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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Ewha Womans Univ, Coll Med, Mokdong Hosp, Dept Plast Surg, 1071 Anyangcheon Ro, Seoul 07985, South KoreaEwha Womans Univ, Coll Med, Mokdong Hosp, Dept Plast Surg, 1071 Anyangcheon Ro, Seoul 07985, South Korea
Park, Jin-Woo
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Park, Hae Yeon
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Park, Minsu
Yang, Mi
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Seoul Mental Hlth Welf Ctr, Dongsung 3 Gil, Seoul 03085, South KoreaEwha Womans Univ, Coll Med, Mokdong Hosp, Dept Plast Surg, 1071 Anyangcheon Ro, Seoul 07985, South Korea
Yang, Mi
Mun, Goo-Hyun
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Sungkyunkwan Univ, Sch Med, Samsung Med Ctr, Dept Plast Surg, 81 Irwon Ro, Seoul 06351, South KoreaEwha Womans Univ, Coll Med, Mokdong Hosp, Dept Plast Surg, 1071 Anyangcheon Ro, Seoul 07985, South Korea
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Univ Groningen, Univ Med Ctr Groningen, Div Dev Neurol CA85, Dept Paediat, Groningen, NetherlandsUniv Groningen, Univ Med Ctr Groningen, Div Dev Neurol CA85, Dept Paediat, Groningen, Netherlands
Seggers, Jorien
Pontesilli, Martina
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Univ Amsterdam, Acad Med Ctr, Dept Obstet & Gynaecol, Meibergdreef 9, NL-1105 AZ Amsterdam, Netherlands
Univ Amsterdam, Ctr Reprod Med, Dept Obstet & Gynaecol, Amsterdam, Netherlands
Med Ctr Alkmaar, Dept Obstet & Gynaecol, Alkmaar, NetherlandsUniv Groningen, Univ Med Ctr Groningen, Div Dev Neurol CA85, Dept Paediat, Groningen, Netherlands
Pontesilli, Martina
Ravelli, Anita C. J.
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Univ Amsterdam, Acad Med Ctr, Dept Med Informat, Meibergdreef 9, NL-1105 AZ Amsterdam, NetherlandsUniv Groningen, Univ Med Ctr Groningen, Div Dev Neurol CA85, Dept Paediat, Groningen, Netherlands
Ravelli, Anita C. J.
Painter, Rebecca C.
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Univ Amsterdam, Acad Med Ctr, Dept Obstet & Gynaecol, Meibergdreef 9, NL-1105 AZ Amsterdam, NetherlandsUniv Groningen, Univ Med Ctr Groningen, Div Dev Neurol CA85, Dept Paediat, Groningen, Netherlands
Painter, Rebecca C.
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Hadders-Algra, Mijna
Heineman, Maas Jan
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Univ Amsterdam, Acad Med Ctr, Dept Obstet & Gynaecol, Meibergdreef 9, NL-1105 AZ Amsterdam, NetherlandsUniv Groningen, Univ Med Ctr Groningen, Div Dev Neurol CA85, Dept Paediat, Groningen, Netherlands
Heineman, Maas Jan
Repping, Sjoerd
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Univ Amsterdam, Ctr Reprod Med, Dept Obstet & Gynaecol, Amsterdam, NetherlandsUniv Groningen, Univ Med Ctr Groningen, Div Dev Neurol CA85, Dept Paediat, Groningen, Netherlands
Repping, Sjoerd
Mol, Ben Willem J.
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Univ Amsterdam, Acad Med Ctr, Dept Obstet & Gynaecol, Meibergdreef 9, NL-1105 AZ Amsterdam, Netherlands
Univ Adelaide, Sch Pediat & Reprod Hlth, Adelaide, SA, AustraliaUniv Groningen, Univ Med Ctr Groningen, Div Dev Neurol CA85, Dept Paediat, Groningen, Netherlands
Mol, Ben Willem J.
Roseboom, Tessa J.
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Univ Amsterdam, Acad Med Ctr, Dept Obstet & Gynaecol, Meibergdreef 9, NL-1105 AZ Amsterdam, Netherlands
Univ Amsterdam, Acad Med Ctr, Dept Clin Epidemiol Biostat & Bioinformat, Meibergdreef 9, NL-1105 AZ Amsterdam, NetherlandsUniv Groningen, Univ Med Ctr Groningen, Div Dev Neurol CA85, Dept Paediat, Groningen, Netherlands
Roseboom, Tessa J.
Ensing, Sabine
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Univ Amsterdam, Acad Med Ctr, Dept Obstet & Gynaecol, Meibergdreef 9, NL-1105 AZ Amsterdam, Netherlands
Univ Amsterdam, Acad Med Ctr, Dept Med Informat, Meibergdreef 9, NL-1105 AZ Amsterdam, NetherlandsUniv Groningen, Univ Med Ctr Groningen, Div Dev Neurol CA85, Dept Paediat, Groningen, Netherlands
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Univ Indonesia, Fac Math & Nat Sci, Phys Dept, Med Phys & Biophys, Depok, IndonesiaUniv Indonesia, Fac Math & Nat Sci, Phys Dept, Med Phys & Biophys, Depok, Indonesia
Riana, Ade
Eiber, Matthias
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Tech Univ Munich, Dept Nucl Med, Klinikum Rechts Isar, Munich, GermanyUniv Indonesia, Fac Math & Nat Sci, Phys Dept, Med Phys & Biophys, Depok, Indonesia
Eiber, Matthias
Beer, Ambros J.
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Ulm Univ, Dept Nucl Med, Ulm, GermanyUniv Indonesia, Fac Math & Nat Sci, Phys Dept, Med Phys & Biophys, Depok, Indonesia
Beer, Ambros J.
Glatting, Gerhard
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Ulm Univ, Dept Nucl Med, Ulm, Germany
Ulm Univ, Dept Nucl Med, Med Radiat Phys, Ulm, GermanyUniv Indonesia, Fac Math & Nat Sci, Phys Dept, Med Phys & Biophys, Depok, Indonesia