1
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Dudley JA, Park S, Cho O, Wells NGM, MacDonald ME, Blejec KM, Fetene E, Zanderigo E, Houliston S, Liddle JC, Dashnaw CM, Sabo TM, Shaw BF, Balsbaugh JL, Rocklin GJ, Smith CA. Heat-induced structural and chemical changes to a computationally designed miniprotein. Protein Sci 2024; 33:e4991. [PMID: 38757381 PMCID: PMC11099715 DOI: 10.1002/pro.4991] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/11/2023] [Revised: 03/22/2024] [Accepted: 03/28/2024] [Indexed: 05/18/2024]
Abstract
The de novo design of miniprotein inhibitors has recently emerged as a new technology to create proteins that bind with high affinity to specific therapeutic targets. Their size, ease of expression, and apparent high stability makes them excellent candidates for a new class of protein drugs. However, beyond circular dichroism melts and hydrogen/deuterium exchange experiments, little is known about their dynamics, especially at the elevated temperatures they seemingly tolerate quite well. To address that and gain insight for future designs, we have focused on identifying unintended and previously overlooked heat-induced structural and chemical changes in a particularly stable model miniprotein, EHEE_rd2_0005. Nuclear magnetic resonance (NMR) studies suggest the presence of dynamics on multiple time and temperature scales. Transiently elevating the temperature results in spontaneous chemical deamidation visible in the NMR spectra, which we validate using both capillary electrophoresis and mass spectrometry (MS) experiments. High temperatures also result in greatly accelerated intrinsic rates of hydrogen exchange and signal loss in NMR heteronuclear single quantum coherence spectra from local unfolding. These losses are in excellent agreement with both room temperature hydrogen exchange experiments and hydrogen bond disruption in replica exchange molecular dynamics simulations. Our analysis reveals important principles for future miniprotein designs and the potential for high stability to result in long-lived alternate conformational states.
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Affiliation(s)
- Joshua A. Dudley
- Department of ChemistryWesleyan UniversityMiddletownConnecticutUSA
| | - Sojeong Park
- Department of ChemistryWesleyan UniversityMiddletownConnecticutUSA
| | - Oliver Cho
- Department of ChemistryWesleyan UniversityMiddletownConnecticutUSA
| | | | | | | | - Emmanuel Fetene
- Department of ChemistryWesleyan UniversityMiddletownConnecticutUSA
| | - Eric Zanderigo
- Department of ChemistryWesleyan UniversityMiddletownConnecticutUSA
| | - Scott Houliston
- Structural Genomics ConsortiumUniversity of TorontoTorontoOntarioCanada
| | - Jennifer C. Liddle
- Proteomics and Metabolomics FacilityUniversity of ConnecticutStorrsConnecticutUSA
| | - Chad M. Dashnaw
- Department of Chemistry and BiochemistryBaylor UniversityWacoTexasUSA
| | - T. Michael Sabo
- Department of Medicine and Brown Cancer CenterUniversity of LouisvilleLouisvilleKentuckyUSA
| | - Bryan F. Shaw
- Department of Chemistry and BiochemistryBaylor UniversityWacoTexasUSA
| | - Jeremy L. Balsbaugh
- Proteomics and Metabolomics FacilityUniversity of ConnecticutStorrsConnecticutUSA
| | - Gabriel J. Rocklin
- Department of Pharmacology and Center for Synthetic BiologyNorthwestern UniversityEvanstonIllinoisUSA
| | - Colin A. Smith
- Department of ChemistryWesleyan UniversityMiddletownConnecticutUSA
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2
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Alonzo EA, Lato TJ, Gonzalez M, Olson TL, Savage QR, Garza LN, Green MT, Koone JC, Cook NE, Dashnaw CM, Armstrong DB, Wood JL, Garbrecht LS, Haynes ML, Jacobson MR, Guberman-Pfeffer MJ, Minkara MS, Wedler HB, Zechmann B, Shaw BF. Universal pictures: A lithophane codex helps teenagers with blindness visualize nanoscopic systems. Sci Adv 2024; 10:eadj8099. [PMID: 38198555 PMCID: PMC10780880 DOI: 10.1126/sciadv.adj8099] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/17/2023] [Accepted: 12/14/2023] [Indexed: 01/12/2024]
Abstract
People with blindness have limited access to the high-resolution graphical data and imagery of science. Here, a lithophane codex is reported. Its pages display tactile and optical readouts for universal visualization of data by persons with or without eyesight. Prototype codices illustrated microscopy of butterfly chitin-from N-acetylglucosamine monomer to fibril, scale, and whole insect-and were given to high schoolers from the Texas School for the Blind and Visually Impaired. Lithophane graphics of Fischer-Spier esterification reactions and electron micrographs of biological cells were also 3D-printed, along with x-ray structures of proteins (as millimeter-scale 3D models). Students with blindness could visualize (describe, recall, distinguish) these systems-for the first time-at the same resolution as sighted peers (average accuracy = 88%). Tactile visualization occurred alongside laboratory training, synthesis, and mentoring by chemists with blindness, resulting in increased student interest and sense of belonging in science.
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Affiliation(s)
- Emily A. Alonzo
- Department of Chemistry and Biochemistry, Baylor University, Waco, TX, USA
| | - Travis J. Lato
- Department of Chemistry and Biochemistry, Baylor University, Waco, TX, USA
| | - Mayte Gonzalez
- Department of Chemistry and Biochemistry, Baylor University, Waco, TX, USA
| | - Trevor L. Olson
- Department of Chemistry and Biochemistry, Baylor University, Waco, TX, USA
| | - Quentin R. Savage
- Department of Chemistry and Biochemistry, Baylor University, Waco, TX, USA
| | - Levi N. Garza
- Department of Chemistry and Biochemistry, Baylor University, Waco, TX, USA
| | - Morgan T. Green
- Department of Chemistry and Biochemistry, Baylor University, Waco, TX, USA
| | - Jordan C. Koone
- Department of Chemistry and Biochemistry, Baylor University, Waco, TX, USA
| | - Noah E. Cook
- Department of Chemistry and Biochemistry, Baylor University, Waco, TX, USA
| | - Chad M. Dashnaw
- Department of Chemistry and Biochemistry, Baylor University, Waco, TX, USA
| | | | - John L. Wood
- Department of Chemistry and Biochemistry, Baylor University, Waco, TX, USA
| | - Lisa S. Garbrecht
- Texas Advanced Computing Center, The University of Texas at Austin, Austin, TX, USA
| | - Madeline L. Haynes
- Texas Advanced Computing Center, The University of Texas at Austin, Austin, TX, USA
| | - Miriam R. Jacobson
- Texas Advanced Computing Center, The University of Texas at Austin, Austin, TX, USA
| | | | - Mona S. Minkara
- Department of Bioengineering, Northeastern University, Boston, MA, USA
| | | | - Bernd Zechmann
- Center for Microscopy and Imaging, Baylor University, Waco, TX, USA
| | - Bryan F. Shaw
- Department of Chemistry and Biochemistry, Baylor University, Waco, TX, USA
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3
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Koone JC, Simmang M, Saenger DL, Hunsicker-Wang LM, Shaw BF. Charge Regulation in a Rieske Proton Pump Pinpoints Zero, One, and Two Proton-Coupled Electron Transfer. J Am Chem Soc 2023. [PMID: 37486967 PMCID: PMC10402712 DOI: 10.1021/jacs.3c03006] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 07/26/2023]
Abstract
The degree to which redox-driven proton pumps regulate net charge during electron transfer (ΔZET) remains undetermined due to difficulties in measuring the net charge of solvated proteins. Values of ΔZET can reflect reorganization energies or redox potentials associated with ET and can be used to distinguish ET from proton(s)-coupled electron transfer (PCET). Here, we synthesized protein "charge ladders" of a Rieske [2Fe-2S] subunit from Thermus thermophilus (truncTtRp) and made 120 electrostatic measurements of ΔZET across pH. Across pH 5-10, truncTtRp is suspected of transitioning from ET to PCET, and then to two proton-coupled ET (2PCET). Upon reduction, we found that truncTtRp became more negative at pH 6.0 by one unit (ΔZET = -1.01 ± 0.14), consistent with single ET; was isoelectric at pH 8.8 (ΔZET = -0.01 ± 0.45), consistent with PCET; and became more positive at pH 10.6 (ΔZET = +1.37 ± 0.60), consistent with 2PCET. These ΔZET values are attributed to protonation of H154 and H134. Across pH, redox potentials of TtRp (measured previously) correlated with protonation energies of H154 and H134 and ΔZET for truncTtRp, supporting a discrete proton pumping mechanism for Rieske proteins at the Fe-coordinating histidines.
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Affiliation(s)
- Jordan C Koone
- Department of Chemistry and Biochemistry, Baylor University, Waco, Texas 76706, United States
| | - Mikaela Simmang
- Department of Chemistry, Trinity University, San Antonio, Texas 78212, United States
| | - Devin L Saenger
- Department of Chemistry, Trinity University, San Antonio, Texas 78212, United States
| | | | - Bryan F Shaw
- Department of Chemistry and Biochemistry, Baylor University, Waco, Texas 76706, United States
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4
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Zhang AY, Dashnaw CM, Gonzalez M, Koone JC, Wells NA, Smith CA, Guberman-Pfeffer MJ, Shaw BF. Oxidation of Dueling Cysteine Promotes Subunit Exchange in SOD1. ACS Chem Neurosci 2023. [PMID: 37023050 DOI: 10.1021/acschemneuro.3c00174] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/07/2023] Open
Abstract
The heterodimerization of wild-type (WT) Cu, Zn superoxide dismutase-1 (SOD1) and mutant SOD1 might be a critical step in the pathogenesis of SOD1-linked amyotrophic lateral sclerosis (ALS). Post-translational modifications that accelerate SOD1 heterodimerization remain unidentified. Here, we used capillary electrophoresis to quantify the effect of cysteine-111 oxidation on the rate and free energy of ALS mutant/WT SOD1 heterodimerization. The oxidation of Cys111-β-SH to sulfinic and sulfonic acid (by hydrogen peroxide) increased rates of heterodimerization (with unoxidized protein) by ∼3-fold. Cysteine oxidation drove the equilibrium free energy of SOD1 heterodimerization by up to ΔΔG = -5.11 ± 0.36 kJ mol-1. Molecular dynamics simulations suggested that this enhanced heterodimerization, between oxidized homodimers and unoxidized homodimers, was promoted by electrostatic repulsion between the two "dueling" Cys111-SO2-/SO3-, which point toward one another in the homodimeric state. Together, these results suggest that oxidation of Cys-111 promotes subunit exchange between oxidized homodimers and unoxidized homodimers, regardless of whether they are mutant or WT dimers.
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Affiliation(s)
- Ao Yun Zhang
- Department of Chemistry and Biochemistry, Baylor University, Waco, Texas 76706, United States
| | - Chad M Dashnaw
- Department of Chemistry and Biochemistry, Baylor University, Waco, Texas 76706, United States
| | - Mayte Gonzalez
- Department of Chemistry and Biochemistry, Baylor University, Waco, Texas 76706, United States
| | - Jordan C Koone
- Department of Chemistry and Biochemistry, Baylor University, Waco, Texas 76706, United States
| | - Nick A Wells
- Department of Chemistry, Wesleyan University, Middletown, Connecticut 06459, United States
| | - Colin A Smith
- Department of Chemistry, Wesleyan University, Middletown, Connecticut 06459, United States
| | | | - Bryan F Shaw
- Department of Chemistry and Biochemistry, Baylor University, Waco, Texas 76706, United States
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5
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Dashnaw CM, Zhang AY, Gonzalez M, Koone JC, Shaw BF. Metal migration and subunit swapping in ALS-linked SOD1: Zn 2+ transfer between mutant and wild-type occurs faster than the rate of heterodimerization. J Biol Chem 2022; 298:102610. [PMID: 36265587 PMCID: PMC9667317 DOI: 10.1016/j.jbc.2022.102610] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/01/2022] [Revised: 10/03/2022] [Accepted: 10/11/2022] [Indexed: 11/05/2022] Open
Abstract
The heterodimerization of WT Cu, Zn superoxide dismutase-1 (SOD1), and mutant SOD1 might be a critical step in the pathogenesis of SOD1-linked amyotrophic lateral sclerosis (ALS). Rates and free energies of heterodimerization (ΔGHet) between WT and ALS-mutant SOD1 in mismatched metalation states-where one subunit is metalated and the other is not-have been difficult to obtain. Consequently, the hypothesis that under-metalated SOD1 might trigger misfolding of metalated SOD1 by "stealing" metal ions remains untested. This study used capillary zone electrophoresis and mass spectrometry to track heterodimerization and metal transfer between WT SOD1, ALS-variant SOD1 (E100K, E100G, D90A), and triply deamidated SOD1 (modeled with N26D/N131D/N139D substitutions). We determined that rates of subunit exchange between apo dimers and metalated dimers-expressed as time to reach 30% heterodimer-ranged from t30% = 67.75 ± 9.08 to 338.53 ± 26.95 min; free energies of heterodimerization ranged from ΔGHet = -1.21 ± 0.31 to -3.06 ± 0.12 kJ/mol. Rates and ΔGHet values of partially metalated heterodimers were more similar to those of fully metalated heterodimers than apo heterodimers, and largely independent of which subunit (mutant or WT) was metal-replete or metal-free. Mass spectrometry and capillary electrophoresis demonstrated that mutant or WT 4Zn-SOD1 could transfer up to two equivalents of Zn2+ to mutant or WT apo-SOD1 (at rates faster than the rate of heterodimerization). This result suggests that zinc-replete SOD1 can function as a chaperone to deliver Zn2+ to apo-SOD1, and that WT apo-SOD1 might increase the toxicity of mutant SOD1 by stealing its Zn2+.
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6
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Koone JC, Dashnaw CM, Gonzalez M, Shaw BF. A method for quantifying how the activity of an enzyme is affected by the net charge of its nearest crowded neighbor. Protein Sci 2022. [PMCID: PMC9601770 DOI: 10.1002/pro.4384] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Abstract
The electrostatic effects of protein crowding have not been systematically explored. Rather, protein crowding is generally studied with co‐solvents or crowders that are electrostatically neutral, with no methods to measure how the net charge (Z) of a crowder affects protein function. For example, can the activity of an enzyme be affected electrostatically by the net charge of its neighbor in crowded milieu? This paper reports a method for crowding proteins of different net charge to an enzyme via semi‐random chemical crosslinking. As a proof of concept, RNase A was crowded (at distances ≤ the Debye length) via crosslinking to different heme proteins with Z = +8.50 ± 0.04, Z = +6.39 ± 0.12, or Z = −10.30 ± 1.32. Crosslinking did not disrupt the structure of proteins, according to amide H/D exchange, and did not inhibit RNase A activity. For RNase A, we found that the electrostatic environment of each crowded neighbor had significant effects on rates of RNA hydrolysis. Crowding with cationic cytochrome c led to increases in activity, while crowding with anionic “supercharged” cytochrome c or myoglobin diminished activity. Surprisingly, electrostatic crowding effects were amplified at high ionic strength (I = 0.201 M) and attenuated at low ionic strength (I = 0.011 M). This salt dependence might be caused by a unique set of electric double layers at the dimer interspace (maximum distance of 8 Å, which cannot accommodate four layers). This new method of crowding via crosslinking can be used to search for electrostatic effects in protein crowding.
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Affiliation(s)
- Jordan C. Koone
- Department of Chemistry and Biochemistry Baylor University Waco Texas USA
| | - Chad M. Dashnaw
- Department of Chemistry and Biochemistry Baylor University Waco Texas USA
| | - Mayte Gonzalez
- Department of Chemistry and Biochemistry Baylor University Waco Texas USA
| | - Bryan F. Shaw
- Department of Chemistry and Biochemistry Baylor University Waco Texas USA
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7
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Koone JC, Dashnaw CM, Alonzo EA, Iglesias MA, Patero KS, Lopez JJ, Zhang AY, Zechmann B, Cook NE, Minkara MS, Supalo CA, Wedler HB, Guberman-Pfeffer MJ, Shaw BF. Data for all: Tactile graphics that light up with picture-perfect resolution. Sci Adv 2022; 8:eabq2640. [PMID: 35977019 PMCID: PMC9385137 DOI: 10.1126/sciadv.abq2640] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 03/28/2022] [Accepted: 06/17/2022] [Indexed: 06/15/2023]
Abstract
People who are blind do not have access to graphical data and imagery produced by science. This exclusion complicates learning and data sharing between sighted and blind persons. Because blind people use tactile senses to visualize data (and sighted people use eyesight), a single data format that can be easily visualized by both is needed. Here, we report that graphical data can be three-dimensionally printed into tactile graphics that glow with video-like resolution via the lithophane effect. Lithophane forms of gel electropherograms, micrographs, electronic and mass spectra, and textbook illustrations could be interpreted by touch or eyesight at ≥79% accuracy (n = 360). The lithophane data format enables universal visualization of data by people regardless of their level of eyesight.
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Affiliation(s)
- Jordan C. Koone
- Department of Chemistry and Biochemistry, Baylor University, Waco, TX, USA
| | - Chad M. Dashnaw
- Department of Chemistry and Biochemistry, Baylor University, Waco, TX, USA
| | - Emily A. Alonzo
- Department of Chemistry and Biochemistry, Baylor University, Waco, TX, USA
| | - Miguel A. Iglesias
- Department of Chemistry and Biochemistry, Baylor University, Waco, TX, USA
| | - Kelly-Shaye Patero
- Department of Chemistry and Biochemistry, Baylor University, Waco, TX, USA
| | - Juan J. Lopez
- Department of Chemistry and Biochemistry, Baylor University, Waco, TX, USA
| | - Ao Yun Zhang
- Department of Chemistry and Biochemistry, Baylor University, Waco, TX, USA
| | - Bernd Zechmann
- Center for Microscopy and Imaging, Baylor University, Waco, TX, USA
| | - Noah E. Cook
- Department of Chemistry and Biochemistry, Baylor University, Waco, TX, USA
| | - Mona S. Minkara
- Department of Bioengineering, Northeastern University, Boston, MA, USA
| | | | | | | | - Bryan F. Shaw
- Department of Chemistry and Biochemistry, Baylor University, Waco, TX, USA
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8
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Baumer KM, Cook CD, Zahler CT, Beard AA, Chen Z, Koone JC, Dashnaw CM, Villacob RA, Solouki T, Wood JL, Borchelt DR, Shaw BF. Supercharging Prions via Amyloid‐Selective Lysine Acetylation. Angew Chem Int Ed Engl 2021. [DOI: 10.1002/ange.202103548] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
Affiliation(s)
- Katelyn M. Baumer
- Department of Chemistry and Biochemistry Baylor University Waco TX USA
| | | | - Collin T. Zahler
- Department of Chemistry and Biochemistry Baylor University Waco TX USA
| | | | - Zhijuan Chen
- Department of Neuroscience University of Florida Gainesville FL USA
| | - Jordan C. Koone
- Department of Chemistry and Biochemistry Baylor University Waco TX USA
| | - Chad M. Dashnaw
- Department of Chemistry and Biochemistry Baylor University Waco TX USA
| | - Raul A. Villacob
- Department of Chemistry and Biochemistry Baylor University Waco TX USA
| | - Touradj Solouki
- Department of Chemistry and Biochemistry Baylor University Waco TX USA
| | - John L. Wood
- Department of Chemistry and Biochemistry Baylor University Waco TX USA
| | | | - Bryan F. Shaw
- Department of Chemistry and Biochemistry Baylor University Waco TX USA
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9
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Baumer KM, Cook CD, Zahler CT, Beard AA, Chen Z, Koone JC, Dashnaw CM, Villacob RA, Solouki T, Wood JL, Borchelt DR, Shaw BF. Supercharging Prions via Amyloid-Selective Lysine Acetylation. Angew Chem Int Ed Engl 2021; 60:15069-15079. [PMID: 33876528 DOI: 10.1002/anie.202103548] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/11/2021] [Indexed: 11/10/2022]
Abstract
Repulsive electrostatic forces between prion-like proteins are a barrier against aggregation. In neuropharmacology, however, a prion's net charge (Z) is not a targeted parameter. Compounds that selectively boost prion Z remain unreported. Here, we synthesized compounds that amplified the negative charge of misfolded superoxide dismutase-1 (SOD1) by acetylating lysine-NH3 + in amyloid-SOD1, without acetylating native-SOD1. Compounds resembled a "ball and chain" mace: a rigid amyloid-binding "handle" (benzothiazole, stilbene, or styrylpyridine); an aryl ester "ball"; and a triethylene glycol chain connecting ball to handle. At stoichiometric excess, compounds acetylated up to 9 of 11 lysine per misfolded subunit (ΔZfibril =-8100 per 103 subunits). Acetylated amyloid-SOD1 seeded aggregation more slowly than unacetylated amyloid-SOD1 in vitro and organotypic spinal cord (these effects were partially due to compound binding). Compounds exhibited reactivity with other amyloid and non-amyloid proteins (e.g., fibrillar α-synuclein was peracetylated; serum albumin was partially acetylated; carbonic anhydrase was largely unacetylated).
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Affiliation(s)
- Katelyn M Baumer
- Department of Chemistry and Biochemistry, Baylor University, Waco, TX, USA
| | - Christopher D Cook
- Department of Chemistry and Biochemistry, Baylor University, Waco, TX, USA
| | - Collin T Zahler
- Department of Chemistry and Biochemistry, Baylor University, Waco, TX, USA
| | - Alexandra A Beard
- Department of Chemistry and Biochemistry, Baylor University, Waco, TX, USA
| | - Zhijuan Chen
- Department of Neuroscience, University of Florida, Gainesville, FL, USA
| | - Jordan C Koone
- Department of Chemistry and Biochemistry, Baylor University, Waco, TX, USA
| | - Chad M Dashnaw
- Department of Chemistry and Biochemistry, Baylor University, Waco, TX, USA
| | - Raul A Villacob
- Department of Chemistry and Biochemistry, Baylor University, Waco, TX, USA
| | - Touradj Solouki
- Department of Chemistry and Biochemistry, Baylor University, Waco, TX, USA
| | - John L Wood
- Department of Chemistry and Biochemistry, Baylor University, Waco, TX, USA
| | - David R Borchelt
- Department of Neuroscience, University of Florida, Gainesville, FL, USA
| | - Bryan F Shaw
- Department of Chemistry and Biochemistry, Baylor University, Waco, TX, USA
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10
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Dashnaw CM, Koone JC, Abdolvahabi A, Shaw BF. Measuring how two proteins affect each other's net charge in a crowded environment. Protein Sci 2021; 30:1594-1605. [PMID: 33928693 DOI: 10.1002/pro.4092] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/12/2021] [Accepted: 04/23/2021] [Indexed: 12/19/2022]
Abstract
Theory predicts that the net charge (Z) of a protein can be altered by the net charge of a neighboring protein as the two approach one another below the Debye length. This type of charge regulation suggests that a protein's charge and perhaps function might be affected by neighboring proteins without direct binding. Charge regulation during protein crowding has never been directly measured due to analytical challenges. Here, we show that lysine specific protein crosslinkers (NHS ester-Staudinger pairs) can be used to mimic crowding by linking two non-interacting proteins at a maximal distance of ~7.9 Å. The net charge of the regioisomeric dimers and preceding monomers can then be determined with lysine-acyl "protein charge ladders" and capillary electrophoresis. As a proof of concept, we covalently linked myoglobin (Zmonomer = -0.43 ± 0.01) and α-lactalbumin (Zmonomer = -4.63 ± 0.05). Amide hydrogen/deuterium exchange and circular dichroism spectroscopy demonstrated that crosslinking did not significantly alter the structure of either protein or result in direct binding (thus mimicking crowding). Ultimately, capillary electrophoretic analysis of the dimeric charge ladder detected a change in charge of ΔZ = -0.04 ± 0.09 upon crowding by this pair (Zdimer = -5.10 ± 0.07). These small values of ΔZ are not necessarily general to protein crowding (qualitatively or quantitatively) but will vary per protein size, charge, and solvent conditions.
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Affiliation(s)
- Chad M Dashnaw
- Department of Chemistry and Biochemistry, Baylor University, Waco, Texas, USA
| | - Jordan C Koone
- Department of Chemistry and Biochemistry, Baylor University, Waco, Texas, USA
| | - Alireza Abdolvahabi
- Mass Spectrometry Core Facility, School of Pharmacy, University of Southern California, Los Angeles, California, USA
| | - Bryan F Shaw
- Department of Chemistry and Biochemistry, Baylor University, Waco, Texas, USA
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11
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Baumer KM, Lopez JJ, Naidu SV, Rajendran S, Iglesias MA, Carleton KM, Eisenmann CJ, Carter LR, Shaw BF. Visualizing 3D imagery by mouth using candy-like models. Sci Adv 2021; 7:7/22/eabh0691. [PMID: 34049883 PMCID: PMC8163080 DOI: 10.1126/sciadv.abh0691] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 02/13/2021] [Accepted: 04/09/2021] [Indexed: 06/12/2023]
Abstract
Handheld models help students visualize three-dimensional (3D) objects, especially students with blindness who use large 3D models to visualize imagery by hand. The mouth has finer tactile sensors than hand, which could improve visualization using microscopic models that are portable, inexpensive, and disposable. The mouth remains unused in tactile learning. Here, we created bite-size 3D models of protein molecules from "gummy bear" gelatin or nontoxic resin. Models were made as small as rice grain and could be coded with flavor and packaged like candy. Mouth, hands, and eyesight were tested at identifying specific structures. Students recognized structures by mouth at 85.59% accuracy, similar to recognition by eyesight using computer animation. Recall accuracy of structures was higher by mouth than hand for 40.91% of students, equal for 31.82%, and lower for 27.27%. The convenient use of entire packs of tiny, cheap, portable models can make 3D imagery more accessible to students.
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Affiliation(s)
- Katelyn M Baumer
- Department of Chemistry and Biochemistry, Baylor University, Waco, TX, USA
| | - Juan J Lopez
- Department of Chemistry and Biochemistry, Baylor University, Waco, TX, USA
| | - Surabi V Naidu
- Department of Chemistry and Biochemistry, Baylor University, Waco, TX, USA
| | - Sanjana Rajendran
- Department of Chemistry and Biochemistry, Baylor University, Waco, TX, USA
| | - Miguel A Iglesias
- Department of Chemistry and Biochemistry, Baylor University, Waco, TX, USA
| | | | | | - Lillian R Carter
- Department of Chemistry and Biochemistry, Baylor University, Waco, TX, USA
| | - Bryan F Shaw
- Department of Chemistry and Biochemistry, Baylor University, Waco, TX, USA.
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12
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Affiliation(s)
- Ao Yun Zhang
- Department of Chemistry and Biochemistry Baylor University Waco TX USA
| | - Jordan C. Koone
- Department of Chemistry and Biochemistry Baylor University Waco TX USA
| | - Chad M. Dashnaw
- Department of Chemistry and Biochemistry Baylor University Waco TX USA
| | - Collin T. Zahler
- Department of Chemistry and Biochemistry Baylor University Waco TX USA
| | - Bryan F. Shaw
- Department of Chemistry and Biochemistry Baylor University Waco TX USA
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13
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Zhang AY, Koone JC, Dashnaw CM, Zahler CT, Shaw BF. Complete Charge Regulation by a Redox Enzyme Upon Single Electron Transfer. Angew Chem Int Ed Engl 2020; 59:10989-10995. [PMID: 32212239 DOI: 10.1002/anie.202001452] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/28/2020] [Revised: 02/28/2020] [Indexed: 01/22/2023]
Abstract
The degree by which metalloproteins partially regulate net charge (Z) upon electron transfer (ET) was recently measured for the first time using "protein charge ladders" of azurin, cytochrome c, and myoglobin [Angew. Chem. Int. Ed. 2018, 57(19), 5364-5368; Angew. Chem. 2018, 130, 5462-5466]. Here, we show that Cu, Zn superoxide dismutase (SOD1) is unique among proteins in its ability to resist changes in net charge upon single ET (e.g., ΔZET(SOD1) =0.05±0.08 per electron, compared to ΔZET(Cyt-c) =1.19±0.02). This total regulation of net charge by SOD1 is attributed to the protonation of the bridging histidine upon copper reduction, yielding redox centers that are isoelectric at both copper oxidation states. Charge regulation by SOD1 would prevent long range coulombic perturbations to residue pKa 's upon ET at copper, allowing SOD1's "electrostatic loop" to attract superoxide with equal affinity (at both redox states of copper) during diffusion-limited reduction and oxidation of superoxide.
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Affiliation(s)
- Ao Yun Zhang
- Department of Chemistry and Biochemistry, Baylor University, Waco, TX, USA
| | - Jordan C Koone
- Department of Chemistry and Biochemistry, Baylor University, Waco, TX, USA
| | - Chad M Dashnaw
- Department of Chemistry and Biochemistry, Baylor University, Waco, TX, USA
| | - Collin T Zahler
- Department of Chemistry and Biochemistry, Baylor University, Waco, TX, USA
| | - Bryan F Shaw
- Department of Chemistry and Biochemistry, Baylor University, Waco, TX, USA
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14
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Abstract
The unseeded aggregation of superoxide dismutase-1 (SOD1) into amyloid-like fibrils occurs stochastically in vitro and in vivo, that is, isolated populations of SOD1 proteins (within microplate wells or living cells) self-assemble into amyloid at rates that span a probability distribution. This stochasticity has been attributed to variable degrees of monomer depletion by competing pathways of amorphous and fibrillar aggregation (inter alia). Here, microplate-based thioflavin-T (ThT) fluorescence assays were performed at high iteration (∼300) to establish whether this observed stochasticity persists when progenitor ("parent") SOD1 fibrils are used to seed the formation of multiple generations of progeny fibrils (daughter, granddaughter, and great-granddaughter fibrils). Populations of progenitor fibrils formed stochastically at different rates and fluorescence intensity, however, progeny fibrils formed at more similar rates regardless of the formation rate of the progenitor fibril. For example, populations of progenitor fibrils that formed with a lag time of ∼30 h or ∼15 h both produced progeny fibrils with lag times of ∼8 h. Likewise, populations of progenitor fibrils with high or low maximum fluorescence (e.g., ∼450 or ∼75 A.U.) both produced progeny fibrils with more similar maximum fluorescence (∼125 A.U.). The rate of propagation was found to be more dependent on monomer concentration than seed concentration. These results can be rationalized by classical rate laws for primary nucleation and monomer-dependent secondary nucleation. We also find that the seeding propensity of some "families" of in vitro grown fibrils exhibit a finite lifetime (similar to that observed in the seeding of small molecule crystals and colloids). The single biological takeaway of this study is that the concentration of native SOD1 in a cell can have a stronger effect on rates of seeded aggregation than the concentration of prion-like seed that infected the cell.
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Affiliation(s)
- Katelyn M Baumer
- Department of Chemistry and Biochemistry , Baylor University , Waco , Texas 76706 , United States
| | - Jordan C Koone
- Department of Chemistry and Biochemistry , Baylor University , Waco , Texas 76706 , United States
| | - Bryan F Shaw
- Department of Chemistry and Biochemistry , Baylor University , Waco , Texas 76706 , United States
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15
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Munson MC, Plewman DL, Baumer KM, Henning R, Zahler CT, Kietzman AT, Beard AA, Mukai S, Diller L, Hamerly G, Shaw BF. Autonomous early detection of eye disease in childhood photographs. Sci Adv 2019; 5:eaax6363. [PMID: 31616792 PMCID: PMC6774731 DOI: 10.1126/sciadv.aax6363] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/09/2019] [Accepted: 09/10/2019] [Indexed: 05/14/2023]
Abstract
The "red reflex test" is used to screen children for leukocoria ("white eye") in a standard pediatric examination, but is ineffective at detecting many eye disorders. Leukocoria also presents in casual photographs. The clinical utility of screening photographs for leukocoria is unreported. Here, a free smartphone application (CRADLE: ComputeR-Assisted Detector of LEukocoria) was engineered to detect photographic leukocoria and is available for download under the name "White Eye Detector." This study determined the sensitivity, specificity, and accuracy of CRADLE by retrospectively analyzing 52,982 longitudinal photographs of children, collected by parents before enrollment in this study. The cohort included 20 children with retinoblastoma, Coats' disease, cataract, amblyopia, or hyperopia and 20 control children. For 80% of children with eye disorders, the application detected leukocoria in photographs taken before diagnosis by 1.3 years (95% confidence interval, 0.4 to 2.3 years). The CRADLE application allows parents to augment clinical leukocoria screening with photography.
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Affiliation(s)
- Micheal C. Munson
- Department of Chemistry and Biochemistry, Baylor University, Waco, TX, USA
| | - Devon L. Plewman
- Department of Chemistry and Biochemistry, Baylor University, Waco, TX, USA
| | - Katelyn M. Baumer
- Department of Chemistry and Biochemistry, Baylor University, Waco, TX, USA
| | - Ryan Henning
- Department of Computer Science, Baylor University, Waco, TX, USA
| | - Collin T. Zahler
- Department of Chemistry and Biochemistry, Baylor University, Waco, TX, USA
| | | | - Alexandra A. Beard
- Department of Chemistry and Biochemistry, Baylor University, Waco, TX, USA
| | - Shizuo Mukai
- Retina Service, Massachusetts Eye and Ear Infirmary, Boston, MA, USA
- Harvard Medical School, Boston, MA, USA
| | - Lisa Diller
- Harvard Medical School, Boston, MA, USA
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
| | - Greg Hamerly
- Department of Computer Science, Baylor University, Waco, TX, USA
| | - Bryan F. Shaw
- Department of Chemistry and Biochemistry, Baylor University, Waco, TX, USA
- Corresponding author.
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16
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Affiliation(s)
- Collin T. Zahler
- Department of Chemistry and BiochemistryBaylor University Waco TX 76706 USA
| | - Bryan F. Shaw
- Department of Chemistry and BiochemistryBaylor University Waco TX 76706 USA
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17
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Abstract
The net electrostatic charge (Z) of a folded protein in solution represents a bird's eye view of its surface potentials-including contributions from tightly bound metal, solvent, buffer, and cosolvent ions-and remains one of its most enigmatic properties. Few tools are available to the average biochemist to rapidly and accurately measure Z at pH≠pI. Tools that have been developed more recently seem to go unnoticed. Most scientists are content with this void and estimate the net charge of a protein from its amino acid sequence, using textbook values of pKa . Thus, Z remains unmeasured for nearly all folded proteins at pH≠pI. When marveling at all that has been learned from accurately measuring the other fundamental property of a protein-its mass-one wonders: what are we missing by not measuring the net charge of folded, solvated proteins? A few big questions immediately emerge in bioinorganic chemistry. When a single electron is transferred to a metalloprotein, does the net charge of the protein change by approximately one elementary unit of charge or does charge regulation dominate, that is, do the pKa values of most ionizable residues (or just a few residues) adjust in response to (or in concert with) electron transfer? Would the free energy of charge regulation (ΔΔGz ) account for most of the outer sphere reorganization energy associated with electron transfer? Or would ΔΔGz contribute more to the redox potential? And what about metal binding itself? When an apo-metalloprotein, bearing minimal net negative charge (e.g., Z=-2.0) binds one or more metal cations, is the net charge abolished or inverted to positive? Or do metalloproteins regulate net charge when coordinating metal ions? The author's group has recently dusted off a relatively obscure tool-the "protein charge ladder"-and used it to begin to answer these basic questions.
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Affiliation(s)
- Collin T Zahler
- Department of Chemistry and Biochemistry, Baylor University, Waco, TX, 76706, USA
| | - Bryan F Shaw
- Department of Chemistry and Biochemistry, Baylor University, Waco, TX, 76706, USA
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18
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Rasouli S, Abdolvahabi A, Croom CM, Plewman DL, Shi Y, Shaw BF. Glycerolipid Headgroups Control Rate and Mechanism of Superoxide Dismutase-1 Aggregation and Accelerate Fibrillization of Slowly Aggregating Amyotrophic Lateral Sclerosis Mutants. ACS Chem Neurosci 2018; 9:1743-1756. [PMID: 29649360 DOI: 10.1021/acschemneuro.8b00086] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/25/2022] Open
Abstract
Interactions between superoxide dismutase-1 (SOD1) and lipid membranes might be directly involved in the toxicity and intercellular propagation of aggregated SOD1 in amyotrophic lateral sclerosis (ALS), but the chemical details of lipid-SOD1 interactions and their effects on SOD1 aggregation remain unclear. This paper determined the rate and mechanism of nucleation of fibrillar apo-SOD1 catalyzed by liposomal surfaces with identical hydrophobic chains (RCH2(O2C18H33)2), but headgroups of different net charge and hydrophobicity (i.e., R(CH2)N+(CH3)3, RPO4-(CH2)2N+(CH3)3, and RPO4-). Under semiquiescent conditions (within a 96 well microplate, without a gyrating bead), the aggregation of apo-SOD1 into thioflavin-T-positive (ThT(+)) amyloid fibrils did not occur over 120 h in the absence of liposomal surfaces. Anionic liposomes triggered aggregation of apo-SOD1 into ThT(+) amyloid fibrils; cationic liposomes catalyzed fibrillization but at slower rates and across a narrower lipid concentration; zwitterionic liposomes produced nonfibrillar (amorphous) aggregates. The inability of zwitterionic liposomes to catalyze fibrillization and the dependence of fibrillization rate on anionic lipid concentration suggests that membranes catalyze SOD1 fibrillization by a primary nucleation mechanism. Membrane-catalyzed fibrillization was also examined for eight ALS variants of apo-SOD1, including G37R, G93R, D90A, and E100G apo-SOD1 that nucleate slower than or equal to WT SOD1 in lipid-free, nonquiescent amyloid assays. All ALS variants (with one exception) nucleated faster than WT SOD1 in the presence of anionic liposomes, wherein the greatest acceleratory effects were observed among variants with lower net negative surface charge (G37R, G93R, D90A, E100G). The exception was H46R apo-SOD1, which did not form ThT(+) species.
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Affiliation(s)
- Sanaz Rasouli
- Department of Chemistry and Biochemistry, Baylor University, Waco, Texas 76706, United States
- Institute of Biomedical Studies, Baylor University, Waco, Texas 76706, United States
| | - Alireza Abdolvahabi
- Department of Chemistry and Biochemistry, Baylor University, Waco, Texas 76706, United States
| | - Corbin M. Croom
- Department of Chemistry and Biochemistry, Baylor University, Waco, Texas 76706, United States
| | - Devon L. Plewman
- Department of Chemistry and Biochemistry, Baylor University, Waco, Texas 76706, United States
| | - Yunhua Shi
- Department of Chemistry and Biochemistry, Baylor University, Waco, Texas 76706, United States
| | - Bryan F. Shaw
- Department of Chemistry and Biochemistry, Baylor University, Waco, Texas 76706, United States
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19
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Zahler CT, Zhou H, Abdolvahabi A, Holden RL, Rasouli S, Tao P, Shaw BF. Inside Back Cover: Direct Measurement of Charge Regulation in Metalloprotein Electron Transfer (Angew. Chem. Int. Ed. 19/2018). Angew Chem Int Ed Engl 2018. [DOI: 10.1002/anie.201803479] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
Affiliation(s)
- Collin T. Zahler
- Department of Chemistry and Biochemistry; Baylor University; 1301 S University Parks Dr. Waco TX 76706 USA
| | - Hongyu Zhou
- Department of Chemistry; Southern Methodist University; 6425 Boaz Lane Dallas TX 75205 USA
| | - Alireza Abdolvahabi
- Department of Chemistry and Biochemistry; Baylor University; 1301 S University Parks Dr. Waco TX 76706 USA
| | - Rebecca L. Holden
- Department of Chemistry and Biochemistry; Baylor University; 1301 S University Parks Dr. Waco TX 76706 USA
| | - Sanaz Rasouli
- Department of Chemistry and Biochemistry; Baylor University; 1301 S University Parks Dr. Waco TX 76706 USA
- Institute of Biomedical Studies; Baylor University; 1301 S University Parks Dr. Waco TX 76706 USA
| | - Peng Tao
- Department of Chemistry; Southern Methodist University; 6425 Boaz Lane Dallas TX 75205 USA
| | - Bryan F. Shaw
- Department of Chemistry and Biochemistry; Baylor University; 1301 S University Parks Dr. Waco TX 76706 USA
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20
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Zahler CT, Zhou H, Abdolvahabi A, Holden RL, Rasouli S, Tao P, Shaw BF. Innenrücktitelbild: Direct Measurement of Charge Regulation in Metalloprotein Electron Transfer (Angew. Chem. 19/2018). Angew Chem Int Ed Engl 2018. [DOI: 10.1002/ange.201803479] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
Affiliation(s)
- Collin T. Zahler
- Department of Chemistry and Biochemistry; Baylor University; 1301 S University Parks Dr. Waco TX 76706 USA
| | - Hongyu Zhou
- Department of Chemistry; Southern Methodist University; 6425 Boaz Lane Dallas TX 75205 USA
| | - Alireza Abdolvahabi
- Department of Chemistry and Biochemistry; Baylor University; 1301 S University Parks Dr. Waco TX 76706 USA
| | - Rebecca L. Holden
- Department of Chemistry and Biochemistry; Baylor University; 1301 S University Parks Dr. Waco TX 76706 USA
| | - Sanaz Rasouli
- Department of Chemistry and Biochemistry; Baylor University; 1301 S University Parks Dr. Waco TX 76706 USA
- Institute of Biomedical Studies; Baylor University; 1301 S University Parks Dr. Waco TX 76706 USA
| | - Peng Tao
- Department of Chemistry; Southern Methodist University; 6425 Boaz Lane Dallas TX 75205 USA
| | - Bryan F. Shaw
- Department of Chemistry and Biochemistry; Baylor University; 1301 S University Parks Dr. Waco TX 76706 USA
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21
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Zahler CT, Zhou H, Abdolvahabi A, Holden RL, Rasouli S, Tao P, Shaw BF. Direct Measurement of Charge Regulation in Metalloprotein Electron Transfer. Angew Chem Int Ed Engl 2018; 57:5364-5368. [PMID: 29451960 PMCID: PMC6033162 DOI: 10.1002/anie.201712306] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/30/2017] [Revised: 01/15/2018] [Indexed: 12/16/2022]
Abstract
Determining whether a protein regulates its net electrostatic charge during electron transfer (ET) will deepen our mechanistic understanding of how polypeptides tune rates and free energies of ET (e.g., by affecting reorganization energy, and/or redox potential). Charge regulation during ET has never been measured for proteins because few tools exist to measure the net charge of a folded protein in solution at different oxidation states. Herein, we used a niche analytical tool (protein charge ladders analyzed with capillary electrophoresis) to determine that the net charges of myoglobin, cytochrome c, and azurin change by 0.62±0.06, 1.19±0.02, and 0.51±0.04 units upon single ET. Computational analysis predicts that these fluctuations in charge arise from changes in the pKa values of multiple non-coordinating residues (predominantly histidine) that involve between 0.42-0.90 eV. These results suggest that ionizable residues can tune the reactivity of redox centers by regulating the net charge of the entire protein-cofactor-solvent complex.
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Affiliation(s)
- Collin T. Zahler
- Department of Chemistry and BiochemistryBaylor University1301 S University Parks Dr.WacoTX76706USA
| | - Hongyu Zhou
- Department of ChemistrySouthern Methodist University6425 Boaz LaneDallasTX75205USA
| | - Alireza Abdolvahabi
- Department of Chemistry and BiochemistryBaylor University1301 S University Parks Dr.WacoTX76706USA
| | - Rebecca L. Holden
- Department of Chemistry and BiochemistryBaylor University1301 S University Parks Dr.WacoTX76706USA
| | - Sanaz Rasouli
- Department of Chemistry and BiochemistryBaylor University1301 S University Parks Dr.WacoTX76706USA
- Institute of Biomedical StudiesBaylor University1301 S University Parks Dr.WacoTX76706USA
| | - Peng Tao
- Department of ChemistrySouthern Methodist University6425 Boaz LaneDallasTX75205USA
| | - Bryan F. Shaw
- Department of Chemistry and BiochemistryBaylor University1301 S University Parks Dr.WacoTX76706USA
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22
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Zahler CT, Zhou H, Abdolvahabi A, Holden RL, Rasouli S, Tao P, Shaw BF. Direct Measurement of Charge Regulation in Metalloprotein Electron Transfer. Angew Chem Int Ed Engl 2018. [DOI: 10.1002/ange.201712306] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022]
Affiliation(s)
- Collin T. Zahler
- Department of Chemistry and Biochemistry Baylor University 1301 S University Parks Dr. Waco TX 76706 USA
| | - Hongyu Zhou
- Department of Chemistry Southern Methodist University 6425 Boaz Lane Dallas TX 75205 USA
| | - Alireza Abdolvahabi
- Department of Chemistry and Biochemistry Baylor University 1301 S University Parks Dr. Waco TX 76706 USA
| | - Rebecca L. Holden
- Department of Chemistry and Biochemistry Baylor University 1301 S University Parks Dr. Waco TX 76706 USA
| | - Sanaz Rasouli
- Department of Chemistry and Biochemistry Baylor University 1301 S University Parks Dr. Waco TX 76706 USA
- Institute of Biomedical Studies Baylor University 1301 S University Parks Dr. Waco TX 76706 USA
| | - Peng Tao
- Department of Chemistry Southern Methodist University 6425 Boaz Lane Dallas TX 75205 USA
| | - Bryan F. Shaw
- Department of Chemistry and Biochemistry Baylor University 1301 S University Parks Dr. Waco TX 76706 USA
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23
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Rasouli S, Abdolvahabi A, Croom CM, Plewman DL, Shi Y, Ayers JI, Shaw BF. Lysine acylation in superoxide dismutase-1 electrostatically inhibits formation of fibrils with prion-like seeding. J Biol Chem 2017; 292:19366-19380. [PMID: 28974578 DOI: 10.1074/jbc.m117.805283] [Citation(s) in RCA: 24] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/03/2017] [Revised: 09/28/2017] [Indexed: 11/06/2022] Open
Abstract
The acylation of lysine residues in superoxide dismutase-1 (SOD1) has been previously shown to decrease its rate of nucleation and elongation into amyloid-like fibrils linked to amyotrophic lateral sclerosis. The chemical mechanism underlying this effect is unclear, i.e. hydrophobic/steric effects versus electrostatic effects. Moreover, the degree to which the acylation might alter the prion-like seeding of SOD1 in vivo has not been addressed. Here, we acylated a fraction of lysine residues in SOD1 with groups of variable hydrophobicity, charge, and conformational entropy. The effect of each acyl group on the rate of SOD1 fibril nucleation and elongation were quantified in vitro with thioflavin-T (ThT) fluorescence, and we performed 594 iterate aggregation assays to obtain statistically significant rates. The effect of the lysine acylation on the prion-like seeding of SOD1 was assayed in spinal cord extracts of transgenic mice expressing a G85R SOD1-yellow fluorescent protein construct. Acyl groups with >2 carboxylic acids diminished self-assembly into ThT-positive fibrils and instead promoted the self-assembly of ThT-negative fibrils and amorphous complexes. The addition of ThT-negative, acylated SOD1 fibrils to organotypic spinal cord failed to produce the SOD1 inclusion pathology that typically results from the addition of ThT-positive SOD1 fibrils. These results suggest that chemically increasing the net negative surface charge of SOD1 via acylation can block the prion-like propagation of oligomeric SOD1 in spinal cord.
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Affiliation(s)
- Sanaz Rasouli
- From the Department of Chemistry and Biochemistry and.,the Institute of Biomedical Studies, Baylor University, Waco, Texas 76706 and
| | | | | | | | - Yunhua Shi
- From the Department of Chemistry and Biochemistry and
| | - Jacob I Ayers
- the Department of Neuroscience, University of Florida, Gainesville, Florida 32611
| | - Bryan F Shaw
- From the Department of Chemistry and Biochemistry and
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Abdolvahabi A, Shi Y, Rasouli S, Croom CM, Aliyan A, Martí AA, Shaw BF. Kaplan-Meier Meets Chemical Kinetics: Intrinsic Rate of SOD1 Amyloidogenesis Decreased by Subset of ALS Mutations and Cannot Fully Explain Age of Disease Onset. ACS Chem Neurosci 2017; 8:1378-1389. [PMID: 28290665 DOI: 10.1021/acschemneuro.7b00029] [Citation(s) in RCA: 18] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/11/2022] Open
Abstract
Over 150 mutations in SOD1 (superoxide dismutase-1) cause amyotrophic lateral sclerosis (ALS), presumably by accelerating SOD1 amyloidogenesis. Like many nucleation processes, SOD1 fibrillization is stochastic (in vitro), which inhibits the determination of aggregation rates (and obscures whether rates correlate with patient phenotypes). Here, we diverged from classical chemical kinetics and used Kaplan-Meier estimators to quantify the probability of apo-SOD1 fibrillization (in vitro) from ∼103 replicate amyloid assays of wild-type (WT) SOD1 and nine ALS variants. The probability of apo-SOD1 fibrillization (expressed as a Hazard ratio) is increased by certain ALS-linked SOD1 mutations but is decreased or remains unchanged by other mutations. Despite this diversity, Hazard ratios of fibrillization correlated linearly with (and for three mutants, approximately equaled) Hazard ratios of patient survival (R2 = 0.67; Pearson's r = 0.82). No correlation exists between Hazard ratios of fibrillization and age of initial onset of ALS (R2 = 0.09). Thus, Hazard ratios of fibrillization might explain rates of disease progression but not onset. Classical kinetic metrics of fibrillization, i.e., mean lag time and propagation rate, did not correlate as strongly with phenotype (and ALS mutations did not uniformly accelerate mean rate of nucleation or propagation). A strong correlation was found, however, between mean ThT fluorescence at lag time and patient survival (R2 = 0.93); oligomers of SOD1 with weaker fluorescence correlated with shorter survival. This study suggests that SOD1 mutations trigger ALS by altering a property of SOD1 or its oligomers other than the intrinsic rate of amyloid nucleation (e.g., oligomer stability; rates of intercellular propagation; affinity for membrane surfaces; and maturation rate).
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Affiliation(s)
- Alireza Abdolvahabi
- Department of Chemistry and Biochemistry, Baylor University, Waco, Texas 76706, United States
| | - Yunhua Shi
- Department of Chemistry and Biochemistry, Baylor University, Waco, Texas 76706, United States
| | - Sanaz Rasouli
- Department of Chemistry and Biochemistry, Baylor University, Waco, Texas 76706, United States
- Institute of Biomedical Studies, Baylor University, Waco, Texas 76706, United States
| | - Corbin M. Croom
- Department of Chemistry and Biochemistry, Baylor University, Waco, Texas 76706, United States
| | - Amir Aliyan
- Department of Chemistry, Rice University, Houston, Texas 77005, United States
| | - Angel A. Martí
- Department of Chemistry, Rice University, Houston, Texas 77005, United States
- Department of Bioengineering, Rice University, Houston, Texas 77005, United States
| | - Bryan F. Shaw
- Department of Chemistry and Biochemistry, Baylor University, Waco, Texas 76706, United States
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25
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Abdolvahabi A, Shi Y, Rasouli S, Croom CM, Chuprin A, Shaw BF. How Do Gyrating Beads Accelerate Amyloid Fibrillization? Biophys J 2017; 112:250-264. [PMID: 28122213 PMCID: PMC5266089 DOI: 10.1016/j.bpj.2016.12.004] [Citation(s) in RCA: 24] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/30/2016] [Revised: 11/22/2016] [Accepted: 12/05/2016] [Indexed: 01/21/2023] Open
Abstract
The chemical and physical mechanisms by which gyrating beads accelerate amyloid fibrillization in microtiter plate assays are unclear. Identifying these mechanisms will help optimize high-throughput screening assays for molecules and mutations that modulate aggregation and might explain why different research groups report different rates of aggregation for identical proteins. This article investigates how the rate of superoxide dismutase-1 (SOD1) fibrillization is affected by 12 different beads with a wide range of hydrophobicity, mass, stiffness, and topology but identical diameter. All assays were performed on D90A apo-SOD1, which is a stable and wild-type-like variant of SOD1. The most significant and uniform correlation between any material property of each bead and that bead's effect on SOD1 fibrillization rate was with regard to bead mass. A linear correlation existed between bead mass and rate of fibril elongation (R2 = 0.7): heavier beads produced faster rates and shorter fibrils. Nucleation rates (lag time) also correlated with bead mass, but only for non-polymeric beads (i.e., glass, ceramic, metallic). The effect of bead mass on fibrillization correlated (R2 = 0.96) with variations in buoyant forces and contact forces (between bead and microplate well), and was not an artifact of residual momentum during intermittent gyration. Hydrophobic effects were observed, but only for polymeric beads: lag times correlated negatively with contact angle of water and degree of protein adhesion (surface adhesion and hydrophobic effects were negligible for non-polymeric beads). These results demonstrate that contact forces (alone) explain kinetic variation among non-polymeric beads, whereas surface hydrophobicity and contact forces explain kinetic variation among polymeric beads. This study also establishes conditions for high-throughput amyloid assays of SOD1 that enable the control over fibril morphologies and produce eightfold faster lag times and fourfold less stochasticity than in previous studies.
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Affiliation(s)
| | - Yunhua Shi
- Department of Chemistry and Biochemistry, Baylor University, Waco, Texas
| | - Sanaz Rasouli
- Department of Chemistry and Biochemistry, Baylor University, Waco, Texas; Institute of Biomedical Studies, Baylor University, Waco, Texas
| | - Corbin M Croom
- Department of Chemistry and Biochemistry, Baylor University, Waco, Texas
| | - Aleksandra Chuprin
- Department of Chemistry and Biochemistry, Baylor University, Waco, Texas
| | - Bryan F Shaw
- Department of Chemistry and Biochemistry, Baylor University, Waco, Texas.
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26
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Abdolvahabi A, Shi Y, Chuprin A, Rasouli S, Shaw BF. Stochastic Formation of Fibrillar and Amorphous Superoxide Dismutase Oligomers Linked to Amyotrophic Lateral Sclerosis. ACS Chem Neurosci 2016; 7:799-810. [PMID: 26979728 DOI: 10.1021/acschemneuro.6b00048] [Citation(s) in RCA: 35] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/30/2022] Open
Abstract
Recent reports suggest that the nucleation and propagation of oligomeric superoxide dismutase-1 (SOD1) is effectively stochastic in vivo and in vitro. This perplexing kinetic variability-observed for other proteins and frequently attributed to experimental error-plagues attempts to discern how SOD1 mutations and post-translational modifications linked to amyotrophic lateral sclerosis (ALS) affect SOD1 aggregation. This study used microplate fluorescence spectroscopy and dynamic light scattering to measure rates of fibrillar and amorphous SOD1 aggregation at high iteration (ntotal = 1.2 × 10(3)). Rates of oligomerization were intrinsically irreproducible and populated continuous probability distributions. Modifying reaction conditions to mimic random and systematic experimental error could not account for kinetic outliers in standard assays, suggesting that stochasticity is not an experimental artifact, rather an intrinsic property of SOD1 oligomerization (presumably caused by competing pathways of oligomerization). Moreover, mean rates of fibrillar and amorphous nucleation were not uniformly increased by mutations that cause ALS; however, mutations did increase kinetic noise (variation) associated with nucleation and propagation. The stochastic aggregation of SOD1 provides a plausible statistical framework to rationalize how a pathogenic mutation can increase the probability of oligomer nucleation within a single cell, without increasing the mean rate of nucleation across an entire population of cells.
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Affiliation(s)
- Alireza Abdolvahabi
- Department of Chemistry and Biochemistry, and ‡Institute
of Biomedical Studies, Baylor University, Waco, Texas 76798-7348, United States
| | - Yunhua Shi
- Department of Chemistry and Biochemistry, and ‡Institute
of Biomedical Studies, Baylor University, Waco, Texas 76798-7348, United States
| | - Aleksandra Chuprin
- Department of Chemistry and Biochemistry, and ‡Institute
of Biomedical Studies, Baylor University, Waco, Texas 76798-7348, United States
| | - Sanaz Rasouli
- Department of Chemistry and Biochemistry, and ‡Institute
of Biomedical Studies, Baylor University, Waco, Texas 76798-7348, United States
| | - Bryan F. Shaw
- Department of Chemistry and Biochemistry, and ‡Institute
of Biomedical Studies, Baylor University, Waco, Texas 76798-7348, United States
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Shi Y, Acerson MJ, Abdolvahabi A, Mowery RA, Shaw BF. Gibbs Energy of Superoxide Dismutase Heterodimerization Accounts for Variable Survival in Amyotrophic Lateral Sclerosis. J Am Chem Soc 2016; 138:5351-62. [DOI: 10.1021/jacs.6b01742] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Affiliation(s)
- Yunhua Shi
- Department of Chemistry and
Biochemistry, Baylor University, Waco, Texas 76798-7348, United States
| | - Mark J. Acerson
- Department of Chemistry and
Biochemistry, Baylor University, Waco, Texas 76798-7348, United States
| | - Alireza Abdolvahabi
- Department of Chemistry and
Biochemistry, Baylor University, Waco, Texas 76798-7348, United States
| | - Richard A. Mowery
- Department of Chemistry and
Biochemistry, Baylor University, Waco, Texas 76798-7348, United States
| | - Bryan F. Shaw
- Department of Chemistry and
Biochemistry, Baylor University, Waco, Texas 76798-7348, United States
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28
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Abdolvahabi A, Shi Y, Rhodes NR, Cook NP, Martí AA, Shaw BF. Arresting amyloid with coulomb's law: acetylation of ALS-linked SOD1 by aspirin impedes aggregation. Biophys J 2016; 108:1199-212. [PMID: 25762331 DOI: 10.1016/j.bpj.2015.01.014] [Citation(s) in RCA: 40] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/22/2014] [Revised: 12/04/2014] [Accepted: 01/13/2015] [Indexed: 12/15/2022] Open
Abstract
Although the magnitude of a protein's net charge (Z) can control its rate of self-assembly into amyloid, and its interactions with cellular membranes, the net charge of a protein is not viewed as a druggable parameter. This article demonstrates that aspirin (the quintessential acylating pharmacon) can inhibit the amyloidogenesis of superoxide dismutase (SOD1) by increasing the intrinsic net negative charge of the polypeptide, i.e., by acetylation (neutralization) of multiple lysines. The protective effects of acetylation were diminished (but not abolished) in 100 mM NaCl and were statistically significant: a total of 432 thioflavin-T amyloid assays were performed for all studied proteins. The acetylation of as few as three lysines by aspirin in A4V apo-SOD1-a variant that causes familial amyotrophic lateral sclerosis (ALS)-delayed amyloid nucleation by 38% and slowed amyloid propagation by twofold. Lysines in wild-type- and ALS-variant apo-SOD1 could also be peracetylated with aspirin after fibrillization, resulting in supercharged fibrils, with increases in formal net charge of ∼2 million units. Peracetylated SOD1 amyloid defibrillized at temperatures below unacetylated fibrils, and below the melting temperature of native Cu2,Zn2-SOD1 (e.g., fibril Tm = 84.49°C for acetylated D90A apo-SOD1 fibrils). Targeting the net charge of native or misfolded proteins with small molecules-analogous to how an enzyme's Km or Vmax are medicinally targeted-holds promise as a strategy in the design of therapies for diseases linked to protein self-assembly.
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Affiliation(s)
| | - Yunhua Shi
- Department of Chemistry and Biochemistry, Baylor University, Waco, Texas
| | - Nicholas R Rhodes
- Department of Chemistry and Biochemistry, Baylor University, Waco, Texas
| | - Nathan P Cook
- Department of Chemistry, Rice University, Houston, Texas
| | - Angel A Martí
- Department of Chemistry, Rice University, Houston, Texas; Department of Bioengineering, Rice University, Houston, Texas
| | - Bryan F Shaw
- Department of Chemistry and Biochemistry, Baylor University, Waco, Texas.
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Abstract
The monomerization of Cu, Zn superoxide dismutase (SOD1) is an early step along pathways of misfolding linked to amyotrophic lateral sclerosis (ALS). Monomerization requires the reversal of two post-translational modifications that are thermodynamically favorable: (i) dissociation of active-site metal ions and (ii) reduction of intramolecular disulfide bonds. This study found, using amide hydrogen/deuterium (H/D) exchange, capillary electrophoresis, and lysine-acetyl protein charge ladders, that ALS-linked A4V SOD1 rapidly monomerizes and partially unfolds in an external electric field (of physiological strength), without loss of metal ions, exposure to disulfide-reducing agents, or Joule heating. Voltage-induced monomerization was not observed for metal-free A4V SOD1, metal-free WT SOD1, or metal-loaded WT SOD1. Computational modeling suggested a mechanism for this counterintuitive effect: subunit macrodipoles of dimeric SOD1 are antiparallel and amplified 2-fold by metal coordination, which increases torque at the dimer interface as subunits rotate to align with the electric field.
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Affiliation(s)
- Yunhua Shi
- Department
of Chemistry and
Biochemistry, Baylor University, Waco, Texas 76706, United States
| | - Mark J. Acerson
- Department
of Chemistry and
Biochemistry, Baylor University, Waco, Texas 76706, United States
| | - Kevin L. Shuford
- Department
of Chemistry and
Biochemistry, Baylor University, Waco, Texas 76706, United States
| | - Bryan F. Shaw
- Department
of Chemistry and
Biochemistry, Baylor University, Waco, Texas 76706, United States
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30
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Sea K, Sohn SH, Durazo A, Sheng Y, Shaw BF, Cao X, Taylor AB, Whitson LJ, Holloway SP, Hart PJ, Cabelli DE, Gralla EB, Valentine JS. Insights into the role of the unusual disulfide bond in copper-zinc superoxide dismutase. J Biol Chem 2014; 290:2405-18. [PMID: 25433341 DOI: 10.1074/jbc.m114.588798] [Citation(s) in RCA: 54] [Impact Index Per Article: 5.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022] Open
Abstract
The functional and structural significance of the intrasubunit disulfide bond in copper-zinc superoxide dismutase (SOD1) was studied by characterizing mutant forms of human SOD1 (hSOD) and yeast SOD1 lacking the disulfide bond. We determined x-ray crystal structures of metal-bound and metal-deficient hC57S SOD1. C57S hSOD1 isolated from yeast contained four zinc ions per protein dimer and was structurally very similar to wild type. The addition of copper to this four-zinc protein gave properly reconstituted 2Cu,2Zn C57S hSOD, and its spectroscopic properties indicated that the coordination geometry of the copper was remarkably similar to that of holo wild type hSOD1. In contrast, the addition of copper and zinc ions to apo C57S human SOD1 failed to give proper reconstitution. Using pulse radiolysis, we determined SOD activities of yeast and human SOD1s lacking disulfide bonds and found that they were enzymatically active at ∼10% of the wild type rate. These results are contrary to earlier reports that the intrasubunit disulfide bonds in SOD1 are essential for SOD activity. Kinetic studies revealed further that the yeast mutant SOD1 had less ionic attraction for superoxide, possibly explaining the lower rates. Saccharomyces cerevisiae cells lacking the sod1 gene do not grow aerobically in the absence of lysine, but expression of C57S SOD1 increased growth to 30-50% of the growth of cells expressing wild type SOD1, supporting that C57S SOD1 retained a significant amount of activity.
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Affiliation(s)
- Kevin Sea
- From the Department of Chemistry and Biochemistry, University of California, Los Angeles, California 90095, the Department of Wine Studies, Santa Rosa Junior College, Santa Rosa, California 95401,
| | - Se Hui Sohn
- From the Department of Chemistry and Biochemistry, University of California, Los Angeles, California 90095, LG Chem, Ltd., Yuseong-gu, Daejeon 305-380, Korea
| | - Armando Durazo
- From the Department of Chemistry and Biochemistry, University of California, Los Angeles, California 90095, the Department of Chemical and Environmental Engineering, University of Arizona, Tucson, Arizona 85721
| | - Yuewei Sheng
- From the Department of Chemistry and Biochemistry, University of California, Los Angeles, California 90095
| | - Bryan F Shaw
- From the Department of Chemistry and Biochemistry, University of California, Los Angeles, California 90095, the Department of Chemistry and Biochemistry, Baylor University, Waco, Texas 76798
| | - Xiaohang Cao
- the Department of Biochemistry, University of Texas Health Science Center at San Antonio, San Antonio, Texas 78229
| | - Alexander B Taylor
- the Department of Biochemistry, University of Texas Health Science Center at San Antonio, San Antonio, Texas 78229
| | - Lisa J Whitson
- the Department of Biochemistry, University of Texas Health Science Center at San Antonio, San Antonio, Texas 78229
| | - Stephen P Holloway
- the Department of Biochemistry, University of Texas Health Science Center at San Antonio, San Antonio, Texas 78229
| | - P John Hart
- the Department of Biochemistry, University of Texas Health Science Center at San Antonio, San Antonio, Texas 78229, the Department of Veterans Affairs, South Texas Veterans Health Care System, San Antonio, Texas 78229, and
| | - Diane E Cabelli
- the Chemistry Department, Brookhaven National Laboratory, Upton, New York 11973
| | - Edith Butler Gralla
- From the Department of Chemistry and Biochemistry, University of California, Los Angeles, California 90095
| | - Joan Selverstone Valentine
- From the Department of Chemistry and Biochemistry, University of California, Los Angeles, California 90095, the Department of Bioinspired Science, Ewha Womans University, Seoul 120-750, Korea
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Abdolvahabi A, Gober JL, Mowery RA, Shi Y, Shaw BF. Metal-Ion-Specific Screening of Charge Effects in Protein Amide H/D Exchange and the Hofmeister Series. Anal Chem 2014; 86:10303-10. [DOI: 10.1021/ac502714v] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/15/2023]
Affiliation(s)
- Alireza Abdolvahabi
- Department of Chemistry and
Biochemistry, Baylor University, Waco, Texas 76706, United States
| | - Jennifer L. Gober
- Department of Chemistry and
Biochemistry, Baylor University, Waco, Texas 76706, United States
| | - Richard A. Mowery
- Department of Chemistry and
Biochemistry, Baylor University, Waco, Texas 76706, United States
| | - Yunhua Shi
- Department of Chemistry and
Biochemistry, Baylor University, Waco, Texas 76706, United States
| | - Bryan F. Shaw
- Department of Chemistry and
Biochemistry, Baylor University, Waco, Texas 76706, United States
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Rivas-Perea P, Baker E, Hamerly G, Shaw BF. Detection of leukocoria using a soft fusion of expert classifiers under non-clinical settings. BMC Ophthalmol 2014; 14:110. [PMID: 25204762 PMCID: PMC4167153 DOI: 10.1186/1471-2415-14-110] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/31/2014] [Accepted: 08/21/2014] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND Leukocoria is defined as a white reflection and its manifestation is symptomatic of several ocular pathologies, including retinoblastoma (Rb). Early detection of recurrent leukocoria is critical for improved patient outcomes and can be accomplished via the examination of recreational photography. To date, there exists a paucity of methods to automate leukocoria detection within such a dataset. METHODS This research explores a novel classification scheme that uses fuzzy logic theory to combine a number of classifiers that are experts in performing multichannel detection of leukocoria from recreational photography. The proposed scheme extracts features aided by the discrete cosine transform and the Karhunen-Loeve transformation. RESULTS The soft fusion of classifiers is significantly better than other methods of combining classifiers with p = 1.12 × 10-5. The proposed methodology performs at a 92% accuracy rate, with an 89% true positive rate, and an 11% false positive rate. Furthermore, the results produced by our methodology exhibit the lowest average variance. CONCLUSIONS The proposed methodology overcomes non-ideal conditions of image acquisition, presenting a competent approach for the detection of leukocoria. Results suggest that recreational photography can be used in combination with the fusion of individual experts in multichannel classification and preprocessing tools such as the discrete cosine transform and the Karhunen-Loeve transformation.
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Affiliation(s)
- Pablo Rivas-Perea
- Department of Computer Science, Baylor University, One Bear Place #97356, Waco, TX 76798-7356, USA.
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Shi Y, Abdolvahabi A, Shaw BF. Protein charge ladders reveal that the net charge of ALS-linked superoxide dismutase can be different in sign and magnitude from predicted values. Protein Sci 2014; 23:1417-33. [PMID: 25052939 DOI: 10.1002/pro.2526] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/08/2014] [Revised: 07/19/2014] [Accepted: 07/21/2014] [Indexed: 12/12/2022]
Abstract
This article utilized "protein charge ladders"-chemical derivatives of proteins with similar structure, but systematically altered net charge-to quantify how missense mutations that cause amyotrophic lateral sclerosis (ALS) affect the net negative charge (Z) of superoxide dismutase-1 (SOD1) as a function of subcellular pH and Zn(2+) stoichiometry. Capillary electrophoresis revealed that the net charge of ALS-variant SOD1 can be different in sign and in magnitude-by up to 7.4 units per dimer at lysosomal pH-than values predicted from standard pKa values of amino acids and formal oxidation states of metal ions. At pH 7.4, the G85R, D90A, and G93R substitutions diminished the net negative charge of dimeric SOD1 by up to +2.29 units more than predicted; E100K lowered net charge by less than predicted. The binding of a single Zn(2+) to mutant SOD1 lowered its net charge by an additional +2.33 ± 0.01 to +3.18 ± 0.02 units, however, each protein regulated net charge when binding a second, third, or fourth Zn(2+) (ΔZ < 0.44 ± 0.07 per additional Zn(2+) ). Both metalated and apo-SOD1 regulated net charge across subcellular pH, without inverting from negative to positive at the theoretical pI. Differential scanning calorimetry, hydrogen-deuterium exchange, and inductively coupled plasma mass spectrometry confirmed that the structure, stability, and metal content of mutant proteins were not significantly affected by lysine acetylation. Measured values of net charge should be used when correlating the biophysical properties of a specific ALS-variant SOD1 protein with its observed aggregation propensity or clinical phenotype.
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Affiliation(s)
- Yunhua Shi
- Department of Chemistry and Biochemistry, Baylor University, Waco, Texas, 76798-7348
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Abdolvahabi A, Taylor BW, Holden RL, Shaw EV, Kentsis A, Rodriguez-Galindo C, Mukai S, Shaw BF. Colorimetric and longitudinal analysis of leukocoria in recreational photographs of children with retinoblastoma. PLoS One 2013; 8:e76677. [PMID: 24204654 PMCID: PMC3813630 DOI: 10.1371/journal.pone.0076677] [Citation(s) in RCA: 21] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/10/2013] [Accepted: 09/02/2013] [Indexed: 11/18/2022] Open
Abstract
Retinoblastoma is the most common primary intraocular tumor in children. The first sign that is often reported by parents is the appearance of recurrent leukocoria (i.e., "white eye") in recreational photographs. A quantitative definition or scale of leukocoria--as it appears during recreational photography--has not been established, and the amount of clinical information contained in a leukocoric image (collected by a parent) remains unknown. Moreover, the hypothesis that photographic leukocoria can be a sign of early stage retinoblastoma has not been tested for even a single patient. This study used commercially available software (Adobe Photoshop®) and standard color space conversion algorithms (operable in Microsoft Excel®) to quantify leukocoria in actual "baby pictures" of 9 children with retinoblastoma (that were collected by parents during recreational activities i.e., in nonclinical settings). One particular patient with bilateral retinoblastoma ("Patient Zero") was photographed >7, 000 times by his parents (who are authors of this study) over three years: from birth, through diagnosis, treatment, and remission. This large set of photographs allowed us to determine the longitudinal and lateral frequency of leukocoria throughout the patient's life. This study establishes: (i) that leukocoria can emerge at a low frequency in early-stage retinoblastoma and increase in frequency during disease progression, but decrease upon disease regression, (ii) that Hue, Saturation and Value (i.e., HSV color space) are suitable metrics for quantifying the intensity of retinoblastoma-linked leukocoria; (iii) that different sets of intraocular retinoblastoma tumors can produce distinct leukocoric reflections; and (iv) the Saturation-Value plane of HSV color space represents a convenient scale for quantifying and classifying pupillary reflections as they appear during recreational photography.
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Affiliation(s)
- Alireza Abdolvahabi
- Department of Chemistry and Biochemistry, Baylor University, Waco, Texas, United States of America
| | - Brandon W. Taylor
- Department of Chemistry and Biochemistry, Baylor University, Waco, Texas, United States of America
| | - Rebecca L. Holden
- Department of Chemistry and Biochemistry, Baylor University, Waco, Texas, United States of America
| | - Elizabeth V. Shaw
- Department of Chemistry and Biochemistry, Baylor University, Waco, Texas, United States of America
| | - Alex Kentsis
- Department of Pediatrics, Memorial Sloan-Kettering Cancer Center, New York, New York, United States of America
| | - Carlos Rodriguez-Galindo
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts, United States of America
| | - Shizuo Mukai
- Department of Ophthalmology, Harvard Medical School, Boston, Massachusetts, United States of America
- Retina Service, Massachusetts Eye and Ear Infirmary, Boston, Massachusetts, United States of America
| | - Bryan F. Shaw
- Department of Chemistry and Biochemistry, Baylor University, Waco, Texas, United States of America
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Shi Y, Rhodes NR, Abdolvahabi A, Kohn T, Cook NP, Marti AA, Shaw BF. Deamidation of asparagine to aspartate destabilizes Cu, Zn superoxide dismutase, accelerates fibrillization, and mirrors ALS-linked mutations. J Am Chem Soc 2013; 135:15897-908. [PMID: 24066782 DOI: 10.1021/ja407801x] [Citation(s) in RCA: 44] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/08/2023]
Abstract
The reactivity of asparagine residues in Cu, Zn superoxide dismutase (SOD1) to deamidate to aspartate remains uncharacterized; its occurrence in SOD1 has not been investigated, and the biophysical effects of deamidation on SOD1 are unknown. Deamidation is, nonetheless, chemically equivalent to Asn-to-Asp missense mutations in SOD1 that cause amyotrophic lateral sclerosis (ALS). This study utilized computational methods to identify three asparagine residues in wild-type (WT) SOD1 (i.e., N26, N131, and N139) that are predicted to undergo significant deamidation (i.e., to >20%) on time scales comparable to the long lifetime (>1 year) of SOD1 in large motor neurons. Site-directed mutagenesis was used to successively substitute these asparagines with aspartate (to mimic deamidation) according to their predicted deamidation rate, yielding: N26D, N26D/N131D, and N26D/N131D/N139D SOD1. Differential scanning calorimetry demonstrated that the thermostability of N26D/N131D/N139D SOD1 is lower than WT SOD1 by ~2-8 °C (depending upon the state of metalation) and <3 °C lower than the ALS mutant N139D SOD1. The triply deamidated analog also aggregated into amyloid fibrils faster than WT SOD1 by ~2-fold (p < 0.008**) and at a rate identical to ALS mutant N139D SOD1 (p > 0.2). A total of 534 separate amyloid assays were performed to generate statistically significant comparisons of aggregation rates among WT and N/D SOD1 proteins. Capillary electrophoresis and mass spectrometry demonstrated that ~23% of N26 is deamidated to aspartate (iso-aspartate was undetectable) in a preparation of WT human SOD1 (isolated from erythrocytes) that has been used for decades by researchers as an analytical standard. The deamidation of asparagine--an analytically elusive, sub-Dalton modification--represents a plausible and overlooked mechanism by which WT SOD1 is converted to a neurotoxic isoform that has a similar structure, instability, and aggregation propensity as ALS mutant N139D SOD1.
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Affiliation(s)
- Yunhua Shi
- Department of Chemistry and Biochemistry, Baylor University , Waco, Texas 76706, United States
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36
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Shi Y, Mowery RA, Shaw BF. Effect of metal loading and subcellular pH on net charge of superoxide dismutase-1. J Mol Biol 2013; 425:4388-404. [PMID: 23871896 DOI: 10.1016/j.jmb.2013.07.018] [Citation(s) in RCA: 27] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/29/2013] [Revised: 07/03/2013] [Accepted: 07/11/2013] [Indexed: 11/17/2022]
Abstract
The net charge of a folded protein is hypothesized to influence myriad biochemical processes (e.g., protein misfolding, electron transfer, molecular recognition); however, few tools exist for measuring net charge and this elusive property remains undetermined--at any pH--for nearly all proteins. This study used lysine-acetyl "protein charge ladders" and capillary electrophoresis to measure the net charge of superoxide dismutase-1 (SOD1)--whose aggregation causes amyotrophic lateral sclerosis (ALS)--as a function of coordinated metal ions and pH. The net negative charge of apo-SOD1 was similar to predicted values; however, the binding of a single Zn(2+) or Cu(2+) ion reduced the net negative charge by a greater magnitude than predicted (i.e., ~4 units, instead of 2), whereas the SOD1 protein underwent charge regulation upon binding 2-4 metal ions. From pH5 to pH8 (i.e., a range consistent with the multiple subcellular loci of SOD1), the holo-SOD1 protein underwent smaller fluctuations in net negative charge than predicted (i.e., ~3 units, instead of ~14) and did not undergo charge inversion at its isoelectric point (pI=5.3) but remained anionic. The regulation of SOD1 net charge along its pathways of metal binding, and across solvent pH, provides insight into its metal-induced maturation and enzymatic activity (which remains diffusion-limited across pH5-8). The anionic nature of holo-SOD1 across subcellular pH suggests that ~45 different ALS-linked mutations to SOD1 will reduce its net negative charge regardless of subcellular localization.
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Affiliation(s)
- Yunhua Shi
- Department of Chemistry and Biochemistry, Baylor University, Waco, TX 76798-7348, USA
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37
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Alves NJ, Champion MM, Stefanick JF, Handlogten MW, Moustakas DT, Shi Y, Shaw BF, Navari RM, Kiziltepe T, Bilgicer B. Selective photocrosslinking of functional ligands to antibodies via the conserved nucleotide binding site. Biomaterials 2013; 34:5700-10. [PMID: 23601661 DOI: 10.1016/j.biomaterials.2013.03.082] [Citation(s) in RCA: 24] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/07/2013] [Accepted: 03/27/2013] [Indexed: 12/28/2022]
Abstract
The conserved nucleotide binding site (NBS), found in the Fab variable domain of all antibody isotypes, remains a not-so-widely known and under-utilized site. Here, we describe a UV photocrosslinking method (UV-NBS) that utilizes the NBS for site-specific covalent functionalization of antibodies, while preserving antibody activity. We identified a small molecule, indole-3-butyric acid (IBA), which has affinity for the NBS (K(d) = 1-8 μM) and can be photocrosslinked to antibodies upon UV energy exposure. By synthesizing their IBA conjugated versions, we have successfully photocrosslinked various types of functional ligands to antibodies at the NBS, including affinity tags (biotin), fluorescent molecules (FITC), peptides (iRGD), and chemotherapeutics (paclitaxel). An optimal UV exposure of 1-2 J/cm(2) yielded the most efficient photocrosslinking and resulted in 1-2 conjugations per antibody, while preserving the antigen binding activity and Fc related functions. Analysis of the photocrosslinked conjugates using western blotting, mass spectrometry, and computational docking simulations demonstrated that the photocrosslinking specifically takes place at the Y/F42 residue in framework region 2 of the antibody light chain. Taken together, the UV-NBS method provides a practical, site-specific, and chemically efficient method to functionalize antibodies with significant implications in diagnostic and therapeutic settings.
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Affiliation(s)
- Nathan J Alves
- Department of Chemical and Biomolecular Engineering, University of Notre Dame, Notre Dame, IN 46556, USA
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38
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Krishnamurthy VM, Raman VS, Mowery RA, Hentz M, Baleja JD, Shaw BF, Kumar K. Ligand-induced protein mobility in complexes of carbonic anhydrase II and benzenesulfonamides with oligoglycine chains. PLoS One 2013; 8:e57629. [PMID: 23472094 PMCID: PMC3589393 DOI: 10.1371/journal.pone.0057629] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/27/2012] [Accepted: 01/23/2013] [Indexed: 02/01/2023] Open
Abstract
This paper describes a biophysical investigation of residual mobility in complexes of bovine carbonic anhydrase II (BCA) and para-substituted benzenesulfonamide ligands with chains of 1-5 glycine subunits, and explains the previously observed increase in entropy of binding with chain length. The reported results represent the first experimental demonstration that BCA is not the rigid, static globulin that has been typically assumed, but experiences structural fluctuations upon binding ligands. NMR studies with (15)N-labeled ligands demonstrated that the first glycine subunit of the chain binds without stabilization or destabilization by the more distal subunits, and suggested that the other glycine subunits of the chain behave similarly. These data suggest that a model based on ligand mobility in the complex cannot explain the thermodynamic data. Hydrogen/deuterium exchange studies provided a global estimate of protein mobility and revealed that the number of exchanged hydrogens of BCA was higher when the protein was bound to a ligand with five glycine subunits than when bound to a ligand with only one subunit, and suggested a trend of increasing number of exchanged hydrogens with increasing chain length of the BCA-bound ligand, across the series. These data support the idea that the glycine chain destabilizes the structure of BCA in a length-dependent manner, causing an increase in BCA mobility. This study highlights the need to consider ligand-induced mobility of even "static" proteins in studies of protein-ligand binding, including rational ligand design approaches.
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Affiliation(s)
- Vijay M. Krishnamurthy
- Department of Chemistry, Tufts University, Medford, Massachusetts, United States of America
| | - Venkata S. Raman
- Department of Chemistry, Tufts University, Medford, Massachusetts, United States of America
| | - Richard A. Mowery
- Department of Chemistry and Biochemistry, Baylor University, Waco, Texas, United States of America
| | - Michelle Hentz
- Department of Chemistry and Biochemistry, Baylor University, Waco, Texas, United States of America
| | - James D. Baleja
- Department of Biochemistry, Tufts University School of Medicine, Boston, Massachusetts, United States of America
- Cancer Center, Tufts Medical Center, Boston, Massachusetts, United States of America
| | - Bryan F. Shaw
- Department of Chemistry and Biochemistry, Baylor University, Waco, Texas, United States of America
| | - Krishna Kumar
- Department of Chemistry, Tufts University, Medford, Massachusetts, United States of America
- Cancer Center, Tufts Medical Center, Boston, Massachusetts, United States of America
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Shi Y, Mowery RA, Ashley J, Hentz M, Ramirez AJ, Bilgicer B, Slunt-Brown H, Borchelt DR, Shaw BF. Abnormal SDS-PAGE migration of cytosolic proteins can identify domains and mechanisms that control surfactant binding. Protein Sci 2012; 21:1197-209. [PMID: 22692797 DOI: 10.1002/pro.2107] [Citation(s) in RCA: 106] [Impact Index Per Article: 8.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/04/2023]
Abstract
The amino acid substitution or post-translational modification of a cytosolic protein can cause unpredictable changes to its electrophoretic mobility during SDS-PAGE. This type of "gel shifting" has perplexed biochemists and biologists for decades. We identify a mechanism for "gel shifting" that predominates among a set of ALS (amyotrophic lateral sclerosis) mutant hSOD1 (superoxide dismutase) proteins, post-translationally modified hSOD1 proteins, and homologous SOD1 proteins from different organisms. By first comparing how 39 amino acid substitutions throughout hSOD1 affected SDS-PAGE migration, we found that substitutions that caused gel shifting occurred within a single polyacidic domain (residues ~80-101), and were nonisoelectric. Substitutions that decreased the net negative charge of domain 80-101 increased migration; only one substitution increased net negative charge and slowed migration. Capillary electrophoresis, circular dichroism, and size exclusion chromatography demonstrated that amino acid substitutions increase migration during SDS-PAGE by promoting the binding of three to four additional SDS molecules, without significantly altering the secondary structure or Stokes radius of hSOD1-SDS complexes. The high negative charge of domain 80-101 is required for SOD1 gel shifting: neutralizing the polyacidic domain (via chimeric mouse-human SOD1 fusion proteins) inhibited amino acid substitutions from causing gel shifting. These results demonstrate that the pattern of gel shifting for mutant cytosolic proteins can be used to: (i) identify domains in the primary structure that control interactions between denatured cytosolic proteins and SDS and (ii) identify a predominant chemical mechanism for the interaction (e.g., hydrophobic vs. electrostatic).
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Affiliation(s)
- Yunhua Shi
- Department of Chemistry and Biochemistry, Baylor University, Waco, Texas 76706, USA
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Abstract
This paper describes the interaction between ubiquitin (UBI) and three sodium n-alkyl sulfates (SC(n)S) that have the same charge (Z = -1) but different hydrophobicity (n = 10, 12, or 14). Increasing the hydrophobicity of the n-alkyl sulfate resulted in (i) an increase in the number of distinct intermediates (that is, complexes of UBI and surfactant) that form along the pathway of unfolding, (ii) a decrease in the minimum concentrations of surfactant at which intermediates begin to form (i.e., a more negative ΔG(binding) of surfactant for UBI), and (iii) an increase in the number of surfactant molecules bound to UBI in each intermediate or complex. These results demonstrate that small changes in the hydrophobicity of a surfactant can significantly alter the binding interactions with a folded or unfolded cytosolic protein.
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Affiliation(s)
- Bryan F Shaw
- Department of Chemistry and Chemical Biology, Harvard University, Cambridge, Massachusetts 02138, United States.
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Shaw BF, Schneider GF, Arthanari H, Narovlyansky M, Moustakas D, Durazo A, Wagner G, Whitesides GM. Complexes of native ubiquitin and dodecyl sulfate illustrate the nature of hydrophobic and electrostatic interactions in the binding of proteins and surfactants. J Am Chem Soc 2011; 133:17681-95. [PMID: 21939262 DOI: 10.1021/ja205735q] [Citation(s) in RCA: 38] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
A previous study, using capillary electrophoresis (CE) [J. Am. Chem. Soc. 2008, 130, 17384-17393], reported that six discrete complexes of ubiquitin (UBI) and sodium dodecyl sulfate (SDS) form at different concentrations of SDS along the pathway to unfolding of UBI in solutions of SDS. One complex (which formed between 0.8 and 1.8 mM SDS) consisted of native UBI associated with approximately 11 molecules of SDS. The current study used CE and (15)N/(13)C-(1)H heteronuclear single quantum coherence (HSQC) NMR spectroscopy to identify residues in folded UBI that associate specifically with SDS at 0.8-1.8 mM SDS, and to correlate these associations with established biophysical and structural properties of this well-characterized protein. The ability of the surface charge and hydrophobicity of folded UBI to affect the association with SDS (at concentrations below the CMC) was studied, using CE, by converting lys-ε-NH(3)(+) to lys-ε-NHCOCH(3) groups. According to CE, the acetylation of lysine residues inhibited the binding of 11 SDS ([SDS] < 2 mM) and decreased the number of complexes of composition UBI-(NHAc)(8)·SDS(n) that formed on the pathway of unfolding of UBI-(NHAc)(8) in SDS. A comparison of (15)N-(1)H HSQC spectra at 0 mM and 1 mM SDS with calculated electrostatic surface potentials of folded UBI (e.g., solutions to the nonlinear Poisson-Boltzmann (PB) equation) suggested, however, that SDS binds preferentially to native UBI at hydrophobic residues that are formally neutral (i.e., Leu and Ile), but that have positive electrostatic surface potential (as predicted from solutions to nonlinear PB equations); SDS did not uniformly interact with residues that have formal positive charge (e.g., Lys or Arg). Cationic functional groups, therefore, promote the binding of SDS to folded UBI because these groups exert long-range effects on the positive electrostatic surface potential (which extend beyond their own van der Waals radii, as predicted from PB theory), and not because cationic groups are necessarily the site of ionic interactions with sulfate groups. Moreover, SDS associated with residues in native UBI without regard to their location in α-helix or β-sheet structure (although residues in hydrogen-bonded loops did not bind SDS). No correlation was observed between the association of an amino acid with SDS and the solvent accessibility of the residue or its rate of amide H/D exchange. This study establishes a few (of perhaps several) factors that control the simultaneous molecular recognition of multiple anionic amphiphiles by a folded cytosolic protein.
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Affiliation(s)
- Bryan F Shaw
- Department of Chemistry and Chemical Biology, Harvard University, Cambridge, Massachusetts 02138, United States.
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42
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Shaw BF, Arthanari H, Narovlyansky M, Durazo A, Frueh DP, Pollastri MP, Lee A, Bilgicer B, Gygi SP, Wagner G, Whitesides GM. Neutralizing positive charges at the surface of a protein lowers its rate of amide hydrogen exchange without altering its structure or increasing its thermostability. J Am Chem Soc 2010; 132:17411-25. [PMID: 21090618 DOI: 10.1021/ja9067035] [Citation(s) in RCA: 29] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
Abstract
This paper combines two techniques--mass spectrometry and protein charge ladders--to examine the relationship between the surface charge and hydrophobicity of a representative globular protein (bovine carbonic anhydrase II; BCA II) and its rate of amide hydrogen-deuterium (H/D) exchange. Mass spectrometric analysis indicated that the sequential acetylation of surface lysine-ε-NH3(+) groups--a type of modification that increases the net negative charge and hydrophobicity of the surface of BCA II without affecting its secondary or tertiary structure--resulted in a linear decrease in the aggregate rate of amide H/D exchange at pD 7.4, 15 °C. According to analysis with MS, the acetylation of each additional lysine generated between 1.4 and 0.9 additional hydrogens that are protected from H/D exchange during the 2 h exchange experiment at 15 °C, pD 7.4. NMR spectroscopy demonstrated that none of the hydrogen atoms which became protected upon acetylation were located on the side chain of the acetylated lysine residues (i.e., lys-ε-NHCOCH3) but were instead located on amide NHCO moieties in the backbone. The decrease in rate of exchange associated with acetylation paralleled a decrease in thermostability: the most slowly exchanging rungs of the charge ladder were the least thermostable (as measured by differential scanning calorimetry). This observation--that faster rates of exchange are associated with slower rates of denaturation--is contrary to the usual assumptions in protein chemistry. The fact that the rates of H/D exchange were similar for perbutyrated BCA II (e.g., [lys-ε-NHCO(CH2)2CH3]18) and peracetylated BCA II (e.g., [lys-ε-NHCOCH3]18) suggests that the electrostatic charge is more important than the hydrophobicity of surface groups in determining the rate of H/D exchange. These electrostatic effects on the kinetics of H/D exchange could complicate (or aid) the interpretation of experiments in which H/D exchange methods are used to probe the structural effects of non-isoelectric perturbations to proteins (i.e., phosphorylation, acetylation, or the binding of the protein to an oligonucleotide or to another charged ligand or protein).
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Affiliation(s)
- Bryan F Shaw
- Department of Chemistry and Chemical Biology, Harvard University, Cambridge, Massachusetts 02138, USA.
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Shaw BF, Moustakas DT, Whitelegge JP, Faull KF. Taking Charge of Proteins. Advances in Protein Chemistry and Structural Biology 2010; 79:127-64. [DOI: 10.1016/s1876-1623(10)79004-0] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/15/2022]
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Durazo A, Shaw BF, Chattopadhyay M, Faull KF, Nersissian AM, Valentine JS, Whitelegge JP. Metal-free superoxide dismutase-1 and three different amyotrophic lateral sclerosis variants share a similar partially unfolded beta-barrel at physiological temperature. J Biol Chem 2009; 284:34382-9. [PMID: 19805550 DOI: 10.1074/jbc.m109.052076] [Citation(s) in RCA: 36] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/20/2023] Open
Abstract
The structure and unfolding of metal-free (apo) human wild-type SOD1 and three pathogenic variants of SOD1 (A4V, G93R, and H48Q) that cause familial amyotrophic lateral sclerosis have been studied with amide hydrogen/deuterium exchange and mass spectrometry. The results indicate that a significant proportion of each of these proteins exists in solution in a conformation in which some strands of the beta-barrel (i.e. beta2) are well protected from exchange at physiological temperature (37 degrees C), whereas other strands (i.e. beta3 and beta4) appear to be unprotected from hydrogen/deuterium exchange. Moreover, the thermal unfolding of these proteins does not result in the uniform incorporation of deuterium throughout the polypeptide but involves the local unfolding of different residues at different temperatures. Some regions of the proteins (i.e. the "Greek key" loop, residues 104-116) unfold at a significantly higher temperature than other regions (i.e. beta3 and beta4, residues 21-53). Together, these results show that human wild-type apo-SOD1 and variants have a partially unfolded beta-barrel at physiological temperature and unfold non-cooperatively.
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Affiliation(s)
- Armando Durazo
- Department of Chemistry and Biochemistry, UCLA, Los Angeles, California 90095, USA
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Bilgiçer B, Thomas SW, Shaw BF, Kaufman GK, Krishnamurthy VM, Estroff LA, Yang J, Whitesides GM. A non-chromatographic method for the purification of a bivalently active monoclonal IgG antibody from biological fluids. J Am Chem Soc 2009; 131:9361-7. [PMID: 19534466 DOI: 10.1021/ja9023836] [Citation(s) in RCA: 25] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
This paper describes a method for the purification of monoclonal antibodies (rat anti-2,4-dinitrophenyl IgG: IgG(DNP); and mouse antidigoxin IgG: IgG(Dgn)) from ascites fluid. This procedure (for IgG(DNP)) has three steps: (i) precipitation of proteins heavier than immunoglobulins with ammonium sulfate; (ii) formation of cyclic complexes of IgG(DNP) by causing it to bind to synthetic multivalent haptens containing multiple DNP groups; (iii) selective precipitation of these dimers, trimers, and higher oligomers of the target antibody, followed by regeneration of the free antibody. This procedure separates the targeted antibody from a mixture of antibodies, as well as from other proteins and globulins in a biological fluid. This method is applicable to antibodies with a wide range of monovalent binding constants (0.1 microM to 0.1 nM). The multivalent ligands we used (derivatives of DNP and digoxin) isolated IgG(DNP) and IgG(Dgn) from ascites fluid in yields of >80% and with >95% purity. This technique has two advantages over conventional chromatographic methods for purifying antibodies: (i) it is selective for antibodies with two active Fab binding sites (both sites are required to form the cyclic complexes) over antibodies with one or zero active Fab binding sites; (ii) it does not require chromatographic separation. It has the disadvantage that the structure of the hapten must be compatible with the synthesis of bi- and/or trivalent analogues.
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Affiliation(s)
- Başar Bilgiçer
- Department of Chemistry and Chemical Biology, Harvard University, 12 Oxford Street, Cambridge, Massachusetts 02138, USA
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46
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Schneider GF, Shaw BF, Lee A, Carillho E, Whitesides GM. Pathway for unfolding of ubiquitin in sodium dodecyl sulfate, studied by capillary electrophoresis. J Am Chem Soc 2009; 130:17384-93. [PMID: 19035631 DOI: 10.1021/ja804736t] [Citation(s) in RCA: 37] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/31/2023]
Abstract
This paper characterizes the complexes formed by a small protein, ubiquitin (UBI), and a negatively charged surfactant, sodium dodecyl sulfate (SDS), using capillary electrophoresis (CE), circular dichroism (CD), and amide hydrogen-deuterium exchange (HDX; as monitored by mass spectroscopy, MS). Capillary electrophoresis of complexes of UBI and SDS, at apparent equilibrium, at concentrations of SDS ranging from sub-micellar and sub-denaturing to micellar and denaturing, revealed multiple complexes of UBI and SDS of the general composition UBI-SDS(n). Examination of electrophoretic mobilities of complexes of UBI and SDS as a function of the concentration of SDS provided a new way to characterize the interaction of this protein with SDS and established key characteristics of this system: e.g., the reversibility of the formation of the complexes, their approximate chemical compositions, and the pathway of SDS binding to UBI. The work identified, in addition to SDS-saturated UBI, at least six groups of complexes of UBI with SDS, within which four groups were populated with complexes of distinct stoichiometries: UBI-SDS(approximately 11), UBI-SDS(approximately 25), UBI-SDS(approximately 33), and UBI-SDS(approximately 42). CD spectroscopy and amide HDX of the UBI-SDS(n) complexes suggested that many of the UBI-SDS(n) complexes (n > 11) have greater alpha-helical content than native UBI. Capillary electrophoresis provides a level of detail about interactions of proteins and SDS that has not previously been accessible, and CE is an analytical and biophysical method for studies of interactions of proteins and surfactants that is both convenient and practical. This study sheds light on the formation of the enigmatic protein-SDS complexes formed during SDS polyacrylamide gel electrophoresis and brings a new tool to the study of proteins and detergents.
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Affiliation(s)
- Grégory F Schneider
- Department of Chemistry and Chemical Biology, Harvard University, 12 Oxford Street, Cambridge, Massachusetts 02138, USA
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Oztug Durer ZA, Cohlberg JA, Dinh P, Padua S, Ehrenclou K, Downes S, Tan JK, Nakano Y, Bowman CJ, Hoskins JL, Kwon C, Mason AZ, Rodriguez JA, Doucette PA, Shaw BF, Valentine JS. Loss of metal ions, disulfide reduction and mutations related to familial ALS promote formation of amyloid-like aggregates from superoxide dismutase. PLoS One 2009; 4:e5004. [PMID: 19325915 PMCID: PMC2659422 DOI: 10.1371/journal.pone.0005004] [Citation(s) in RCA: 102] [Impact Index Per Article: 6.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/05/2008] [Accepted: 03/03/2009] [Indexed: 12/18/2022] Open
Abstract
Mutations in the gene encoding Cu-Zn superoxide dismutase (SOD1) are one of the causes of familial amyotrophic lateral sclerosis (FALS). Fibrillar inclusions containing SOD1 and SOD1 inclusions that bind the amyloid-specific dye thioflavin S have been found in neurons of transgenic mice expressing mutant SOD1. Therefore, the formation of amyloid fibrils from human SOD1 was investigated. When agitated at acidic pH in the presence of low concentrations of guanidine or acetonitrile, metalated SOD1 formed fibrillar material which bound both thioflavin T and Congo red and had circular dichroism and infrared spectra characteristic of amyloid. While metalated SOD1 did not form amyloid-like aggregates at neutral pH, either removing metals from SOD1 with its intramolecular disulfide bond intact or reducing the intramolecular disulfide bond of metalated SOD1 was sufficient to promote formation of these aggregates. SOD1 formed amyloid-like aggregates both with and without intermolecular disulfide bonds, depending on the incubation conditions, and a mutant SOD1 lacking free sulfhydryl groups (AS-SOD1) formed amyloid-like aggregates at neutral pH under reducing conditions. ALS mutations enhanced the ability of disulfide-reduced SOD1 to form amyloid-like aggregates, and apo-AS-SOD1 formed amyloid-like aggregates at pH 7 only when an ALS mutation was also present. These results indicate that some mutations related to ALS promote formation of amyloid-like aggregates by facilitating the loss of metals and/or by making the intramolecular disulfide bond more susceptible to reduction, thus allowing the conversion of SOD1 to a form that aggregates to form resembling amyloid. Furthermore, the occurrence of amyloid-like aggregates per se does not depend on forming intermolecular disulfide bonds, and multiple forms of such aggregates can be produced from SOD1.
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Affiliation(s)
- Zeynep A. Oztug Durer
- Department of Chemistry and Biochemistry, California State University Long Beach, Long Beach, California, United States of America
| | - Jeffrey A. Cohlberg
- Department of Chemistry and Biochemistry, California State University Long Beach, Long Beach, California, United States of America
- * E-mail:
| | - Phong Dinh
- Department of Chemistry and Biochemistry, California State University Long Beach, Long Beach, California, United States of America
| | - Shelby Padua
- Department of Chemistry and Biochemistry, California State University Long Beach, Long Beach, California, United States of America
| | - Krista Ehrenclou
- Department of Chemistry and Biochemistry, California State University Long Beach, Long Beach, California, United States of America
| | - Sean Downes
- Department of Chemistry and Biochemistry, California State University Long Beach, Long Beach, California, United States of America
| | - James K. Tan
- Department of Chemistry and Biochemistry, California State University Long Beach, Long Beach, California, United States of America
| | - Yoko Nakano
- Department of Chemistry and Biochemistry, California State University Long Beach, Long Beach, California, United States of America
| | - Christopher J. Bowman
- Department of Chemistry and Biochemistry, California State University Long Beach, Long Beach, California, United States of America
| | - Jessica L. Hoskins
- Department of Physics and Astronomy, California State University Long Beach, Long Beach, California, United States of America
| | - Chuhee Kwon
- Department of Physics and Astronomy, California State University Long Beach, Long Beach, California, United States of America
| | - Andrew Z. Mason
- Department of Biological Sciences, California State University Long Beach, Long Beach, California, United States of America
| | - Jorge A. Rodriguez
- Department of Chemistry and Biochemistry, University of California Los Angeles, Los Angeles, California, United States of America
| | - Peter A. Doucette
- Department of Chemistry and Biochemistry, University of California Los Angeles, Los Angeles, California, United States of America
| | - Bryan F. Shaw
- Department of Chemistry and Biochemistry, University of California Los Angeles, Los Angeles, California, United States of America
| | - Joan Selverstone Valentine
- Department of Chemistry and Biochemistry, University of California Los Angeles, Los Angeles, California, United States of America
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Kaufman GK, Thomas SW, Reches M, Shaw BF, Feng J, Whitesides GM. Phase separation of 2D meso-scale Coulombic crystals from meso-scale polarizable "solvent". Soft Matter 2009; 5:1188-1191. [PMID: 19802354 PMCID: PMC2755486 DOI: 10.1039/b813590h] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/04/2023]
Abstract
This paper describes the phase separation of millimetre-scale spheres based on electrostatic charge. Initially, polymeric (Teflon, T; Nylon-6,6, N) and metallic (gold-coated Nylon-6,6, Au(N)) spheres are uniformly mixed in a two-dimensional (2D) monolayer on a gold-coated plate. Oscillating the plate vertically caused the spheres to charge by contact electrification (tribocharging). Positively charged N and negatively charged T spheres attracted each other more strongly than they attracted the capacitively charged, Au(N) spheres. The T and N spheres formed 2D Coulombic crystals, and these crystals separated from the Au(N) spheres. The extent and rate of separation increased with increasing amplitude of agitation during tribocharging, and with decreasing density of spheres on the surface. At high surface density, the T and N spheres did not separate from the Au(N) spheres. This system models the 2D nucleation of an ionic crystal from a polarizable liquid.
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Affiliation(s)
- George K Kaufman
- Department of Chemistry and Chemical Biology, Harvard University, 12 Oxford Street, Cambridge MA, 02138, USA
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Shaw BF, Schneider GF, Bilgiçer B, Kaufman GK, Neveu JM, Lane WS, Whitelegge JP, Whitesides GM. Lysine acetylation can generate highly charged enzymes with increased resistance toward irreversible inactivation. Protein Sci 2008; 17:1446-55. [PMID: 18451358 DOI: 10.1110/ps.035154.108] [Citation(s) in RCA: 51] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/28/2023]
Abstract
This paper reports that the acetylation of lysine epsilon-NH3(+) groups of alpha-amylase--one of the most important hydrolytic enzymes used in industry--produces highly negatively charged variants that are enzymatically active, thermostable, and more resistant than the wild-type enzyme to irreversible inactivation on exposure to denaturing conditions (e.g., 1 h at 90 degrees C in solutions containing 100-mM sodium dodecyl sulfate). Acetylation also protected the enzyme against irreversible inactivation by the neutral surfactant TRITON X-100 (polyethylene glycol p-(1,1,3,3-tetramethylbutyl)phenyl ether), but not by the cationic surfactant, dodecyltrimethylammonium bromide (DTAB). The increased resistance of acetylated alpha-amylase toward inactivation is attributed to the increased net negative charge of alpha-amylase that resulted from the acetylation of lysine ammonium groups (lysine epsilon-NH3(+) --> epsilon-NHCOCH3). Increases in the net negative charge of proteins can decrease the rate of unfolding by anionic surfactants, and can also decrease the rate of protein aggregation. The acetylation of lysine represents a simple, inexpensive method for stabilizing bacterial alpha-amylase against irreversible inactivation in the presence of the anionic and neutral surfactants that are commonly used in industrial applications.
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Affiliation(s)
- Bryan F Shaw
- Department of Chemistry and Chemical Biology, Harvard University, Cambridge, Massachusetts 02138, USA
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Shaw BF, Lelie HL, Durazo A, Nersissian AM, Xu G, Chan PK, Gralla EB, Tiwari A, Hayward LJ, Borchelt DR, Valentine JS, Whitelegge JP. Detergent-insoluble aggregates associated with amyotrophic lateral sclerosis in transgenic mice contain primarily full-length, unmodified superoxide dismutase-1. J Biol Chem 2008; 283:8340-50. [PMID: 18192269 DOI: 10.1074/jbc.m707751200] [Citation(s) in RCA: 68] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022] Open
Abstract
Determining the composition of aggregated superoxide dismutase 1 (SOD1) species associated with amyotrophic lateral sclerosis (ALS), especially with respect to co-aggregated proteins and post-translational modifications, could identify cellular or biochemical factors involved in the formation of these aggregates and explain their apparent neurotoxicity. The results of mass spectrometric and shotgun-proteomic analyses of SOD1-containing aggregates isolated from spinal cords of symptomatic transgenic ALS mice using two different isolation strategies are presented, including 1) resistance to detergent extraction and 2) size exclusion-coupled anti-SOD1 immunoaffinity chromatography. Forty-eight spinal cords from three different ALS-SOD1 mutant mice were analyzed, namely G93A, G37R, and the unnatural double mutant H46R/H48Q. The analysis consistently revealed that the most abundant proteins recovered from aggregate species were full-length unmodified SOD1 polypeptides. Although aggregates from some spinal cord samples contained trace levels of highly abundant proteins, such as vimentin and neurofilament-3, no proteins were consistently found to co-purify with mutant SOD1 in stoichiometric quantities. The results demonstrate that the principal protein in the high molecular mass aggregates whose appearance correlates with symptoms of the disease is the unmodified, full-length SOD1 polypeptide.
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Affiliation(s)
- Bryan F Shaw
- Department of Chemistry and Biochemistry, David Geffen School of Medicine, UCLA, Los Angeles, CA 90095, USA
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