Amy Wong
As a library, NLM provides access to scientific literature. Inclusion in an NLM database does not imply endorsement of, or agreement with, the contents by NLM or the National Institutes of Health.
Learn more: PMC Disclaimer PMC Copyright Notice
Biochemistry.
Published in final edited form as:
PMCID: PMC5502355
NIHMSID: NIHMS876384
PMID: 26694855
The publisher's final edited version of this article is available at Biochemistry
Associated Data
Abstract
Islet amyloid polypeptide (IAPP, amylin) forms pancreatic amyloid in type-2 diabetes, a process that contributes to the loss of β-cell mass in the disease. IAPP has been found in all higher organisms examined, but not all species form amyloid and the ability to do so correlates with the primary sequence. The amyloidogenic potential of fish IAPPs have not been examined, although fish have been proposed as a source for xenobiotic transplantation. The sequence of pufferfish IAPP (Takifugu rubripes) is known and is the most divergent from human IAPP of any reported IAPP sequence, differing at eleven positions including seven located within residues 20 to 29, a segment of the molecule that is important for controlling amyloidogenicity. Several of the substitutions found in pufferfish IAPP are non-conservative including Ser to Pro, Asn to Thr, Ala to Tyr and Leu to Tyr replacements and several of these have not been reported in mammalian IAPP sequences. Amyloid prediction programs give conflicting results for pufferfish IAPP. CD spectroscopy, FTIR, and transmission electron microscopy reveal that pufferfish IAPP forms amyloid and does so more rapidly than human IAPP in tris buffer at pH 7.4, but does so more slowly in phosphate buffered saline (PBS) at pH 7.4. Molecular dynamics simulations indicate that the pufferfish sequence is compatible with models of IAPP amyloid. The fish polypeptide does not significantly bind to thioflavin-T in tris and does so only weakly in PBS. The results highlight difficulties with thioflavin-T assays and the ambiguity in defining amyloidogenicity.
Keywords: Diabetes, Amylin, Islet Amyloid Polypeptide, Amyloid, Thioflavin-T, Islet Transplantation
Amyloid formation and aberrant protein aggregation play important roles in a diverse range of disorders including Alzheimer’s disease, Parkinson’s disease, and type-2 diabetes. The neuropancreatic polypeptide hormone human islet amyloid polypeptide (h-IAPP, also known as amylin) forms islet amyloid in the pancreas in type-2 diabetes. 1 3 1 9 10 15 8 9 11 12 Figures-1 2
Primary sequences of IAPP from different species. Residues that differ from the human sequence are colored. Substitutions which are in pufferfish IAPP but not in mammalian IAPP sequences are color coded blue. All of the variants contain a disulfide bridge between Cys-2 and Cys-7 and all have an amidated C-terminus. Primates and cats have been reported to develop diabetes and form islet amyloid, but rodents do not. Dog IAPP does form islet amyloid in canine pancreatic endocrine tumors. 59
Here we examine the ability of pufferfish IAPP (p-IAPP) to form amyloid in vitro. The analysis reveals that the relative amyloidogenicity, as defined by the kinetics of amyloid formation, of human and pufferfish IAPP depend on solution conditions and thus amyloidogencity is context dependent. The analysis also highlights complications with the widely applied thioflavin-T assay of amyloid formation and provides more evidence that they can lead to false negatives.
Amyloid formation in vitro is commonly followed using fluorescence detected thioflavin-T binding assays. 16 17 18 17 21 17 18 22
Materials and Methods
Peptide Synthesis and Purification
Peptides were synthesized with a CEM microwave peptide synthesizer on a 0.10 mmol scale utilizing 9-fluorenylmethoxycarbonyl (Fmoc) chemistry. 5-(4’-Fmoc-aminomethyl-3’,5-dimethoxyphenol) valeric acid (PAL-PEG) resin was used to provide an amidated C-terminus. Fmoc-protected pseudoproline (oxazolidine) dipeptide derivatives were utilized as previously described. 23 24
Sample Preparation and Fluorescence Assays
Stock solutions were prepared by dissolving peptide into 100% hexafluoroisopropanol (HFIP) at 1.6 mM. Solutions were filtered with 0.45 µM Acrodisc syringe filters and the required amount was lyophilized overnight to remove HFIP. Dry peptide was then dissolved into tris buffer or PBS for the fluorescence assays. The kinetics of amyloid formation were monitored using thioflavin-T binding assays conducted at 25 °C. Fluorescence measurements were performed using a Beckman Coulter DTX 880 plate reader with a multimode detector using an excitation wavelength of 430 nm and an emission wavelength of 485 nm.
Transmission Electron Microscopy (TEM)
TEM images were collected at the Life Science Microscopy Center at the State University of New York at Stony Brook. At the end of each experiment, 15 µL aliquots of the samples used for the kinetic studies were removed, blotted on a carbon-coated 300-mesh copper grid for 1 min and then negatively stained with saturated uranyl acetate for 1 min.
Circular Dichroism
Far UV CD experiments were performed on an Applied Photophysics Chirascan CD spectrophotometer. The sample was incubated on the bench for two weeks and the spectrum was recorded. The spectrum was an average of three repeats recorded over a range of 190 – 260 nm, at 1 nm intervals. A 10 mm quartz cuvette was used and a background spectrum was subtracted from the collected data. Experiments were performed at 25 °C in 20 mM tris buffer at pH 7.4. The sample concentration was 40 µM.
FTIR Spectroscopy
FTIR spectra were recorded on a Bruker Vertex 80 FTIR spectrometer equipped with a globar source, KBr beamsplitter and a liquid nitrogen-cooled mercury cadmium telluride (MCT) detector. Spectra were recorded as the result of 2048 scans at a resolution of 1 cm−1 using a Bruker BioATR II cell. The effective path length of the cell was approximately 6–8 µm. Experiments were performed at 20 °C and a protein concentration of 600 µM.
Molecular Dynamics Simulations and Modeling of Pufferfish and Human Amyloid Fibrils
The two initial fibril structures of human IAPP (two layers of 5 peptides) were taken from two sources: one derived from solid state NMR studies of full length human IAPP and the other from crystal structures of small “steric zipper” peptides derived from the human IAPP sequence. The two initial fibril structures of pufferfish IAPP were derived from the two experimental fibril structures of human IAPP by mutating the corresponding residues ( Figure-1A 25 26 27 28 29 30 31 32 33 34 35
Results
The primary sequence of h-IAPP and p-IAPP are compared in Figure-1A Figure-1B 36 36 38 39 42 43 44 Figure-2
Amyloid Prediction Algorithms Give Conflicting Results for the Relative Amyloidogenicity of Pufferfish IAPP
A range of amyloid prediction programs have been developed and most rely on physicochemical analysis of the properties of the primary sequence, although the ZipperDB algorithm uses a template approach based on steric zippers. 45 50 Supporting Table-1 51
Pufferfish IAPP Forms Amyloid, But Does not Bind to Thioflavin-T in Tris Buffer
We compared the time course of amyloid formation by human and pufferfish IAPP using thioflavin-T fluorescence assays and by transmission electron microscopy (TEM). We conducted initial experiments in 20 mM tris at pH 7.4, chosen because this buffer has been used extensively in studies of amyloid formation by IAPP. The concentration of IAPP used was 16 µM, again chosen because it is typical of values used for biophysical studies with the polypeptide. A 2-fold excess of thioflavin-T was used. Most experiments with h-IAPP avoid a large excess of thioflavin-T to avoid any perturbation of the kinetics of amyloid formation. Thioflavin-T does not impact the kinetics of IAPP aggregation under these conditions. 52 Figure-3A Figure-3A Figure-3B Figure-3B Figure-3A Figure-4
Analysis of amyloid formation by pufferfish IAPP (blue) and human IAPP (black) in 20 mM tris-HCl at pH 7.4. (A) Fluorescence monitored thioflavin-T assays of amyloid formation. No change in thioflavin-T fluorescence is detected for the pufferfish peptide over the entire time course of the experiment. Arrows indicate times, at which aliquots where collected for TEM analysis. (B) TEM images of samples of human IAPP (top) and pufferfish IAPP (bottom) collected at the different time points. Experiments were conducted with 16 µM IAPP, 32 µM thioflavin-T at 25 °C in 20 mM tris-HCl at pH 7.4. Scale bars in TEM images represent 100 nm.
Thioflavin-T emission spectra of samples of 32 µM thioflavin-T, with human IAPP (black), pufferfish IAPP amyloid fibrils (blue), and thioflavin-T alone (grey). IAPP when present is at 16 µM in monomer concentration. Spectra were recorded at the end of the kinetic experiments depicted in Figure 2
The TEM images of h-IAPP and p-IAPP amyloid fibrils are very similar ( Figure-3B Figure-5A
Pufferfish IAPP forms fibrils with significant β-sheet secondary structure. (A) CD spectrum of a sample of the fibril material formed by a 40 µM sample of pufferfish IAPP. The spectrum is the smoothed average of three scans. (B) FTIR spectra of p-IAPP (blue) and h-IAPP (black). (C) TEM image of the pufferfish IAPP sample collected at time of CD measurement. Samples were incubated at 25 °C. Scale bars in TEM images represent 100 nm.
We also recorded the Fourier-transform infrared (FTIR) spectra of h-IAPP and p-IAPP ( Figure-5B 53 54
The Relative Rates of Amyloid Formation by Human and Pufferfish IAPP are Dependent on the Choice of Buffer
We next examined the behavior of h-IAPP and p-IAPP in a more physiological buffer consisting of 20 mM sodium phosphate, 140 mM KCl at pH 7.4 (PBS). A typical thioflavin-T curve is observed for h-IAPP in PBS with a shorter lag phase than observed in tris ( Figure-6 55
Analysis of the ability of pufferfish IAPP to form amyloid in phosphate buffered saline solution. (A) Fluorescence monitored thioflavin-T assays of human IAPP (black) and pufferfish IAPP (blue) amyloid formation in 20 mM sodium phosphate, 140 mM potassium chloride at pH 7.4. Arrows indicate times at which aliquots where collected for TEM analysis. Aliquots were collected at t = 0 (black), 3 hrs (red), 7 hrs (green), and 24 hrs (blue) (B) TEM images of samples human IAPP (top) and pufferfish IAPP (bottom) collected at the different time points. Experiments were conducted with 16 µM IAPP, 32 µM thioflavin-T at 25 °C in 20 mM sodium phosphate, 140 mM potassium chloride at pH 7.4. Scale bars in TEM images represent 100 nm.
Pufferfish IAPP is Compatible with Existing Models of Human IAPP Amyloid Fibrils
We next performed molecular dynamics simulations to test if the pufferfish sequence is compatible with existing models of the h-IAPP amyloid fibrils. There are two high resolution models of the h-IAPP fibrils: one derived from solid state NMR studies of full length h-IAPP and the other from crystal structures of small “steric zipper” peptides derived from the h-IAPP sequence. 36 37 Figure 1B Supporting Figure-S1 Supporting Figure-S2 Figure-7 19 21
Last snapshots of two representative simulations. (A) Human IAPP fibril model from the solid state NMR study. (B) Pufferfish IAPP fibril model is derived from the NMR model by threading. 310, α-helical, β-strand, turn and coiled conformations are colored in blue, yellow, cyan and white respectively. Sidechains are color-coded as; blue, positively charged; red, negatively charged; black, hydrophobic; and green, hydrophilic.
Thioflavin-T Assays Do Not Accurately Report on Pufferfish IAPP Amyloid Formation Even If the Dye is in Excess
We also examined the effect of increasing the concentration of thioflavin-T to a 20-fold excess relative to IAPP in monomer units. Normally, these concentrations are avoided for fear that high dye concentrations might perturb the kinetics of amyloid formation. The dye has a small impact on the kinetics of h-IAPP amyloid formation, leading to a slightly more rapid time course ( Figure-8 Figure-8A Figure-8B
Analysis of amyloid formation by pufferfish IAPP and human IAPP in the presence of excess thioflavin-T in 20 mM tris-HCl at pH 7.4. (A) Fluorescence monitored thioflavin-T assays of human IAPP with 2-fold and 20-fold excess of thioflavin-T (black and orange respectively) and of pufferfish IAPP with 2-fold and 20-fold excess of the dye (blue and purple respectively). Arrows indicate times at which aliquots were collected for TEM analysis. Aliquots were collected at t = 0 (black), 0.25t50 (red), 2t50 (green), 3t50 (blue), and 5t50 (yellow), where t50 refers to the time required for human IAPP to reach half maximum fluorescence intensity in a thioflavin-T assay. (B) TEM images of samples of human IAPP (top) and pufferfish IAPP (bottom) in the presence of 20-fold excess of thioflavin-T collected at different time points. Experiments were conducted with 16 µM IAPP, 32 µM or 320 µM thioflavin-T at 25 °C in 20 mM tris-HCl at pH 7.4. Scale bars in TEM images represent 100 nm.
Discussion
The data presented here demonstrates that p-IAPP is capable of forming amyloid, but shows that the relative rate of amyloid formation as compared to human IAPP depends upon the choice of buffer. This observation has clear implications for studies which attempt to define and compare the relative amyloidogenicity of different polypeptides. In the present case, the differential effects may reflect the different charge distributions of the two polypeptides. Analysis of the effects of anions on h-IAPP amyloid formation have shown that their effects follow the ion selectivity series at low to moderate concentrations, arguing for a contribution from ion binding. 55 51
We believe that the observation of weak or non-existent thioflavin-T binding by p-IAPP is also important. Thioflavin-T is the most widely used probe of amyloid formation and the present study provides a clear cautionary example of the assay yielding a false negative. Thioflavin-T is believed to bind to surface grooves found on amyloid fibrils that are a consequence of their cross-β structure. The large number of substitutions in p-IAPP, 11 out of the 30 residues which are believed to form the core of the fibril, could change the structure and physicochemical nature of the surface grooves. Our all atom MD simulations show that the pufferfish sequence is compatible with the solid state NMR model of the h-IAPP amyloid fibrils as well as with the model derived from crystal structures of small peptide fragments of h-IAPP. However, two significant differences are observed. First, the part of the region located adjacent to the loop in the U-shape motif adopts coil-like conformations rather than the extended β-sheet conformations seen in h-IAPP. Importantly, the sidechains of the pufferfish IAPP model are more disordered than in the case of the human fibrils and, as a result, do not form the well-ordered surface grooves on the face of the fibril that serve as binding sites for thioflavin-T. The differences in the FTIR spectra of human and pufferfish IAPP are consistent with some structural changes. These differences may contribute to the reduced binding of thioflavin-T to pufferfish IAPP. A reduced yield of amyloid fibrils by the pufferfish peptide could potentially contribute to the lower thioflavin-T signal. In this scenario, p-IAPP forms fewer fibrils and there would be a significant fraction of the polypeptide that remain unaggregated. This seems unlikely, especially given that the CD spectrum and FTIR spectrum indicate that the conformational ensemble is dominated by β-structure. Gravimetric data could formally rule out this possibility but is not available. Again, the mechanistic details of the reduced thioflavin-T signal are not completely clear, but the key result is that thioflavin-T assays can give rise to false negatives and the final thioflavin-T intensity should not be interpreted as a quantitative measure of the amount of amyloid formed when comparing different peptides. Work on Aβ polymorphs and poly-Q peptides as well as a comparison of Aβ(1–40) and Aβ(1–42) also highlights the dangers of quantitative interpretation of thioflavin-T intensities. 56 58
Finally, we note that teleostean fish have been proposed to be a source of xenobiotic islet transplants. Encouraging success has been obtained using porcine islets for xenobiotic islet transplants, but porcine IAPP is much less amyloidogenic than h-IAPP under all conditions tested and its reduced amyloidogencity correlates with enhanced islet survival. 9 12 14 15 12 Figure-2
Supplementary Material
supporting infomration
Click here to view.
Acknowledgments
We thank Dr. Robert Tycko for kindly supplying the coordinates of the solid-state NMR based models of the h-IAPP amyloid fibril.
Funding
This work was supported by grants from the United States National Institutes of Health, GM078114, to D.P.R. and from the National Science Foundation (NSF) Grant MCB-1158577 to J.E.S. We acknowledge support from the Center for Scientific Computing at the California Nanosystems Institute (NSF Grant CNS-0960316) and the Extreme Science and Engineering Discovery Environment (XSEDE), supported by National Science Foundation Grant OCI-1053575. We would also like to acknowledge the computational capabilities of the Texas Advanced Computing Center at the University of Texas at Austin (Grants TG-MCA05S027), which provided HPC resources that contributed to the research results reported within this paper ( www.tacc.utexas.edu
Abbreviations
CDcircular dichroismCα-RMSDroot mean square deviations of the Cα atomic coordinatesFmoc9-fluorenylmethoxycarbonylFTIRFourier-transform infrared spectroscopyHFIPhexafluoroisopropanolh-IAPPhuman IAPPIAPPislet amyloid polypeptide or amylinMALDImatrix assisted laser desorption/ionizationMDmolecular dynamicsPAL-PEG5-(4’-Fmoc-aminomethyl-3’,5-dimethoxyphenol) valeric acidPBSsodium phosphate saline bufferp-IAPPpufferfish IAPPt50time required for a human IAPP to reach half maximum fluorescenceTEMtransmission electron microscopyTFAtrifluoroacetic acid;
Footnotes
Supporting Information
Supporting Information
References
1. Westermark P, Wernstedt C, Wilander E, Hayden DW, O’Brien TD, Johnson KH. Amyloid Fibrils in Human Insulinoma and Islets of Langerhans of the Diabetic Cat Are Derived from a Neuropeptide-Like Protein Also Present in Normal Islet Cells. PNAS. 1987;84:3881–3885. [ PMC free article PubMed Google Scholar
2. Cooper GJS, Willis AC, Clark A, Turner RC, Sim RB, Reid KBM. Purification and Characterization of a Peptide from Amyloid-Rich Pancreases of Type 2 Diabetic Patients. PNAS. 1987;84:8628–8632. [ PMC free article PubMed Google Scholar
3. Westermark P, Andersson A, Westermark GT. Islet Amyloid Polypeptide, Islet Amyloid, and Diabetes Mellitus. Physiol Rev. 2011;91:795–826. [ PubMed Google Scholar
4. Montane J, Klimek-Abercrombie A, Potter KJ, Westwell-Roper C, Bruce Verchere C. Metabolic stress, IAPP and Islet Amyloid. Diabetes, Obes. Metab. 2012;(14 Suppl 3):68–77. [ PubMed Google Scholar
5. Cao P, Marek P, Noor H, Patsalo V, Tu L-H, Wang H, Abedini A, Raleigh DP. Islet Amyloid: From Fundamental Biophysics to Mechanisms of Cytotoxicity. FEBS Lett. 2013;587:1106–1118. [ PMC free article PubMed Google Scholar
6. Cao P, Raleigh DP. Folding and Aggregation of Islet Amyloid Polypeptide: from Physical Chemistry to Cell Biology. Curr. Opinion Struct. Biol. 2013;23:82–88. [ PMC free article PubMed Google Scholar
7. Abedini A, Schmidt AM. Mechanisms of Islet Amyloidosis Toxicity in Type 2 Diabetes. FEBS Lett. 2013;587:1119–1127. [ PMC free article PubMed Google Scholar
8. Westermark GT, Westermark P, Berne C, Korsgren O, Transpla NNCI. Widespread Amyloid Deposition in Transplanted Human Pancreatic Islets. N. Engl. J. Med. 2008;359:977–979. [ PubMed Google Scholar
9. Potter KJ, Abedini A, Marek P, Klimek AM, Butterworth S, Driscoll M, Baker R, Nilsson MR, Warnock GL, Oberholzer J, Bertera S, Trucco M, Korbutt GS, Fraser PE, Raleigh DP, Verchere CB. Islet Amyloid Deposition Limits the Viability of Human Islet Grafts But Not Porcine Islet Grafts. PNAS. 2010;107:4305–4310. [ PMC free article PubMed Google Scholar
10. Martinez-Alvarez RM, Volkoff H, Cueto JAM, Delgado MJ. Molecular Characterization of Calcitonin Gene-Related Peptide (CGRP) Related Peptides (CGRP, Amylin, Adrenomedullin and Adrenomedullin-2/Intermedin) in Goldfish (Carassius auratus): Cloning and Distribution. Peptides. 2008;29:1534–1543. [ PubMed Google Scholar
11. Westermark GT, Falkmer S, Steiner DF, Chan SJ, Engstrom U, Westermark P. Islet Amyloid Polypeptide is Expressed in the Pancreatic Islet Parenchyma of the Teleostean Fish, Myoxocephalus (cottus) scorpius. Comp. Biochem. Physiol. Part B: Biochem. Mol. Biol. 2002;133:119–125. [ PubMed Google Scholar
12. Fortin JS, Santamaria-Bouvier A, Lair S, Dallaire AD, Benoit-Biancamano MO. Anatomic and Molecular Characterization of the Endocrine Pancreas of a Teleostean Fish: Atlantic Wolffish (Anarhichas lupus) Zool. Stud. 2015:54. [ Google Scholar
13. Falkmer S. Experimental Diabetes Research in Fish. Acta Endocrinol. Suppl (Copenh) 1961;37(Suppl 59):1–122. [ PubMed Google Scholar
14. Nguyen TM, Wright JR, Jr, Nielsen PF, Conlon JM. Characterization of the Pancreatic Hormones from the Brockmann Body of the Tilapia: Implications for Islet Xenograft Studies. Comp. Biochem. Physiol. Part C: Pharmacol., Toxicol. Endocrinol. 1995;111:33–44. [ PubMed Google Scholar
15. Yang H, Dickson BC, O’Hali W, Kearns H, Wright JR., Jr Functional Comparison of Mouse, Rat, and Fish Islet Grafts Transplanted into Diabetic Nude Mice. Gen. Comp. Endocrinol. 1997;106:384–388. [ PubMed Google Scholar
16. Hobbs JR, Morgan AD. Fluorescence Microscopy with Thioflavine-T in Diagnosis of Amyloid. J. Pathol. Bacteriol. 1963;86:437–442. [ PubMed Google Scholar
17. Levine H. Thioflavine-T Interaction with Synthetic Alzheimers-Disease Beta-Amyloid Peptides - Detection of Amyloid Aggregation in Solution. Protein Sci. 1993;2:404–410. [ PMC free article PubMed Google Scholar
18. Sulatskaya AI, Maskevich AA, Kuznetsova IM, Uversky VN, Turoverov KK. Fluorescence Quantum Yield of Thioflavin T in Rigid Isotropic Solution and Incorporated into the Amyloid Fibrils. PLoS One. 2010;5:e15385. [ PMC free article PubMed Google Scholar
19. Wu C, Wang ZX, Lei HX, Duan Y, Bowers MT, Shea J-E. The Binding of Thioflavin T and Its Neutral Analog BTA-1 to Protofibrils of the Alzheimer's Disease Aβ16–22 Peptide Probed by Molecular Dynamics Simulations. J. Mol. Biol. 2008;384:718–729. [ PMC free article PubMed Google Scholar
20. Wu C, Biancalana M, Koide S, Shea J-E. Binding Modes of Thioflavin-T to the Single-Layer beta-Sheet of the Peptide Self-Assembly Mimics. J. Mol. Biol. 2009;394:627–633. [ PubMed Google Scholar
21. Wu C, Bowers MT, Shea J-E. On the Origin of the Stronger Binding of PIB over Thioflavin T to Protofibrils of the Alzheimer Amyloid-beta Peptide: A Molecular Dynamics Study. Biophys. J. 2011;100:1316–1324. [ PMC free article PubMed Google Scholar
22. Cloe AL, Orgel JPRO, Sachleben JR, Tycko R, Meredith SC. The Japanese Mutant Abeta (DeltaE22-Abeta(1–39)) Forms Fibrils Instantaneously, with Low-Thioflavin T Fluorescence: Seeding of Wild-Type Abeta(1–40) into Atypical Fibrils by DeltaE22-Abeta(1–39) Biochemistry. 2011;50:2026–2039. [ PMC free article PubMed Google Scholar
23. Marek P, Woys AM, Sutton K, Zanni MT, Raleigh DP. Efficient Microwave-Assisted Synthesis of Human Islet Amyloid Polypeptide Designed to Facilitate the Specific Incorporation of Labeled Amino Acids. Organic letters. 2010;12:4848–4851. [ PMC free article PubMed Google Scholar
24. Abedini A, Raleigh DP. Incorporation of Pseudoproline Derivatives Allows the Facile Synthesis of Human IAPP, a Highly Amyloidogenic and Aggregation-Prone Polypeptide. Org. Lett. 2005;7:693–696. [ PubMed Google Scholar
25. Duan Y, Chowdhury S, Xiong G, Wu C, Zhang W, Lee T, Cieplak P, Caldwell J, Luo R, Wang J, Kollman PA. A Point-Charge Force Field for Molecular Mechanics Simulations of Proteins Based on Condensed-Phase QM Calculations. J. Comput. Chem. 2003;24:1999–2012. [ PubMed Google Scholar
26. Gessel MM, Wu C, Li H, Bitan G, Shea J-E, Bowers MT. Aβ(39–42) Modulates Aβ Oligomerization But Not Fibril Formation. Biochemistry. 2011;51:108–117. [ PMC free article PubMed Google Scholar
27. Wu C, Bowers MT, Shea JE. Molecular Structures of Quiescently Grown and Brain-Derived Polymorphic Fibrils of the Alzheimer Amyloid Aβ9-40 Peptide: A Comparison to Agitated Fibrils. PLoS Comput. Biol. 2010:6. [ PMC free article PubMed Google Scholar
28. Wu C, Wang ZX, Lei HX, Zhang W, Duan Y. Dual Binding Modes of Congo Red to Amyloid Protofibril Surface Observed in Molecular Dynamics Simulations. J. Am. Chem. Soc. 2007;129:1225–1232. [ PubMed Google Scholar
29. Jorgensen WL, Chandrasekhar J, Madura JD, Impey RW, Klein ML. Comparisons of Simple Potential Functions for Simulating Liquid Water. J. Chem. Phys. 1983;79:926–935. [ Google Scholar
30. Wang JM, Wolf RM, Caldwell JW, Kollman PA, Case DA. Development and Testing of a General Amber Force Field. J. Comput. Chem. 2004;25:1157–1174. [ PubMed Google Scholar
31. Essmann U, Perera L, Berkowitz ML, Darden TA, Lee H, Pedersen LG. A Smooth Particle Mesh Ewald Method. J. Chem. Phys. 1995;103:8577–8593. [ Google Scholar
32. Ryckaert J-P, Ciccotti G, Berendsen HJC. Numerical Integration of the Cartesian Equations of Motion of a System with Constraints: Molecular Dynamics of n-Alkanes. J. Comput. Phys. 1977;23:327–341. [ Google Scholar
33. Procacci P, Berne BJ. Multiple Time-Scale Methods for Constant-Pressure Molecular-Dynamics Simulations of Molecular-Systems. Mol. Phys. 1994;83:255–272. [ Google Scholar
34. Chiu SW, Clark M, Subramaniam S, Jakobsson E. CollectiveMotion Artifacts Arising in Long-Duration Molecular Dynamics Simulations. J. Comput. Chem. 2000;21:121–131. [ Google Scholar
35. Harvey SC, Tan RKZ, Cheatham TE. The Flying Ice Cube: Velocity Rescaling in Molecular Dynamics Leads to Violation of Energy Equipartition. J. Comput. Chem. 1998;19:726–740. [ Google Scholar
36. Wiltzius JJW, Sievers SA, Sawaya MR, Cascio D, Popov D, Riekel C, Eisenberg D. Atomic Structure of the Cross-Beta Spine of Islet Amyloid Polypeptide (Amylin) Protein Sci. 2008;17:1467–1474. [ PMC free article PubMed Google Scholar
37. Luca S, Yau WM, Leapman R, Tycko R. Peptide Conformation and Supramolecular Organization in Amylin Fibrils: Constraints from Solid-State NMR. Biochemistry. 2007;46:13505–13522. [ PMC free article PubMed Google Scholar
38. Bedrood S, Li Y, Isas JM, Hegde BG, Baxa U, Haworth IS, Langen R. Fibril Structure of Human Islet Amyloid Polypeptide. J. Biol. Chem. 2012;287:5235–5241. [ PMC free article PubMed Google Scholar
39. Westermark P, Engstrom U, Johnson KH, Westermark GT, Betsholtz C. Islet Amyloid Polypeptide Pinpointing Amino Acid Residues Linked to Amyloid Fibril Formation. PNAS. 1990;87:5036–5040. [ PMC free article PubMed Google Scholar
40. Ashburn TT, Lansbury PT. Interspecies Sequence Variations Affect the Kinetics and Thermodynamics of Amyloid Formation - Peptide Models of Pancreatic Amyloid. J. Am. Chem. Soc. 1993;115:11012–11013. [ Google Scholar
41. Betsholtz C, Christmansson L, Engstrom U, Rorsman F, Svensson V, Johnson KH, Westermark P. Sequence Divergence in a Specific Region of Islet Amyloid Polypeptide (IAPP) Explains Differences in Islet Amyloid Formation between Species. FEBS Lett. 1989;251:261–264. [ PubMed Google Scholar
42. Buchanan LE, Dunkelberger EB, Tran HQ, Cheng P-N, Chiu C-C, Cao P, Raleigh DP, de Pablo JJ, Nowick JS, Zanni MT. Mechanism of IAPP Amyloid Fibril Formation Involves an Intermediate with a Transient Beta-Sheet. PNAS. 2013;110:19285–19290. [ PMC free article PubMed Google Scholar
43. Green J, Goldsbury C, Min T, Sunderji S, Frey P, Kistler J, Cooper G, Aebi U. Full-Length Rat Amylin Forms Fibrils Following Substitution of Single Residues from Human Amylin. J. Mol. Biol. 2003;326:1147–1156. [ PubMed Google Scholar
44. Jha S, Snell JM, Sheftic SR, Patil SM, Daniels SB, Kolling FW, Alexandrescu AT. pH Dependence of Amylin Fibrillization. Biochemistry. 2014;53:300–310. [ PubMed Google Scholar
45. Thompson MJ, Sievers SA, Karanicolas J, Ivanova MI, Baker D, Eisenberg D. The 3D Profile Method for Identifying Fibril-Forming Segments of Proteins. PNAS. 2006;103:4074–4078. [ PMC free article PubMed Google Scholar
46. Chakraborty S, Chatterjee B, Basu S. A Mechanistic Insight into the Amyloidogenic Structure of hIAPP Peptide Revealed from Sequence Analysis and Molecular Dynamics Simulation. Biophys. Chem. 2012;168:1–9. [ PubMed Google Scholar
47. Hamodrakas SJ, Liappa C, Iconomidou VA. Consensus Prediction of Amyloidogenic Determinants in Amyloid Fibril-Forming Proteins. Int. J. Biol. Macromol. 2007;41:295–300. [ PubMed Google Scholar
48. Tartaglia GG, Vendruscolo M. The Zyggregator Method for Predicting Protein Aggregation Propensities. Chem. Soc. Rev. 2008;37:1395–1401. [ PubMed Google Scholar
49. Trovato A, Seno F, Tosatto SCE. The PASTA Server for Protein Aggregation Prediction. Protein Eng., Des. Sel. 2007;20:521–523. [ PubMed Google Scholar
50. Fernandez-Escamilla A-M, Rousseau F, Schymkowitz J, Serrano L. Prediction of Sequence-Dependent and Mutational Effects on the Aggregation of Peptides and Proteins. Nat. Biotechnol. 2004;22:1302–1306. [ PubMed Google Scholar
51. Roland BP, Kodali R, Mishra R, Wetzel R. A Serendipitous Survey of Prediction Algorithms for Amyloidogenicity. Biopolymers. 2013;100:780–789. [ PMC free article PubMed Google Scholar
52. Tu L-H, Raleigh DP. Role of Aromatic Interactions in Amyloid Formation by Islet Amyloid Polypeptide. Biochemistry. 2013;52:333–342. [ PMC free article PubMed Google Scholar
53. Moran SD, Zanni MT. How to Get Insight into Amyloid Structure and Formation from Infrared Spectroscopy. J. Phys. Chem. Lett. 2014;5:1984–1993. [ PMC free article PubMed Google Scholar
54. Reddy AS, Wang L, Singh S, Ling YL, Buchanan L, Zanni MT, Skinner JL, de Pablo JJ. Stable and Metastable States of Human Amylin in Solution. Biophys. J. 2010;99:2208–2216. [ PMC free article PubMed Google Scholar
55. Marek PJ, Patsalo V, Green DF, Raleigh DP. Ionic Strength Effects on Amyloid Formation by Amylin Are a Complicated Interplay among Debye Screening, Ion Selectivity, and Hofmeister Effects. Biochemistry. 2012;51:8478–8490. [ PMC free article PubMed Google Scholar
56. Kodali R, Williams AD, Chemuru S, Wetzel R. A beta(1–40) Forms Five Distinct Amyloid Structures Whose Beta-Sheet Contents and Fibril Stabilities Are Correlated. J. Mol. Biol. 2010;401:503–517. [ PMC free article PubMed Google Scholar
57. Lindberg DJ, Wranne MS, Gatty MG, Westerlund F, Esbjorner EK. Steady-State and Time-Resolved Thioflavin-T Fluorescence Can Report on Morphological Differences in Amyloid Fibrils Formed by A Beta(1–40) and A Beta(1–42) Biochem. Biophys. Res. Commun. 2015;458:418–423. [ PubMed Google Scholar
58. Chen S, Berthelier V, Hamilton JB, O’Nuallain B, Wetzel R. Amyloid-like Features of Polyglutamine Aggregates and Their Assembly Kinetics. Biochemistry. 2002;41:7391–7399. [ PubMed Google Scholar
59. O’Brien TD, Westermark P, Johnson KH. Islet Amyloid Polypeptide and Calcitonin Gene-Related Peptide Immunoreactivity in Amyloid and Tumor Cells of Canine Pancreatic Endocrine Tumors. Vet. Pathol. 1990;27:194–198. [ PubMed Google Scholar