Protein evolution is a critical component of organismal evolution and a valuable method for the generation of useful molecules in the laboratory. Few studies, however, have experimentally characterized how fundamental parameters influence protein evolution outcomes over long evolutionary trajectories or multiple replicates. In this work, we applied phage-assisted continuous evolution (PACE) as an experimental platform to study evolving protein populations over hundreds of rounds of evolution. We varied evolutionary conditions as T7 RNA polymerase evolved to recognize the T3 promoter DNA sequence and characterized how specific combinations of both mutation rate and selection stringency reproducibly result in different evolutionary outcomes. We observed significant and dramatic increases in the activity of the evolved RNA polymerase variants on the desired target promoter after selection for 96 h, confirming positive selection occurred under all conditions. We used high-throughput sequencing to quantitatively define convergent genetic solutions, including mutational "signatures" and nonsignature mutations that map to specific regions of protein sequence. These findings illuminate key determinants of evolutionary outcomes, inform the design of future protein evolution experiments, and demonstrate the value of PACE as a method for studying protein evolution.
机构:
Seoul Natl Univ Hosp, Dept Internal Med, Seoul, South Korea
Seoul Natl Univ, Coll Med, Dept Internal Med, Seoul, South KoreaSeoul Natl Univ Hosp, Dept Internal Med, Seoul, South Korea
Lee, Soojin
Park, Sehoon
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Seoul Natl Univ, Coll Med, Dept Biomed Sci, Seoul, South Korea
Armed Forces Capital Hosp, Dept Internal Med, Gyeonggi Do, South KoreaSeoul Natl Univ Hosp, Dept Internal Med, Seoul, South Korea
Park, Sehoon
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Kim, Yaerim
Lee, Yeonhee
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Seoul Natl Univ Hosp, Dept Internal Med, Seoul, South Korea
Seoul Natl Univ, Coll Med, Dept Internal Med, Seoul, South KoreaSeoul Natl Univ Hosp, Dept Internal Med, Seoul, South Korea
Lee, Yeonhee
Kang, Min Woo
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Seoul Natl Univ Hosp, Dept Internal Med, Seoul, South Korea
Seoul Natl Univ, Coll Med, Dept Internal Med, Seoul, South KoreaSeoul Natl Univ Hosp, Dept Internal Med, Seoul, South Korea
Kang, Min Woo
Cho, Semin
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Seoul Natl Univ Hosp, Dept Internal Med, Seoul, South Korea
Seoul Natl Univ, Coll Med, Dept Internal Med, Seoul, South KoreaSeoul Natl Univ Hosp, Dept Internal Med, Seoul, South Korea
Cho, Semin
Kim, Yong Chul
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Seoul Natl Univ Hosp, Dept Internal Med, Seoul, South KoreaSeoul Natl Univ Hosp, Dept Internal Med, Seoul, South Korea
Kim, Yong Chul
Han, Seung Seok
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Seoul Natl Univ Hosp, Dept Internal Med, Seoul, South Korea
Seoul Natl Univ, Coll Med, Kidney Res Inst, Seoul, South KoreaSeoul Natl Univ Hosp, Dept Internal Med, Seoul, South Korea
Han, Seung Seok
Lee, Hajeong
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Seoul Natl Univ Hosp, Dept Internal Med, Seoul, South KoreaSeoul Natl Univ Hosp, Dept Internal Med, Seoul, South Korea
Lee, Hajeong
Lee, Jung Pyo
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Seoul Natl Univ Hosp, Dept Internal Med, Seoul, South Korea
Seoul Natl Univ, Coll Med, Kidney Res Inst, Seoul, South Korea
Seoul Natl Univ, Boramae Med Ctr, Dept Internal Med, Seoul, South KoreaSeoul Natl Univ Hosp, Dept Internal Med, Seoul, South Korea
Lee, Jung Pyo
Joo, Kwon Wook
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Seoul Natl Univ Hosp, Dept Internal Med, Seoul, South Korea
Seoul Natl Univ, Coll Med, Dept Internal Med, Seoul, South Korea
Seoul Natl Univ, Coll Med, Kidney Res Inst, Seoul, South KoreaSeoul Natl Univ Hosp, Dept Internal Med, Seoul, South Korea
Joo, Kwon Wook
Lim, Chun Soo
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Seoul Natl Univ Hosp, Dept Internal Med, Seoul, South Korea
Seoul Natl Univ, Coll Med, Kidney Res Inst, Seoul, South Korea
Seoul Natl Univ, Boramae Med Ctr, Dept Internal Med, Seoul, South KoreaSeoul Natl Univ Hosp, Dept Internal Med, Seoul, South Korea
Lim, Chun Soo
Kim, Yon Su
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Seoul Natl Univ Hosp, Dept Internal Med, Seoul, South Korea
Seoul Natl Univ, Coll Med, Dept Internal Med, Seoul, South Korea
Seoul Natl Univ, Coll Med, Dept Biomed Sci, Seoul, South Korea
Seoul Natl Univ, Coll Med, Kidney Res Inst, Seoul, South KoreaSeoul Natl Univ Hosp, Dept Internal Med, Seoul, South Korea
Kim, Yon Su
Han, Kyungdo
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Soongsil Univ, Dept Stat & Actuarial Sci, Seoul, South KoreaSeoul Natl Univ Hosp, Dept Internal Med, Seoul, South Korea
Han, Kyungdo
Kim, Dong Ki
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Seoul Natl Univ Hosp, Dept Internal Med, Seoul, South Korea
Seoul Natl Univ, Coll Med, Dept Internal Med, Seoul, South Korea
Seoul Natl Univ, Coll Med, Kidney Res Inst, Seoul, South KoreaSeoul Natl Univ Hosp, Dept Internal Med, Seoul, South Korea
机构:
Harvard Med Sch, Brigham & Womens Hosp, Div Genet, Boston, MA 02115 USA
Harvard Med Sch, Dept Biomed Informat, Boston, MA 02115 USAHarvard Med Sch, Brigham & Womens Hosp, Div Genet, Boston, MA 02115 USA
Balick, Daniel J.
Cassa, Christopher
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Harvard Med Sch, Brigham & Womens Hosp, Div Genet, Boston, MA 02115 USA
Harvard Med Sch, Dept Biomed Informat, Boston, MA 02115 USAHarvard Med Sch, Brigham & Womens Hosp, Div Genet, Boston, MA 02115 USA
Cassa, Christopher
Kosmicki, Jack A.
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Harvard Med Sch, Analyt & Translat Genet Unit, Dept Med, Massachusetts Gen Hosp, Boston, MA 02115 USA
Broad Inst, Program Med & Populat Genet, Cambridge, MA USAHarvard Med Sch, Brigham & Womens Hosp, Div Genet, Boston, MA 02115 USA
Kosmicki, Jack A.
Daly, Mark J.
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Harvard Med Sch, Analyt & Translat Genet Unit, Dept Med, Massachusetts Gen Hosp, Boston, MA 02115 USA
Broad Inst, Program Med & Populat Genet, Cambridge, MA USAHarvard Med Sch, Brigham & Womens Hosp, Div Genet, Boston, MA 02115 USA
Daly, Mark J.
Beier, David R.
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机构:
Seattle Childrens Res Inst, Ctr Dev Biol & Regenerat Med, Seattle, WA USA
Univ Washington, Sch Med, Dept Pediat, Seattle, WA 98195 USAHarvard Med Sch, Brigham & Womens Hosp, Div Genet, Boston, MA 02115 USA
Beier, David R.
Sunyaev, Shamil R.
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Harvard Med Sch, Brigham & Womens Hosp, Div Genet, Boston, MA 02115 USA
Harvard Med Sch, Dept Biomed Informat, Boston, MA 02115 USAHarvard Med Sch, Brigham & Womens Hosp, Div Genet, Boston, MA 02115 USA
机构:
Univ Southern Calif, Dept Psychol, Los Angeles, CA 90007 USA
Univ Southern Calif, Dornsife Ctr Selfreport Sci, Los Angeles, CA 90007 USAUniv Southern Calif, Dept Psychol, Los Angeles, CA 90007 USA
Stone, Arthur A. A.
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Schneider, Stefan
Smyth, Joshua M. M.
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Penn State Univ, Dept Biobehav Hlth, State Coll, PA USAUniv Southern Calif, Dept Psychol, Los Angeles, CA 90007 USA
Smyth, Joshua M. M.
Junghaenel, Doerte U. U.
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Univ Southern Calif, Dept Psychol, Los Angeles, CA 90007 USA
Univ Southern Calif, Dornsife Ctr Selfreport Sci, Los Angeles, CA 90007 USAUniv Southern Calif, Dept Psychol, Los Angeles, CA 90007 USA
Junghaenel, Doerte U. U.
Couper, Mick P. P.
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Univ Michigan, Inst Social Res, Ann Arbor, MI USAUniv Southern Calif, Dept Psychol, Los Angeles, CA 90007 USA
Couper, Mick P. P.
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Wen, Cheng
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Mendez, Marilyn
Velasco, Sarah
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Univ Southern Calif, Dornsife Ctr Selfreport Sci, Los Angeles, CA 90007 USAUniv Southern Calif, Dept Psychol, Los Angeles, CA 90007 USA
Velasco, Sarah
Goldstein, Sarah
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Univ Southern Calif, Dornsife Ctr Selfreport Sci, Los Angeles, CA 90007 USAUniv Southern Calif, Dept Psychol, Los Angeles, CA 90007 USA
机构:
Univ British Columbia, Fac Med, Vancouver, BC, Canada
Univ British Columbia, Fac Pharmaceut Sci, 7th Floor,828 West 10th Ave,2405 Wesbrook Mall, Vancouver, BC V6T 1Z3, CanadaUniv British Columbia, Fac Med, Vancouver, BC, Canada
Sadatsafavi, Mohsen
Ghanbarian, Shahzad
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Univ British Columbia, Fac Med, Vancouver, BC, Canada
Univ British Columbia, Fac Pharmaceut Sci, 7th Floor,828 West 10th Ave,2405 Wesbrook Mall, Vancouver, BC V6T 1Z3, CanadaUniv British Columbia, Fac Med, Vancouver, BC, Canada
Ghanbarian, Shahzad
Adibi, Amin
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机构:
Univ British Columbia, Fac Med, Vancouver, BC, Canada
Univ British Columbia, Fac Pharmaceut Sci, 7th Floor,828 West 10th Ave,2405 Wesbrook Mall, Vancouver, BC V6T 1Z3, CanadaUniv British Columbia, Fac Med, Vancouver, BC, Canada
Adibi, Amin
Johnson, Kate
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Univ British Columbia, Fac Med, Vancouver, BC, Canada
Univ British Columbia, Fac Pharmaceut Sci, 7th Floor,828 West 10th Ave,2405 Wesbrook Mall, Vancouver, BC V6T 1Z3, CanadaUniv British Columbia, Fac Med, Vancouver, BC, Canada
Johnson, Kate
FitzGerald, J. Mark
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Univ British Columbia, Fac Med, Vancouver, BC, CanadaUniv British Columbia, Fac Med, Vancouver, BC, Canada
FitzGerald, J. Mark
Flanagan, William
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STAT Canada, Ottawa, ON, CanadaUniv British Columbia, Fac Med, Vancouver, BC, Canada
Flanagan, William
Bryan, Stirling
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机构:
Vancouver Coastal Hlth Inst, Ctr Clin Epidemiol & Evaluat, Vancouver, BC, Canada
Univ British Columbia, Sch Populat & Publ Hlth, Vancouver, BC, CanadaUniv British Columbia, Fac Med, Vancouver, BC, Canada
Bryan, Stirling
Sin, Don
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Univ British Columbia, Fac Med, Vancouver, BC, CanadaUniv British Columbia, Fac Med, Vancouver, BC, Canada