author) / Roy Chowdhury, Shatabdi (Author) / Coe, Jesse (Author) / Subramanian, Ganesh (Author) / Schaffer, Alexander (Author) / James, Daniel (Author) / Ketwala, Gihan (Author) / Venugopalan, Nagarajan (Author) / Xu, Shenglan (Author) / Corcoran, Stephen (Author) / Ferguson, Dale (Author) / Weierstall, Uwe (Author) / Spence, John (Author) / Cherezov, Vadim (Author) / Fromme, Petra (Author) / Fischetti, Robert F. (Author) / Liu, Wei (Author) / College of Liberal Arts and Sciences (Contributor) / School of Molecular Sciences (Contributor) / Biodesign Institute (Contributor) / Applied Structural Discovery (Contributor) / Department of Physics (Contributor)
Created2017-05-24
Description
CTB-MPR is a fusion protein between the B subunit of cholera toxin (CTB) and the membrane-proximal region of gp41 (MPR), the transmembrane envelope protein of Human immunodeficiency virus 1 (HIV-1), and has previously been shown to induce the production of anti-HIV-1 antibodies with antiviral functions. To further improve the design of this candidate vaccine, X-ray crystallography experiments were performed to obtain structural information about this fusion protein. Several variants of CTB-MPR were designed, constructed and recombinantly expressed in Escherichia coli. The first variant contained a flexible GPGP linker between CTB and MPR, and yielded crystals that diffracted to a resolution of 2.3 Å, but only the CTB region was detected in the electron-density map. A second variant, in which the CTB was directly attached to MPR, was shown to destabilize pentamer formation. A third construct containing a polyalanine linker between CTB and MPR proved to stabilize the pentameric form of the protein during purification. The purification procedure was shown to produce a homogeneously pure and monodisperse sample for crystallization. Initial crystallization experiments led to pseudo-crystals which were ordered in only two dimensions and were disordered in the third dimension. Nanocrystals obtained using the same precipitant showed promising X-ray diffraction to 5 Å resolution in femtosecond nanocrystallography experiments at the Linac Coherent Light Source at the SLAC National Accelerator Laboratory. The results demonstrate the utility of femtosecond X-ray crystallography to enable structural analysis based on nano/microcrystals of a protein for which no macroscopic crystals ordered in three dimensions have been observed before.
ContributorsLee, Ho-Hsien (Author) / Cherni, Irene (Author) / Yu, HongQi (Author) / Fromme, Raimund (Author) / Doran, Jeffrey (Author) / Grotjohann, Ingo (Author) / Mittman, Michele (Author) / Basu, Shibom (Author) / Deb, Arpan (Author) / Dorner, Katerina (Author) / Aquila, Andrew (Author) / Barty, Anton (Author) / Boutet, Sebastien (Author) / Chapman, Henry N. (Author) / Doak, R. Bruce (Author) / Hunter, Mark (Author) / James, Daniel (Author) / Kirian, Richard (Author) / Kupitz, Christopher (Author) / Lawrence, Robert (Author) / Liu, Haiguang (Author) / Nass, Karol (Author) / Schlichting, Ilme (Author) / Schmidt, Kevin (Author) / Seibert, M. Marvin (Author) / Shoeman, Robert L. (Author) / Spence, John (Author) / Stellato, Francesco (Author) / Weierstall, Uwe (Author) / Williams, Garth J. (Author) / Yoon, Chun Hong (Author) / Wang, Dingjie (Author) / Zatsepin, Nadia (Author) / Hogue, Brenda (Author) / Matoba, Nobuyuki (Author) / Fromme, Petra (Author) / Mor, Tsafrir (Author) / ASU Biodesign Center Immunotherapy, Vaccines and Virotherapy (Contributor) / Department of Chemistry and Biochemistry (Contributor) / College of Liberal Arts and Sciences (Contributor) / School of Life Sciences (Contributor) / Biodesign Institute (Contributor) / Infectious Diseases and Vaccinology (Contributor) / Department of Physics (Contributor)
Created2014-08-20