Abstract
Solution studies permit a direct investigation of the particles on a well-defined environment. A number of thermodynamic and spectroscopic methods can be used directly in solution providing important structural information. In this work, hydrogen deuterium exchange with mass spectrometry, useful for studying protein interactions, dynamics, and conformations, is explained with data analysis approaches having practical implications. Scattering methods, in particular small-angle X-ray scattering (SAXS), are described, and several applications are presented. As it will be shown, directly from the scattering data, it is possible to obtain size, shape, oligomerization state, and aggregation dynamics among several other parameters. We have further provided the details of cryogenic electron microscopy (“cryo-EM”) where vitreous ice-embedded macromolecules, liposomes, nanoparticles, and three-dimensional structures are determined using several 2D projection images obtained from cryogenic TEM.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
References
Adrian M, Dubochet J, Lepault J, McDowall AW (1984) Cryo-electron microscopy of viruses. Nature 308:32–36
Afanasyev P, Ravelli RBG, Matadeen R, De Carlo S, van Duinen G, Alewijnse B, Peters PJ, Abrahams JP, Portugal RV, Schatz M, van Heel M (2015) A posteriori correction of camera characteristics from large image data sets. Sci Rep 5:10317
Ahn J, Cao M-J, Yu YQ, Engen JR (2013) Biochim. Biophys. Acta 1834(6):1222–1229
Alves S, Figueiredo Neto AM (2014) Advances in the non-linear optical investigation of lyotropic-like low-density human lipoproteins in the native and oxidised states. Liq Cryst 41(3):465–470
Alves C, Pedersen JS, Pinto Oliveira CL (2014) Modelling of high-symmetry nanoscale particles by small-angle scattering. J Appl Crystallogr 47:84–94
Andersen FF, Knudsen B, Oliveira CLP, Frohlich RF, Kruger D, Bungert J, Agbandje-McKenna M, McKenna R, Juul S, Veigaard C, Koch J, Rubinstein JL, Guldbrandtsen B, Hede MS, Karlsson G, Andersen AH, Pedersen JS, Knudsen BR (2008) Assembly and structural analysis of a covalently closed nano-scale DNA cage. Nucleic Acids Res 36(4):1113–1119
Bernado P, Mylonas E, Petoukhov MV, Blackledge M, Svergun DI (2007) Structural characterization of flexible proteins using small-angle X-ray scattering. J Am Chem Soc 129(17):5656–5664
Brilot AF, Chen JZ, Cheng A, Pan J, Harrison SC, Potter CS, Carragher B, Henderson R, Grigorieff N (2012) Beam-induced motion of vitrified specimen on holey carbon film. J Struct Biol 177(3):630–637
Campbell MG, Cheng A, Brilot AF, Moeller A, Lyumkis D, Veesler D, Pan J, Harrison SC, Potter CS, Carragher B, Grigorieff N (2012) Movies of ice-embedded particles enhance resolution in electron cryo-microscopy. Structure 20(11):1823–1828
Castaño Díez D, Mueller H, Frangakis AS (2007) Implementation and performance evaluation of reconstruction algorithms on graphics processors. J Struct Biol 157(1):288–295
Chacon P, Moran F, Diaz JF, Pantos E, Andreu JM (1998) Low-resolution structures of proteins in solution retrieved from X-ray scattering with a genetic algorithm. Biophys J 74(6):2760–2775
Cheng Y, Grigorieff N, Penczek PA, Walz T (2015) A primer to single-particle cryo-electron microscopy. Cell 161(3):438–449
De Rosier DJ, Klug A (1968) Reconstruction of three dimensional structures from electron micrographs. Nature 217:130–134
Dong MD, Hovgaard MB, Xu SL, Otzen DE, Besenbacher F (2006) AFM study of glucagon fibrillation via oligomeric structures resulting in interwoven fibrils. Nanotechnology 17(16):4003–4009
Evans P (2012) Biochemistry. Resolving some old problems in protein crystallography. Science 336(6084):986–987
Faruqi AR, McMullan G (2011) Electronic detectors for electron microscopy. Q Rev Biophys 44(3):357–390
Fernandez-Moran H (1960) Low-temperature preparation techniques for electron microscopy of biological specimens based on rapid freezing with liquid helium II. Ann N Y Acad Sci 85:689–713
Fischer N, Konevega AL, Wintermeyer W, Rodnina MV, Stark H (2010) Ribosome dynamics and tRNA movement by time-resolved electron cryomicroscopy. Nature 466(7304):329–333
Frank J, Radermacher M, Penczek PA, Zhu J, Li Y, Ladjadj M, Leith A (1996) SPIDER and WEB: processing and visualization of images in 3D electron microscopy and related fields. J Struct Biol 116(1):190–199
Gasperini AAM, Puentes-martinez XE, Balbino TA, Rigoletto TDP, De Sa G, Corre C, Cassago A, Gaziola L, La Torre D, Cavalcanti LP (2015) Association between cationic Liposomes and low molecular weight Hyaluronic acid. Langmuir 31(11):3308–3317
Georgescauld F, Popova K, Gupta AJ, Bracher A, Engen JR, Hayer-Hartl M, Hartl FU (2014) Cell 157(4):922–934
Glaeser RM, Han B, Csencsits R, Killilea A, Pulk A, Cate JHD (2016) Biophysical perspective specimens. Biophys J 110(4):749–755
Glatter O (1977) New method for evaluation of small-angle scattering data. J Appl Crystallogr 10(OCT1):415–421
Glatter O, Kratky O (1982) Small angle X-ray scattering. Academic Press, London
Gomez SL, Turchiello RF, Jurado MC, Boschcov P, Gidlund M, Figueiredo Neto AM (2008) The nonlinear optical response of human native and oxidized LDL: a new method to quantify their amount in the plasma. Atheroscler Suppl 9(1):154–154
Goswami D, Callaway C, Pascal BD, Kumar R, Edwards DP, Griffin PR (2014) Structure 22(7):961–973
Grant T, Grigorieff N (2015) Particle cryo-EM using a 2.6 a reconstruction of rotavirus VP6. eLife 4:1–19
Harauz G, van Heel M (1986) Exact filters for general geometry three dimensional reconstruction. Optik 73(4):146–156
Henderson R (2013) Avoiding the pitfalls of single particle cryo-electron microscopy: Einstein from noise. Proc Natl Acad Sci U S A 110(45):18037–18041
Heymann JB, Conway JF, Steven AC (2004) Molecular dynamics of protein complexes from four-dimensional cryo-electron microscopy. J Struct Biol 147(3):291–301
Hu W, Kan Z-Y, Mayne L (2016) Englander. S W Proc Natl Acad Sci U S A 113(14):3809
Hvidt A, Linderstrøm-Lang K (1954) Biochim. Biophys Acta 14(4):574–575
Issman L, Brenner B, Talmon Y, Aharon A (2013) Cryogenic transmission electron microscopy nanostructural study of shed Microparticles. PLoS One 8(12):e83680
Jonić S (2016) Cryo-electron microscopy analysis of structurally heterogeneous macromolecular complexes. Comput Struct Biotechnol J 14:385–390
Kikhney AG, Panjkovich A, Sokolova AV, Svergun DI (2016) DARA: a web server for rapid search of structural neighbours using solution small angle X-ray scattering data. Bioinformatics 32(4):616–618
Klaholz BP, Myasnikov AG, Van Heel M (2004) Visualization of release factor 3 on the ribosome during termination of protein synthesis. Nature 427(6977):862–865
Kostyuchenko VA, Lim EXY, Zhang S, Fibriansah G, Ng T-S, Ooi JSG, Shi J, Lok S-M (2016) Structure of the thermally stable Zika virus. Nature 533(7603):425–428
Kühlbrandt W (2014) The resolution revolution. Science 343(March):1443–1444
Kuijper M, van Hoften G, Janssen B, Geurink R, De Carlo S, Vos M, van Duinen G, van Haeringen B, Storms M (2015) FEI’s direct electron detector developments: embarking on a revolution in cryo-TEM. J Struct Biol 192(2):179–187
Kunath W, Weiss K, Sack-Kongehl H, Kessel M, Zeitler E (1984) Time-resolved low-dose microscopy of glutamine synthetase molecules. Ultramicroscopy 13(3):241–252
Laggner P, Degovics G, Muller KW, Glatter O, Kratky O, Kostner G, Holasek A (1977) Molecular packing and fluidity of lipids in human-serum low-density lipoproteins. Hoppe-Seylers Zeitschrift Fur Physiologische Chemie 358(7):771–778
Lengyel JS, Milne JL, Subramaniam S (2008) Electron tomography in nanoparticle imaging and analysis. Nanomedicine 3(1):125–131
Li X, Grigorieff N, Cheng Y (2010) GPU-enabled FREALIGN: accelerating single particle 3D reconstruction and refinement in Fourier space on graphics processors. J Struct Biol 172(3):407–412
Li X, Mooney P, Zheng S, Booth CR, Braunfeld MB, Gubbens S, Agard DA, Cheng Y (2013) Electron counting and beam-induced motion correction enable near-atomic-resolution single-particle cryo-EM. Nat Methods 10(6):584–590
Lyumkis D, Brilot AF, Theobald DL, Grigorieff N (2013) Likelihood-based classification of cryo-EM images using FREALIGN. J Struct Biol 183(3):377–388
Mao Y, Wang L, Gu C, Herschhorn A, Désormeaux A, Finzi A, Xiang S-H, Sodroski JG (2013) Molecular architecture of the uncleaved HIV-1 envelope glycoprotein trimer. Proc Natl Acad Sci U S A 110(30):12438–12443
Maric S, Lind TK, Lyngsø J, Cárdenas M, Pedersen JS (2017) Modeling small-angle X-ray scattering data for low-density lipoproteins: insights into the fatty Core packing and phase transition. ACS Nano 11(1):1080–1090
Mastronarde DN (2005) Automated electron microscope tomography using robust prediction of specimen movements. J Struct Biol 152(1):36–51
McMullan G, Chen S, Henderson R, Faruqi AR (2009) Detective quantum efficiency of electron area detectors in electron microscopy. Ultramicroscopy 109(9):1126–1143
McMullan G, Faruqi AR, Clare D, Henderson R (2014) Comparison of optimal performance at 300keV of three direct electron detectors for use in low dose electron microscopy. Ultramicroscopy 147:156–163
Merk A, Bartesaghi A, Banerjee S, Falconieri V, Rao P, Davis MI, Pragani R, Boxer MB, Earl LA, Milne JLS, Subramaniam S (2016) Breaking Cryo-EM resolution barriers to facilitate drug discovery. Cell 165:1–10
Meyer DF, Nealis AS, MacPhee CH, Groot PHE, Suckling KE, Bruckdorfer KR, Perkins SJ (1996) Time-course studies by synchrotron X-ray solution scattering of the structure of human low-density lipoprotein during Cu2+−induced oxidation in relation to changes in lipid composition. Biochem J 319:217–227
Milne JLS, Borgnia MJ, Bartesaghi A, Tran EEH, Earl LA, Schauder DM, Lengyel J, Pierson J, Patwardhan A, Subramaniam S (2013) Cryo-electron microscopy – a primer for the non-microscopist. FEBS J 280(1):28–45
Nogales E (2016) The development of cryo-EM into a mainstream structural biology technique. Nat Meth 13(1):24–27
Oliveira CLP (2011) Investigating macromolecular complexes in solution by small angle X-ray scattering. In: Chandrasekaran DA (ed) Current trends in X-ray crystallography. InTech, Rijeka, pp 367–392
Oliveira CLP, Pedersen JS (2013) Structures of aggregating species by small-angle X-ray scattering. In: Otzen DE (ed) Amyloid fibrils and Prefibrillar aggregates. Wiley-VCH, Weinheim
Oliveira CLP, Behrens MA, Pedersen JS et al (2009) A SAXS study of glucagon fibrillation. J Mol Biol 387(1):147–161
Oliveira CLP, Juul S, Jorgensen HL, Knudsen B, Tordrup D, Oteri F, Falconi M, Koch J, Desideri A, Pedersen JS, Andersen FF, Knudsen BR (2010) Structure of nanoscale truncated octahedral DNA cages: variation of single-stranded linker regions and influence on assembly yields. ACS Nano 4(3):1367–1376
Oliveira CLP, Monteiro AM, Figueiredo Neto AM (2014a) Structural modifications and clustering of low-density lipoproteins in solution induced by heating. Braz J Phys 44(6):753–764
Oliveira CLP, Santos PR, Monteiro AM, Figueiredo Neto AM (2014b) Effect of oxidation on the structure of human low- and high-density lipoproteins. Biophys J 106(12):2595–2605
Otzen D (2011) Protein-surfactant interactions: a tale of many states. Biochimica Et Biophysica Acta-Proteins and Proteomics 1814(5):562–591
Pedersen JS, Flink JM, Dikov D, Otzen DE (2006) Sulfates dramatically stabilize a salt-dependent type of glucagon fibrils. Biophys J 90(11):4181–4194
Penczek PA, Frank J, Spahn CMT (2006) A method of focused classification, based on the bootstrap 3D variance analysis, and its application to EF-G-dependent translocation. J Struct Biol 154(2):184–194
Petoukhov MV, Svergun DI (2005) Global rigid body modeling of macromolecular complexes against small-angle scattering data. Biophys J 89(2):1237–1250
Petoukhov MV, Svergun DI (2013) Applications of small-angle X-ray scattering to biomacromolecular solutions. Int J Biochem Cell Biol 45(2):429–437
Ramírez-Sarmiento CA, Baez M, Zamora RA, Balasubramaniam D, Babul J, Komives EA, Guixé V (2015) Biophys J 108(9):2350–2361
Ren G, Rudenko G, Ludtke SJ, Deisenhofer J, Chiu W, Pownall HJ (2010) Model of human low-density lipoprotein and bound receptor based on CryoEM. Proc Natl Acad Sci U S A 107(3):1059–1064
Rey M, Yang M, Burns KM, Yu Y, Lees-Miller SP (2013) Schriemer. D C Mol Cell Proteomics MCP 12(2):464–472
Rohou A, Grigorieff N (2015) CTFFIND4: fast and accurate defocus estimation from electron micrographs. J Struct Biol 192(2):216–221
Sasaki K, Dockerill S, Adamiak DA, Tickle IJ, Blundell T (1975) X-ray analysis of glucagon and its relationship to receptor-binding. Nature 257(5529):751–757
Scheres SHW (2014) Beam-induced motion correction for sub-megadalton cryo-EM particles. elife 3:e03665
Scheres SHW, Chen S (2012) Prevention of overfitting in cryo-EM structure determination. Nat Methods 9(9):853–854
Scheres SHW, Gao H, Valle M, Herman GT, Eggermont PPB, Frank J, Carazo J-M (2007) Disentangling conformational states of macromolecules in 3D-EM through likelihood optimization. Nat Methods 4(1):27–29
Scorsato V, Lima TB, Righetto GL, Zanchin NIT, Brandão-Neto J, Sandy J, Pereira HD, Ferrari ÁJR, Gozzo FC, Smetana JHC, Aparicio R (2016) Sci Rep 6:30813
Selmer M, Dunham CM, Murphy FV, Weixlbaumer A, Petry S, Kelley AC, Weir JR, Ramakrishnan V (2006) Structure of the 70S ribosome complexed with mRNA and tRNA. Science 313(5795):1935–1942
Semenyuk AV, Svergun DI (1991) GNOM – a program package for small-angle scattering data-processing. J Appl Crystallogr 24:537–540
Sigworth FJ (2016) Principles of cryo-EM single-particle image processing. Microscopy 65(1):57–67
Sirohi D, Chen Z, Sun L, Klose T, Pierson TC, Rossmann MG, Kuhn RJ (2016) The 3.8 Å resolution cryo-EM structure of Zika virus. Science 352(6284):467–470
Smith MTJ, Rubinstein JL (2014) Beyond blob-ology. Science 345(6197):617–619
Solovyova AS, Nollmann M, Mitchell TJ, Byron O (2004) The solution structure and oligomerization behavior of two bacterial toxins: pneumolysin and perfringolysin O. Biophys J 87(1):540–552
Song H, Olsen OH, Persson E, Rand KDJ (2014) Biol Chem 289(51):35388–35396
Stewart PL (2017) Cryo-electron microscopy and cryo-electron tomography of nanoparticles. Wiley Interdiscip Rev Nanomed Nanobiotechnol 9(2):e1417
Suloway C, Pulokas J, Fellmann D, Cheng A, Guerra F, Quispe J, Stagg S, Potter CS, Carragher B (2005) Automated molecular microscopy: the new Leginon system. J Struct Biol 151(1):41–60
Sun Y, Oseliero Filho PL, Oliveira CLP (2017) α-Lactalbumin and sodium dodecyl sulfate aggregates: denaturation, complex formation and time stability. Food Hydrocoll 62:10–20
Svergun DI (1997) Restoring three-dimensional structure of biopolymers from solution scattering. J Appl Crystallogr 30(2):792–797
Svergun DI (1999) Restoring low resolution structure of biological macromolecules from solution scattering using simulated annealing. Biophys J 76(6):2879–2886
Svergun DI, Petoukhov MV, Koch MHJ (2001) Determination of domain structure of proteins from X-ray solution scattering. Biophys J 80(6):2946–2953
Svergun DI, Koch MHJ, Timmins PA, May RP (2013) Small angle X-ray and neutron scattering from solutions of biological macromolecules. Oxford University Press, Oxford
Taylor KA, Glaeser RM (1974) Electron diffraction of frozen, hydrated protein crystals. Science 186(4168):1036–1037
Tiroli AO, Tasic L, Oliveira CLP, Bloch C, Torriani I, Farah CS, Ramos CHI (2005) Mapping contacts between regulatory domains of skeletal muscle TnC and Tnl by analyses of single-chain chimeras. FEBS J 272(3):779–790
Tria G, Mertens HDT, Kachala M, Svergun DI (2015) Advanced ensemble modelling of flexible macromolecules using X-ray solution scattering. IUCrJ 2:207–217
Tuukkanen AT, Kleywegt GJ, Svergun DI (2016) Resolution of ab initio shapes determined from small-angle scattering. IUCrJ 3:440–447
Vahidi S, Bi Y, Dunn SD, Konermann L (2016) Proc Natl Acad Sci U S A 113(9):2412–2417
van Heel M (1984) Multivariate statistical classification of noisy images (randomly oriented biological macromolecules). Ultramicroscopy 13:165–184
van Heel M (1987) Angular reconstitution: a posteriori assignment of projection directions for 3D reconstruction. Ultramicroscopy 21(2):111–123
van Heel M (2013) Finding trimeric HIV-1 envelope glycoproteins in random noise. Proc Natl Acad Sci U S A 110(45):E4175–E4177
van Heel M, Frank J (1981) Use of multivariate statistics in analysing the images of biological macromolecules. Ultramicroscopy 6(1):187–194
van Heel M, Schatz M (2005) Fourier shell correlation threshold criteria. J Struct Biol 151(3):250–262
van Heel M, Harauz G, Orlova EV, Schmidt R, Schatz M (1996) A new generation of the IMAGIC image processing system. J Struct Biol 116(1):17–24
van Heel M, Gowen B, Matadeen R, Orlova EV, Finn R, Pape T, Cohen D, Stark H, Schmidt R, Schatz M, Patwardhan A (2000) Single-particle electron cryo-microscopy: towards atomic resolution. Q Rev Biophys 33(4):S0033583500003644
Van Heel M, Portugal R, Rohou A, Linnemayr C, Bebeacua C, Schmidt R, Grant T, Schatz M (2012a) Chapter 19. 9. Four-dimensional cryo-electron microscopy at quasi-atomic resolution: IMAGIC 4D. Int Tables Crystallgraphy F:624–628
van Heel M, Portugal R, Rohou A, Linnemayr C, Bebeacua C, Schmidt R, Grant T, Schatz M (2012b) Four-dimensional cryo-electron microscopy at quasi-atomic resolution: IMAGIC 4D. Int Table Crystallog F:624–628
van Heel M, Portugal RV, Schatz M (2016) Multivariate statistical analysis of large datasets: single particle electron microscopy. Open J Stat 6(4):701–739
Vestergaard B, Groenning M, Roessle M, Kastrup JS, van de Weert M, Flink JM, Frokjaer S, Gajhede M, Svergun DI (2007) A helical structural nucleus is the primary elongating unit of insulin amyloid fibrils. PLoS Biol 5(5):1089–1097
Voet D, Voet JG, Pratt CW (2005) Fundamentals of biochemistry: life at the molecular level, 2nd edn. Wiley, New York/Chichester
Walters BT, Mayne L, Hinshaw JR, Sosnick TR, Englander SW (2013) Proc Natl Acad Sci U S A 110(47):18898–18903
Walther D, Cohen FE, Doniach S (2000) Reconstruction of low-resolution three-dimensional density maps from one-dimensional small-angle X-ray solution scattering data for biomolecules. J Appl Crystallogr 33:350–363
Wang Z, Hryc CF, Bammes B, Afonine PV, Jakana J, Chen D-H, Liu X, Baker ML, Kao C, Ludtke SJ, Schmid MF, Adams PD, Chiu W (2014) An atomic model of brome mosaic virus using direct electron detection and real-space optimization. Nat Commun 5:4808
Wassenaar TA, van Dijk M, Loureiro-Ferreira N, van der Schot G, de Vries SJ, Schmitz C, van der Zwan J, Boelens R, Giachetti A, Ferella L, Rosato A, Bertini I, Herrmann T, Jonker HRA, Bagaria A, Jaravine V, Guntert P, Schwalbe H, Vranken WF, Doreleijers JF, Vriend G, Vuister GW, Franke D, Kikhney A, Svergun DI, Fogh RH, Ionides J, Laue ED, Spronk C, Jurksa S, Verlato M, Badoer S, Dal Pra S, Mazzucato M, Frizziero E, Bonvin AMJJ (2012) WeNMR: structural biology on the grid. J Grid Comput 10(4):743–767
Worrall LJ, Hong C, Vuckovic M, Deng W, Bergeron JRC, Majewski DD, Huang RK, Spreter T, Finlay BB, Yu Z, Strynadka NCJ (2016) Near-atomic-resolution cryo-EM analysis of the salmonella T3S injectisome basal body. Nature 540(7634):597–601
Zanphorlin LM, Lima TB, Wong MJ, Balbuena TS, Minetti CASA, Remeta DP, Young JC, Barbosa LRS, Gozzo FC, Ramos CHIJ (2016) Biol Chem 291(36):18620–18631
Zheng SQ, Palovcak E, Armache J, Verba KA, Cheng Y, Agard DA (2017) MotionCor2: anisotropic correction of beam-induced motion for improved cryo-electron microscopy. Nat Publ Gr 14:4–5
Acknowledgments
CLPO is supported by FAPESP, CNPQ, and INCT-FCx. FCG is supported by FAPESP (grant 2014/17264-3) and CNPq. MF is supported by FAPESP (grant 2012/10862-7).
Author information
Authors and Affiliations
Corresponding author
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2017 The Author(s)
About this chapter
Cite this chapter
Fioramonte, M., Gozzo, F.C., de Oliveira, C.L.P., Portugal, R.V., van Heel, M. (2017). Advance Techniques in Biophysics. In: Misra, G. (eds) Introduction to Biomolecular Structure and Biophysics. Springer, Singapore. https://doi.org/10.1007/978-981-10-4968-2_9
Download citation
DOI: https://doi.org/10.1007/978-981-10-4968-2_9
Published:
Publisher Name: Springer, Singapore
Print ISBN: 978-981-10-4967-5
Online ISBN: 978-981-10-4968-2
eBook Packages: Biomedical and Life SciencesBiomedical and Life Sciences (R0)