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.
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Univ British Columbia, Dept Med, British Columbia Canc Agcy, Div Med Oncol,Vancouver Canc Ctr, Vancouver, BC, CanadaProvidence Canc Ctr, Earle A Chiles Res Inst, Portland, OR 97213 USA
Kollmannsberger, C.
Tyldesley, S.
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Univ British Columbia, Dept Surg, British Columbia Canc Agcy, Vancouver Canc Ctr,Div Radiat Oncol, Vancouver, BC V6T 1W5, CanadaProvidence Canc Ctr, Earle A Chiles Res Inst, Portland, OR 97213 USA
Tyldesley, S.
Moore, C.
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Providence Canc Ctr, Earle A Chiles Res Inst, Portland, OR 97213 USAProvidence Canc Ctr, Earle A Chiles Res Inst, Portland, OR 97213 USA
Moore, C.
Chi, K. N.
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Univ British Columbia, Dept Med, British Columbia Canc Agcy, Div Med Oncol,Vancouver Canc Ctr, Vancouver, BC, CanadaProvidence Canc Ctr, Earle A Chiles Res Inst, Portland, OR 97213 USA
Chi, K. N.
Murray, N.
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Univ British Columbia, Dept Med, British Columbia Canc Agcy, Div Med Oncol,Vancouver Canc Ctr, Vancouver, BC, CanadaProvidence Canc Ctr, Earle A Chiles Res Inst, Portland, OR 97213 USA
Murray, N.
Daneshmand, S.
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USC Norris Comprehens Canc Ctr, Inst Urol, Los Angeles, CA USAProvidence Canc Ctr, Earle A Chiles Res Inst, Portland, OR 97213 USA
Daneshmand, S.
Black, P.
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Univ British Columbia, Vancouver Gen Hosp, Prostate Ctr, Dept Urol Sci, Vancouver, BC, CanadaProvidence Canc Ctr, Earle A Chiles Res Inst, Portland, OR 97213 USA
Black, P.
Duncan, G.
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Univ British Columbia, Dept Surg, British Columbia Canc Agcy, Vancouver Canc Ctr,Div Radiat Oncol, Vancouver, BC V6T 1W5, CanadaProvidence Canc Ctr, Earle A Chiles Res Inst, Portland, OR 97213 USA
Duncan, G.
Hayes-Lattin, B.
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Oregon Hlth & Sci Univ Knight, Inst Canc, Dept Med, Div Hematol & Med Oncol, Portland, OR USAProvidence Canc Ctr, Earle A Chiles Res Inst, Portland, OR 97213 USA
Hayes-Lattin, B.
Nichols, C.
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Providence Canc Ctr, Earle A Chiles Res Inst, Portland, OR 97213 USAProvidence Canc Ctr, Earle A Chiles Res Inst, Portland, OR 97213 USA
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Microsoft Res, Redmond, WA USA
Univ Washington, Dept Comp Sci & Engn, Seattle, WA 98195 USAHarvard Univ, Massachusetts Gen Hosp, Sch Med, Partners AIDS Res Ctr, Boston, MA 02115 USA
Carlson, Jonathan M.
Brumme, Zabrina L.
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Harvard Univ, Massachusetts Gen Hosp, Sch Med, Partners AIDS Res Ctr, Boston, MA 02115 USAHarvard Univ, Massachusetts Gen Hosp, Sch Med, Partners AIDS Res Ctr, Boston, MA 02115 USA
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Washington Univ, Dept Neurol, Sch Med, St Louis, MO USA660 S Euclid Ave Campus Box 8111, St Louis, MO 63110 USA
Kreple, Collin J.
Nielsen, Susan Searles
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Washington Univ, Dept Neurol, Sch Med, St Louis, MO USA660 S Euclid Ave Campus Box 8111, St Louis, MO 63110 USA
Nielsen, Susan Searles
Schoch, Kathleen M.
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Washington Univ, Dept Neurol, Sch Med, St Louis, MO USA660 S Euclid Ave Campus Box 8111, St Louis, MO 63110 USA
Schoch, Kathleen M.
Shen, Tao
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Washington Univ, Dept Neurol, Sch Med, St Louis, MO USA660 S Euclid Ave Campus Box 8111, St Louis, MO 63110 USA
Shen, Tao
Shabsovich, Mark
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Washington Univ, Dept Neurol, Sch Med, St Louis, MO USA660 S Euclid Ave Campus Box 8111, St Louis, MO 63110 USA
Shabsovich, Mark
Song, Yizhe
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Washington Univ, Dept Neurol, Sch Med, St Louis, MO USA660 S Euclid Ave Campus Box 8111, St Louis, MO 63110 USA
Song, Yizhe
Racette, Brad A.
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350 West Thomas Rd, Phoenix, AZ 85013 USA
Washington Univ, Dept Neurol, Sch Med, St Louis, MO USA
Barrow Neurol Inst, Phoenix, AZ USA
Univ Witwatersrand, Fac Hlth Sci, Sch Publ Hlth, Parktown, South Africa660 S Euclid Ave Campus Box 8111, St Louis, MO 63110 USA
Racette, Brad A.
Miller, Timothy M.
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660 S Euclid Ave Campus Box 8111, St Louis, MO 63110 USA
Washington Univ, Dept Neurol, Sch Med, St Louis, MO USA660 S Euclid Ave Campus Box 8111, St Louis, MO 63110 USA
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Univ Calif San Francisco, Div Maternal Fetal Med, Dept Obstet Gynecol & Reprod Sci, San Francisco, CA USAUniv Calif San Francisco, Div Maternal Fetal Med, Dept Obstet Gynecol & Reprod Sci, San Francisco, CA USA
Ozarslan, Nida
Gaw, Stephanie L.
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Univ Calif San Francisco, Div Maternal Fetal Med, Dept Obstet Gynecol & Reprod Sci, San Francisco, CA USAUniv Calif San Francisco, Div Maternal Fetal Med, Dept Obstet Gynecol & Reprod Sci, San Francisco, CA USA
Gaw, Stephanie L.
Cassidy, Arianna G.
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Univ Calif San Francisco, Div Maternal Fetal Med, Dept Obstet Gynecol & Reprod Sci, San Francisco, CA USAUniv Calif San Francisco, Div Maternal Fetal Med, Dept Obstet Gynecol & Reprod Sci, San Francisco, CA USA
Cassidy, Arianna G.
Caughey, Aaron B.
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Oregon Hlth & Sci Univ, Dept Obstet & Gynecol, Portland, OR 97239 USAUniv Calif San Francisco, Div Maternal Fetal Med, Dept Obstet Gynecol & Reprod Sci, San Francisco, CA USA