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A Comprehensive Biophysical Description of Pairwise Epistasis throughout an Entire Protein Domain
Abstract
SUMMARY Background Non-additivity in fitness effects from two or more mutations, termed epistasis, can result in compensation of deleterious mutations or negation of beneficial mutations. Recent evidence shows the importance of epistasis in individual evolutionary pathways. However, an unresolved question in molecular evolution is how often and how significantly fitness effects change in alternative genetic backgrounds. Results To answer this question we quantified the effects of all single mutations and double mutations between all positions in the IgG-binding domain of protein G (GB1). By observing the first two steps of all possible evolutionary pathways, this fitness profile enabled the characterization of the extent and magnitude of pairwise epistasis throughout an entire protein molecule. Furthermore, we developed a novel approach to quantitatively determine the effects of single mutations on structural stability (ΔΔGU). This enabled determination of the importance of stability effects in functional epistasis. Conclusions Our results illustrate common biophysical mechanisms for occurrences of positive and negative epistasis. Our results show pervasive positive epistasis within a conformationally dynamic network of residues. The stability analysis shows that significant negative epistasis, which is more common than positive epistasis, mostly occurs between combinations of destabilizing mutations. Furthermore, we show that although significant positive epistasis is rare, many deleterious mutations are beneficial in at least one alternative mutational background. The distribution of conditionally beneficial mutations throughout the domain demonstrates that the functional portion of sequence space can be significantly expanded by epistasis.
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Citations
Cites
The distribution of fitness effects of new mutations
Eyre‐Walker, A., & Keightley, P. D. (2007) · Nature Reviews Genetics · doi:10.1038/nrg2146 · Cited by 1,524
Darwinian Evolution Can Follow Only Very Few Mutational Paths to Fitter Proteins
Weinreich, D. M., Delaney, N. F., DePristo, M. A., & Hartl, D. L. (2006) · Science · doi:10.1126/science.1123539 · Cited by 1,415
Protein stability promotes evolvability
Bloom, J. D., Labthavikul, S. T., Otey, C. R., & Arnold, F. H. (2006) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0510098103 · Cited by 1,254
Exploring protein fitness landscapes by directed evolution
Romero, P. A., & Arnold, F. H. (2009) · Nature Reviews Molecular Cell Biology · doi:10.1038/nrm2805 · Cited by 1,161
Protein 3D Structure Computed from Evolutionary Sequence Variation
Marks, D. S., Colwell, L. J., Sheridan, R., Hopf, T. A., Pagnani, A., Zecchina, R., & Sander, C. (2011) · PLoS ONE · doi:10.1371/journal.pone.0028766 · Cited by 1,144
RNA-peptide fusions for the in vitro selection of peptides and proteins
Roberts, R. W., & Szostak, J. W. (1997) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.94.23.12297 · Cited by 1,105
Is allostery an intrinsic property of all dynamic proteins?
Gunasekaran, K., Ma, B., & Nussinov, R. (2004) · Proteins Structure Function and Bioinformatics · doi:10.1002/prot.20232 · Cited by 896
Stability effects of mutations and protein evolvability
Tokuriki, N., & Tawfik, D. S. (2009) · Current Opinion in Structural Biology · doi:10.1016/j.sbi.2009.08.003 · Cited by 834
Lesk, A. M., & Chothia, C. (1980) · Journal of Molecular Biology · doi:10.1016/0022-2836(80)90373-3 · Cited by 705
Kellogg, E. H., Leaver‐Fay, A., & Baker, D. A. (2010) · Proteins Structure Function and Bioinformatics · doi:10.1002/prot.22921 · Cited by 655
Additivity of mutational effects in proteins
Wells, J. A. (1990) · Biochemistry · doi:10.1021/bi00489a001 · Cited by 646
PERSPECTIVE:SIGN EPISTASIS AND GENETIC CONSTRAINT ON EVOLUTIONARY TRAJECTORIES
Weinreich, D. M., Watson, R. A., & Chao, L. (2005) · Evolution · doi:10.1554/04-272 · Cited by 632
Negative Epistasis Between Beneficial Mutations in an Evolving Bacterial Population
Khan, A., Dinh, D. M., Schneider, D., Lenski, R. E., & Cooper, T. F. (2011) · Science · doi:10.1126/science.1203801 · Cited by 602
How Protein Stability and New Functions Trade Off
Tokuriki, N., Stricher, F., Serrano, L. G., & Tawfik, D. S. (2008) · PLoS Computational Biology · doi:10.1371/journal.pcbi.1000002 · Cited by 585
A short linear peptide that folds into a native stable β-hairpin in aqueous solution
Blanco, F. J., Rivas, G., & Serrano, L. (1994) · Nature Structural & Molecular Biology · doi:10.1038/nsb0994-584 · Cited by 532
High-resolution mapping of protein sequence-function relationships
Fowler, D. M., Araya, C. L., Fleishman, S. J., Kellogg, E. H., Stephany, J. J., Baker, D., & Fields, S. (2010) · Nature Methods · doi:10.1038/nmeth.1492 · Cited by 516
Mani, R., St.Onge, R. P., Hartman, J. L., Giaever, G., & Roth, F. P. (2008) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0712255105 · Cited by 473
Mutational effects and the evolution of new protein functions
Soskine, M., & Tawfik, D. S. (2010) · Nature Reviews Genetics · doi:10.1038/nrg2808 · Cited by 454
The spatial architecture of protein function and adaptation
McLaughlin, R. N., Poelwijk, F. J., Raman, A. S., Gosal, W. S., & Ranganathan, R. (2012) · Nature · doi:10.1038/nature11500 · Cited by 453
Gallagher, T., Alexander, P., Bryan, P. N., & Gilliland, G. L. (1994) · Biochemistry · doi:10.1021/bi00181a032 · Cited by 421
Robustness–epistasis link shapes the fitness landscape of a randomly drifting protein
Bershtein, S., Segal, M., Bekerman, R., Tokuriki, N., & Tawfik, D. S. (2006) · Nature · doi:10.1038/nature05385 · Cited by 414
The Stability Effects of Protein Mutations Appear to be Universally Distributed
Tokuriki, N., Stricher, F., Schymkowitz, J., Serrano, L., & Tawfik, D. S. (2007) · Journal of Molecular Biology · doi:10.1016/j.jmb.2007.03.069 · Cited by 414
An epistatic ratchet constrains the direction of glucocorticoid receptor evolution
Bridgham, J. T., Ortlund, E. A., & Thornton, J. W. (2009) · Nature · doi:10.1038/nature08249 · Cited by 400
Epistasis as the primary factor in molecular evolution
Breen, M. S., Kemena, C., Vlasov, P. K., Notredame, C., & Kondrashov, F. A. (2012) · Nature · doi:10.1038/nature11510 · Cited by 374
Sauer-Eriksson, A. E., Kleywegt, G. J., Uhlén, M., & Jones, T. A. (1995) · Structure · doi:10.1016/s0969-2126(01)00157-5 · Cited by 372
Critical role of beta-hairpin formation in protein G folding.
McCallister, E. L., Alm, E. J., & Baker, D. A. (2000) · Nature Structural Biology · doi:10.1038/77971 · Cited by 365
Hot Spots for Allosteric Regulation on Protein Surfaces
Reynolds, K. A., McLaughlin, R. N., & Ranganathan, R. (2011) · Cell · doi:10.1016/j.cell.2011.10.049 · Cited by 356
Thermodynamic prediction of protein neutrality
Bloom, J. D., Silberg, J. J., Wilke, C. O., Drummond, D. A., Adami, C., & Arnold, F. H. (2005) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0406744102 · Cited by 353
Rapid mapping of protein functional epitopes by combinatorial alanine scanning
Weiss, G. A., Watanabe, C. K., Zhong, A. W., Goddard, A. D., & Sidhu, S. S. (2000) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.160252097 · Cited by 352
Design, structure and stability of a hyperthermophilic protein variant
Malakauskas, S. M., & Mayo, S. L. (1998) · Nature Structural Biology · doi:10.1038/nsb0698-470 · Cited by 352
Potapov, V., Cohen, M., & Schreiber, G. (2009) · Protein Engineering Design and Selection · doi:10.1093/protein/gzp030 · Cited by 349
Experimental illumination of a fitness landscape
Hietpas, R. T., Jensen, J. D., & Bolon, D. N. A. (2011) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1016024108 · Cited by 348
Stability-mediated epistasis constrains the evolution of an influenza protein
Gong, L. I., Suchard, M. A., & Bloom, J. D. (2013) · eLife · doi:10.7554/elife.00631 · Cited by 347
Hidden dynamic allostery in a PDZ domain
Petit, C. M., Zhang, J., Sapienza, P. J., Fuentes, E. J., & Lee, A. L. (2009) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0904492106 · Cited by 344
A Comprehensive, High-Resolution Map of a Gene’s Fitness Landscape
Firnberg, E., Labonte, J. W., Gray, J. J., & Ostermeier, M. (2014) · Molecular Biology and Evolution · doi:10.1093/molbev/msu081 · Cited by 337
Evolutionary biochemistry: revealing the historical and physical causes of protein properties
Harms, M. J., & Thornton, J. W. (2013) · Nature Reviews Genetics · doi:10.1038/nrg3540 · Cited by 330
Mechanisms of Host Receptor Adaptation by Severe Acute Respiratory Syndrome Coronavirus
Wu, K., Peng, G., Wilken, M. S., Geraghty, R. J., & Li, F. (2012) · Journal of Biological Chemistry · doi:10.1074/jbc.m111.325803 · Cited by 252
Analyses of the Effects of All Ubiquitin Point Mutants on Yeast Growth Rate
Roscoe, B. P., Thayer, K. M., Zeldovich, K. B., Fushman, D., & Bolon, D. N. A. (2013) · Journal of Molecular Biology · doi:10.1016/j.jmb.2013.01.032 · Cited by 235
Deep mutational scanning of an RRM domain of the Saccharomyces cerevisiae poly(A)-binding protein
Melamed, D., Young, D. L., Gamble, C. E., Miller, C. R., & Fields, S. (2013) · RNA · doi:10.1261/rna.040709.113 · Cited by 231
Araya, C. L., Fowler, D. M., Chen, W., Muniez, I., Kelly, J. W., & Fields, S. (2012) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1209751109 · Cited by 230
Xu, J., Baase, W. A., Baldwin, E. P., & Matthews, B. W. (1998) · Protein Science · doi:10.1002/pro.5560070117 · Cited by 229
Sequence space and the ongoing expansion of the protein universe
Povolotskaya, I., & Kondrashov, F. A. (2010) · Nature · doi:10.1038/nature09105 · Cited by 219
Prevalence of Epistasis in the Evolution of Influenza A Surface Proteins
Kryazhimskiy, S., Dushoff, J. G., Bazykin, G. A., & Plotkin, J. B. (2011) · PLoS Genetics · doi:10.1371/journal.pgen.1001301 · Cited by 203
The inherent mutational tolerance and antigenic evolvability of influenza hemagglutinin
Thyagarajan, B., & Bloom, J. D. (2014) · eLife · doi:10.7554/elife.03300 · Cited by 202
Epistasis Among Adaptive Mutations in Deer Mouse Hemoglobin
Natarajan, C., Inoguchi, N., Weber, R. E., Fago, A., Moriyama, H., & Storz, J. F. (2013) · Science · doi:10.1126/science.1236862 · Cited by 187
Pervasive Cryptic Epistasis in Molecular Evolution
Lunzer, M., Golding, G. B., & Dean, A. M. (2010) · PLoS Genetics · doi:10.1371/journal.pgen.1001162 · Cited by 176
Stability and function: two constraints in the evolution of barstar and other proteins
Schreiber, G., Buckle, A. M., & Fersht, A. R. (1994) · Structure · doi:10.1016/s0969-2126(94)00096-4 · Cited by 174
Markwick, P. R. L., Bouvignies, G., & Blackledge, M. J. (2007) · Journal of the American Chemical Society · doi:10.1021/ja0687668 · Cited by 164
Kimura, M. (1991) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.88.14.5969 · Cited by 162
Pál, G., Kouadio, J.-L. K., Artis, D. R., Kossiakoff, A. A., & Sidhu, S. S. (2006) · Journal of Biological Chemistry · doi:10.1074/jbc.m603826200 · Cited by 156
High-throughput profiling of influenza A virus hemagglutinin gene at single-nucleotide resolution
Wu, N. C., Young, A. P., Al‐Mawsawi, L. Q., Olson, C. A., Feng, J., Qi, H., Chen, S., Lu, I.-H., Lin, C., Chin, R. G., et al. (2014) · Scientific Reports · doi:10.1038/srep04942 · Cited by 155
Self-citationThermodynamics of Neutral Protein Evolution
Bloom, J. D., Raval, A., & Wilke, C. O. (2006) · Genetics · doi:10.1534/genetics.106.061754 · Cited by 145
Clore, G. M., & Schwieters, C. D. (2004) · Biochemistry · doi:10.1021/bi049357w · Cited by 136
Long-Range, Small Magnitude Nonadditivity of Mutational Effects in Proteins
LiCata, V. J., & Ackers, G. K. (1995) · Biochemistry · doi:10.1021/bi00010a001 · Cited by 102
Comparing protein folding in vitro and in vivo: foldability meets the fitness challenge
Hingorani, K. S., & Gierasch, L. M. (2014) · Current Opinion in Structural Biology · doi:10.1016/j.sbi.2013.11.007 · Cited by 98
Mayer, S., Rüdiger, S., Ang, H. C., Joerger, A. C., & Fersht, A. R. (2007) · Journal of Molecular Biology · doi:10.1016/j.jmb.2007.06.044 · Cited by 92
Deng, Z., Huang, W., Bakkalbasi, E., Brown, N. G., Adamski, C. J., Rice, K., Muzny, D. M., Gibbs, R. A., & Palzkill, T. G. (2012) · Journal of Molecular Biology · doi:10.1016/j.jmb.2012.09.014 · Cited by 92
Qi, H., Olson, C. A., Wu, N. C., Ke, R., Loverdo, C., Chu, V., Truong, S., Remenyi, R., Chen, Z., Du, Y., et al. (2014) · PLoS Pathogens · doi:10.1371/journal.ppat.1004064 · Cited by 70
Self-citationNardo, A. A. D., Larson, S. M., & Davidson, A. R. (2003) · Journal of Molecular Biology · doi:10.1016/j.jmb.2003.08.035 · Cited by 69
Gianni, S., Haq, S. R., Montemiglio, L. C., Jürgens, M. C., Engström, Å., Celestine, N., Brunori, M., & Jemth, P. (2011) · Journal of Biological Chemistry · doi:10.1074/jbc.m111.239541 · Cited by 65
Additivity of mutant effects assessed by binomial mutagenesis.
Gregoret, L. M., & Sauer, R. T. (1993) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.90.9.4246 · Cited by 64
Engineering multiple properties of a protein by combinatorial mutagenesis.
Sandberg, W. S., & Terwilliger, T. C. (1993) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.90.18.8367 · Cited by 62
Traxlmayr, M. W., Hasenhindl, C., Hackl, M., Stadlmayr, G., Rybka, J. D., Borth, N., Grillari, J., Rüker, F., & Obinger, C. (2012) · Journal of Molecular Biology · doi:10.1016/j.jmb.2012.07.017 · Cited by 55
Dissection of the protein G B1 domain binding site for human IgG Fc fragment
Sloan, D. J., & Hellinga, H. W. (1999) · Protein Science · doi:10.1110/ps.8.8.1643 · Cited by 49
Single‐Round, Multiplexed Antibody Mimetic Design through mRNA Display
Olson, C. A., Nie, J., Diep, J., Al‐Shyoukh, I., Takahashi, T. T., Al‐Mawsawi, L. Q., Bolin, J. M., Elwell, A. L., Swanson, S. A., Stewart, R. M., et al. (2012) · Angewandte Chemie International Edition · doi:10.1002/anie.201207005 · Cited by 42
Self-citationNitsche-Schmitz, D. P., Johansson, H. M., Sastalla, I., Reißmann, S., Frick, I.-M., & Chhatwal, G. S. (2007) · Journal of Biological Chemistry · doi:10.1074/jbc.m702612200 · Cited by 38
Molecular Dynamics Simulations of Protein G Challenge NMR‐Derived Correlated Backbone Motions
Lange, O. F., Grubmüller, H., & de Groot, B. L. (2005) · Angewandte Chemie International Edition · doi:10.1002/anie.200462957 · Cited by 27
Wunderlich, M. T., Max, K. E. A., Roske, Y., Müeller, U., Heinemann, U., & Schmid, F. X. (2007) · Journal of Molecular Biology · doi:10.1016/j.jmb.2007.08.004 · Cited by 21
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Local fitness landscape of the green fluorescent protein
Sarkisyan, K. S., Bolotin, D. A., Meer, M. V., Usmanova, D. R., Mishin, A. S., Sharonov, G. V., Ivankov, D. N., Bozhanova, N. G., Baranov, M. S., Soylemez, O., et al. (2016) · Nature · doi:10.1038/nature17995 · Cited by 591
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Metadata
- Authors
- Olson, C. A., Wu, N. C., & Sun, R.
- Venue
- Current Biology
- Publisher
- Elsevier BV
- Published
- 2014-11
- Volume
- 24
- Issue
- 22
- Pages
- 2643-2651
- ISSN
- 0960-9822
- Cited by
- 408
- References
- 68
- Language
- en
- Licence
- www.elsevier.com/tdm/userlicense/1.0/ (tdm)
- www.elsevier.com/open-access/userlicense/1.0/ (vor, 381 d)
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