Dan Tawfik lab: Directed evolution

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<StructureSection load='3gkl' size='500' frame='true' align='right' scene='3gkl/Al/1' >
<StructureSection load='3gkl' size='500' frame='true' align='right' scene='3gkl/Al/1' >
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Iterative rounds of random mutagenesis and selection of immunity protein 9 (colored yellow) toward higher affinity for ColE7, and selectivity (against ColE9 inhibition), led to significant increase in affinity and selectivity. Several evolved variants were obtained. The crystal structures of the two final generation <scene name='3gkl/Al/3'>variants</scene> <font color='lime'><b>R12-2</b></font> ('''3gkl'''; T20A, N24D, T27A, S28T, V34D, V37J, E41G, and K57E) and <font color='darkred'><b>R12-13</b></font> ([[3gjn]]; N24D, D25E, T27A, S28T, V34D, V37J, and Y55W) in complex with ColE7 were solved.
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Iterative rounds of random mutagenesis and selection of <span style="color:yellow;background-color:black;font-weight:bold;">immunity protein 9 (colored yellow)</span> toward higher affinity for ColE7, and selectivity (against ColE9 inhibition), led to significant increase in affinity and selectivity. Several evolved variants were obtained. The crystal structures of the two final generation <scene name='3gkl/Al/3'>variants</scene> <span style="color:lime;background-color:black;font-weight:bold;">R12-2</span> ('''3gkl'''; T20A, N24D, T27A, S28T, V34D, V37J, E41G, and K57E) and <font color='darkred'><b>R12-13</b></font> ([[3gjn]]; N24D, D25E, T27A, S28T, V34D, V37J, and Y55W) in complex with ColE7 were solved.
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<scene name='3gkl/Align/2'>Structural alignment</scene> of the immunity protein 9 (Im9, [[1bxi]], <span style="color:yellow;background-color:black;font-weight:bold;">colored yellow</span>), <span style="color:lime;background-color:black;font-weight:bold;">evolved variant R12-2 (lime)</span>, and <font color='blue'><b>immunity protein 7 (Im7, colored blue</b></font>, [[7cei]]) reveals their structural identity. However, when the immunity proteins-bound <scene name='3gkl/Align/3'>colicins within their complexes were aligned</scene>, they demonstrate somewhat different picture. The Im9 and Im7 are differ more in their binding configurations (19°, with Tyr54-Tyr55 as the pivot), while the variant R12-2 is in an intermediate configuration between Im9 and Im7. Of note, in the variant R12-2 (3gkl) and Im9 ([[1bxi]]) there are Tyr54 and Tyr55, while in the Im7 ([[7cei]]) Tyr55 and Tyr56 are homologous to them. The most <scene name='3gkl/Align/4'>prominent differences</scene> are in the loop between helices α1 and α2 in Im9 (yellow, labeled in black) and <span style="color:lime;background-color:black;font-weight:bold;">evolved variant R12-2 (lime, labeled in black)</span>. This loop consists of three mutations: N24D, T27A, and S28T in variant R12-2. We can see the deviations in the relative position of helices α1 and α2, in the loop's backbone and in the side chains of residues 24, 26 and 28.
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<scene name='3gkl/Align/2'>Structural alignment</scene> of the immunity protein 9 (Im9, [[1bxi]], colored yellow), <font color='lime'><b>evolved variant R12-2 (lime)</b></font>, and <font color='blue'><b>immunity protein 7 (Im7, [[7cei]], colored blue)</b></font> reveals their structural identity. However, when the immunity proteins-bound <scene name='3gkl/Align/3'>colicins within their complexes were aligned</scene>, they demonstrate somewhat different picture. The Im9 and Im7 are differ more in their binding configurations (19°, with Tyr54-Tyr55 as the pivot), while the variant R12-2 is in an intermediate configuration between Im9 and Im7. Of note, in the variant R12-2 (3gkl) and Im9 ([[1bxi]]) there are Tyr54 and Tyr55, while in the Im7 ([[7cei]]) Tyr55 and Tyr56 are homologous to them. The most <scene name='3gkl/Align/4'>prominent differences</scene> are in the loop between helices α1 and α2 in Im9 (yellow, labeled in black) and <font color='lime'><b>evolved variant R12-2 (lime, labeled in black)</b></font>. This loop consists of three mutations: N24D, T27A, and S28T in variant R12-2. We can see the deviations in the relative position of helices α1 and α2, in the loop's backbone and in the side chains of residues 24, 26 and 28.
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Comparison of the different Im-colicin complexes reveals changes in the binding configuration of the evolved variants which increase affinity toward ColE7 by re-aligning pre-existing Im9 residues. Glu30 of Im9 ([[1bxi]], colored yellow) forms <scene name='3gkl/Active_site/3'>double salt bridge</scene> with Arg54 of <font color='orange'><b>ColE9 (orange)</b></font>, whereas Asp51 have not direct side chain–side chain interactions. <font color='blue'><b>Asp31 of Im7 (blue)</b></font> (corresponding to Im9 Glu30) is involved in <scene name='3gkl/Active_site/6'>cluster of salt bridge bonds</scene> to <font color='darkmagenta'><b>Arg520 and Lys525 of ColE7 (darkmagenta)</b></font>, while <font color='blue'><b>Asp52 of Im7</b></font> (corresponding to Im9 Asp51) is within hydrogen bond distance to <font color='darkmagenta'><b>Thr531 and Arg530 of ColE7</b></font>. <font color='lime'><b>Glu30 in the variant R12-2 (lime)</b></font> is shifted and forms a <scene name='3gkl/Active_site/8'>double salt bridge</scene> to <font color='magenta'><b>Arg520 of ColE7 (magenta)</b></font>. <font color='lime'><b>Asp51</b></font> is within hydrogen bond distance to <font color='magenta'><b>Thr531 of ColE7</b></font>. However, the side chains of <font color='magenta'><b>Lys525 and Arg530</b></font>, which are very important in salt bridge contacts with Glu30 and Asp51, respectively, in the structure of the ColE7–Im7 complex have a different conformation that eliminates these contacts in evolved variant R12-2.
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Comparison of the different Im-colicin complexes reveals changes in the binding configuration of the evolved variants which increase affinity toward ColE7 by re-aligning pre-existing Im9 residues. Glu30 of Im9 ([[1bxi]], <span style="color:yellow;background-color:black;font-weight:bold;">colored yellow</span>) forms <scene name='3gkl/Active_site/3'>double salt bridge</scene> with Arg54 of <span style="color:orange;background-color:black;font-weight:bold;">ColE9 (orange)</span>, whereas Asp51 have not direct side chain–side chain interactions. <font color='blue'><b>Asp31 of Im7 (blue)</b></font> which is corresponding to Im9 Glu30 is involved in <scene name='3gkl/Active_site/6'>cluster of salt bridge bonds</scene> to <font color='darkmagenta'><b>Arg520 and Lys525 of ColE7 (darkmagenta)</b></font>, while <font color='blue'><b>Asp52 of Im7</b></font> (corresponding to Im9 Asp51) is within hydrogen bond distance to <font color='darkmagenta'><b>Thr531 and Arg530 of ColE7</b></font> ([[7cei]]). <span style="color:lime;background-color:black;font-weight:bold;">Glu30 in the variant R12-2 (lime)</span> is shifted and forms a <scene name='3gkl/Active_site/8'>double salt bridge</scene> to <font color='magenta'><b>Arg520 of ColE7 (magenta)</b></font>. <span style="color:lime;background-color:black;font-weight:bold;">Asp51</span> is within hydrogen bond distance to <font color='magenta'><b>Thr531 of ColE7</b></font> ([[3gkl]]). However, the side chains of <font color='magenta'><b>Lys525 and Arg530</b></font>, which are very important in salt bridge contacts with Glu30 and Asp51, respectively, in the structure of the ColE7–Im7 complex have a different conformation that eliminates these contacts in evolved variant R12-2.
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In the <scene name='3gkl/Mut/2'>Im9</scene> <font color='magenta'><b>Val37 (colored magenta)</b></font> forms stabilizing hydrogen bond with Leu33. In the <scene name='3gkl/Mut/3'>evolved variant R12-2</scene>, <font color='darkmagenta'><b>Ile37 (colored darkmagenta)</b></font> interacts with two additional residues, Tyr54 and Ser50. Moreover, <font color='darkmagenta'><b>Ile37</b></font> also forms additional hydrogen bond with Gly41 and can thereby have enabled the appearance of the selectivity mutation E41G.
In the <scene name='3gkl/Mut/2'>Im9</scene> <font color='magenta'><b>Val37 (colored magenta)</b></font> forms stabilizing hydrogen bond with Leu33. In the <scene name='3gkl/Mut/3'>evolved variant R12-2</scene>, <font color='darkmagenta'><b>Ile37 (colored darkmagenta)</b></font> interacts with two additional residues, Tyr54 and Ser50. Moreover, <font color='darkmagenta'><b>Ile37</b></font> also forms additional hydrogen bond with Gly41 and can thereby have enabled the appearance of the selectivity mutation E41G.
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In contrast to the <font color='lime'><b>evolved variant R12-2</b></font> (3gkl), the <font color='cyan'><b>evolved variant R12-13</b></font> ([[3gjn]]) carries the <scene name='3gkl/Align/10'>Tyr55Trp mutation</scene> in the conserved region. Both <font color='lime'><b>Tyr55 in R12-2</b></font> and <font color='cyan'><b>Trp55 in R12-13</b></font> could sustain the
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In contrast to the <span style="color:lime;background-color:black;font-weight:bold;">evolved variant R12-2</span> ([[3gkl]]), the <span style="color:cyan;background-color:black;font-weight:bold;">evolved variant R12-13</span> ([[3gjn]]) carries the <scene name='3gkl/Align/10'>Tyr55Trp mutation</scene> in the conserved region. Both <span style="color:lime;background-color:black;font-weight:bold;">Tyr55 in R12-2</span> and <span style="color:cyan;background-color:black;font-weight:bold;">Trp55 in R12-13</span> could sustain the
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hydrophobic core and create a <scene name='3gkl/Align/11'>hydrogen bond</scene> to Lys528 backbone (3gkl colicin residues are colored in <font color='magenta'><b>magenta</b></font>, 3gjn colicin residues are colored <font color='blueviolet'><b>blueviolet</b></font>). However, the additional bulkiness of the Trp contributes in expanding its <scene name='3gkl/Align/9'>hydrophobic interactions</scene> to Phe541 and Phe513 also leading to the small shift in the alkyl chain of Arg530.
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hydrophobic core and create a <scene name='3gkl/Align/11'>hydrogen bond</scene> to Lys528 backbone ([[3gkl]] colicin residues are colored in <font color='magenta'><b>magenta</b></font>, 3gjn colicin residues are colored <font color='blueviolet'><b>blueviolet</b></font>). However, the additional bulkiness of the Trp contributes in expanding its <scene name='3gkl/Align/9'>hydrophobic interactions</scene> to Phe541 and Phe513 also leading to the small shift in the alkyl chain of Arg530.
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The <scene name='3gkl/Ali/1'>overall conformation</scene> of the two evolved variants <font color='lime'><b>R12-2</b></font> (3gkl) and <font color='cyan'><b>R12-13</b></font> ([[3gjn]]) is very similar. The variant <font color='lime'><b>R12-2</b></font> carries <scene name='3gkl/Ali/2'>mutation E41G</scene>. In the bound wildtype Im9 (yellow) Glu41 makes a <scene name='3gkl/Ali/3'>salt bridge</scene> with the <font color='orange'><b>ColE9’s</b></font> Lys97 ([[1bxi]]). While in the <font color='blueviolet'><b>R12-13</b></font>/<font color='cyan'><b>ColE7</b></font> complex the <font color='blueviolet'><b>closest ColE7 residues</b></font> <scene name='3gkl/Ali/4'>contacting</scene> <font color='cyan'><b>R12-13 Glu41</b></font> are <font color='blueviolet'><b>Thr531 (3.37Å) and Lys528 (8.85Å)</b></font> ([[3gjn]]). In the <font color='lime'><b>R12-2</b></font>/<font color='magenta'><b>ColE7</b></font> complex the <scene name='3gkl/Ali/5'>closest</scene> <font color='magenta'><b>ColE7 residue</b></font> to <font color='lime'><b>R12-2 Gly41</b></font> is <font color='magenta'><b>Thr531 (9.48Å)</b></font> (3gkl).
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The <scene name='3gkl/Ali/1'>overall conformation</scene> of the two evolved variants <span style="color:lime;background-color:black;font-weight:bold;">R12-2</span> ([[3gkl]]) and <span style="color:cyan;background-color:black;font-weight:bold;">R12-13</span> ([[3gjn]]) is very similar. The variant <span style="color:lime;background-color:black;font-weight:bold;">R12-2</span> carries <scene name='3gkl/Ali/2'>mutation E41G</scene>. In the <span style="color:yellow;background-color:black;font-weight:bold;">bound wildtype Im9 (yellow)</span> Glu41 makes a <scene name='3gkl/Ali/3'>salt bridge</scene> with the <span style="color:orange;background-color:black;font-weight:bold;">ColE9’s</span> Lys97 ([[1bxi]]). While in the <font color='blueviolet'><b>R12-13</b></font>/<span style="color:cyan;background-color:black;font-weight:bold;">ColE7</span> complex the <font color='blueviolet'><b>closest ColE7 residues</b></font> <scene name='3gkl/Ali/4'>contacting</scene> <span style="color:cyan;background-color:black;font-weight:bold;">R12-13 Glu41</span> are <font color='blueviolet'><b>Thr531 (3.37Å) and Lys528 (8.85Å)</b></font> ([[3gjn]]). In the <span style="color:lime;background-color:black;font-weight:bold;">R12-2</span>/<font color='magenta'><b>ColE7</b></font> complex the <scene name='3gkl/Ali/5'>closest</scene> <font color='magenta'><b>ColE7 residue</b></font> to <span style="color:lime;background-color:black;font-weight:bold;">R12-2 Gly41</span> is <font color='magenta'><b>Thr531 (9.48Å)</b></font> ([[3gkl]]).
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</StructureSection>
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Revision as of 10:57, 30 May 2012

I) Kemp eliminase

Publication Abstract from PubMed

The design of new enzymes for reactions not catalysed by naturally occurring biocatalysts is a challenge for protein engineering and is a critical test of our understanding of enzyme catalysis. Here we describe the computational design of eight enzymes that use two different catalytic motifs to catalyse the Kemp elimination-a model reaction for proton transfer from carbon-with measured rate enhancements of up to 105 and multiple turnovers. Mutational analysis confirms that catalysis depends on the computationally designed active sites, and a high-resolution crystal structure suggests that the designs have close to atomic accuracy. Application of in vitro evolution to enhance the computational designs produced a >200-fold increase in kcat/Km (kcat/Km of 2,600 M-1s-1 and kcat/kuncat of >106). These results demonstrate the power of combining computational protein design with directed evolution for creating new enzymes, and we anticipate the creation of a wide range of useful new catalysts in the future.

Kemp elimination catalysts by computational enzyme design., Rothlisberger D, Khersonsky O, Wollacott AM, Jiang L, DeChancie J, Betker J, Gallaher JL, Althoff EA, Zanghellini A, Dym O, Albeck S, Houk KN, Tawfik DS, Baker D, Nature. 2008 May 8;453(7192):190-5. Epub 2008 Mar 19. PMID:18354394

From MEDLINE®/PubMed®, a database of the U.S. National Library of Medicine.


Publication Abstract from PubMed

Understanding enzyme catalysis through the analysis of natural enzymes is a daunting challenge-their active sites are complex and combine numerous interactions and catalytic forces that are finely coordinated. Study of more rudimentary (wo)man-made enzymes provides a unique opportunity for better understanding of enzymatic catalysis. KE07, a computationally designed Kemp eliminase that employs a glutamate side chain as the catalytic base for the critical proton abstraction step and an apolar binding site to guide substrate binding, was optimized by seven rounds of random mutagenesis and selection, resulting in a >200-fold increase in catalytic efficiency. Here, we describe the directed evolution process in detail and the biophysical and crystallographic studies of the designed KE07 and its evolved variants. The optimization of KE07's activity to give a k(cat)/K(M) value of approximately 2600 s(-1) M(-1) and an approximately 10(6)-fold rate acceleration (k(cat)/k(uncat)) involved the incorporation of up to eight mutations. These mutations led to a marked decrease in the overall thermodynamic stability of the evolved KE07s and in the configurational stability of their active sites. We identified two primary contributions of the mutations to KE07's improved activity: (i) the introduction of new salt bridges to correct a mistake in the original design that placed a lysine for leaving-group protonation without consideration of its "quenching" interactions with the catalytic glutamate, and (ii) the tuning of the environment, the pK(a) of the catalytic base, and its interactions with the substrate through the evolution of a network of hydrogen bonds consisting of several charged residues surrounding the active site.

Evolutionary optimization of computationally designed enzymes: Kemp eliminases of the KE07 series., Khersonsky O, Rothlisberger D, Dym O, Albeck S, Jackson CJ, Baker D, Tawfik DS, J Mol Biol. 2010 Mar 5;396(4):1025-42. Epub 2009 Dec 28. PMID:20036254

From MEDLINE®/PubMed®, a database of the U.S. National Library of Medicine.

Drag the structure with the mouse to rotate

II) Colicin7 and Immunity proteins


Publication Abstract from PubMed

How do intricate multi-residue features such as protein-protein interfaces evolve? To address this question, we evolved a new colicin-immunity binding interaction. We started with Im9, which inhibits its cognate DNase ColE9 at 10(-14) M affinity, and evolved it toward ColE7, which it inhibits promiscuously (Kd > 10(-8) M). Iterative rounds of random mutagenesis and selection toward higher affinity for ColE7, and selectivity (against ColE9 inhibition), led to an approximately 10(5)-fold increase in affinity and a 10(8)-fold increase in selectivity. Analysis of intermediates along the evolved variants revealed that changes in the binding configuration of the Im protein uncovered a latent set of interactions, thus providing the key to the rapid divergence of new Im7 variants. Overall, protein-protein interfaces seem to share the evolvability features of enzymes, that is, the exploitation of promiscuous interactions and alternative binding configurations via 'generalist' intermediates, and the key role of compensatory stabilizing mutations in facilitating the divergence of new functions.

Following evolutionary paths to protein-protein interactions with high affinity and selectivity., Levin KB, Dym O, Albeck S, Magdassi S, Keeble AH, Kleanthous C, Tawfik DS, Nat Struct Mol Biol. 2009 Oct;16(10):1049-55. Epub 2009 Sep 13. PMID:19749752

From MEDLINE®/PubMed®, a database of the U.S. National Library of Medicine.

PDB ID 3gkl

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References

  • Rothlisberger D, Khersonsky O, Wollacott AM, Jiang L, DeChancie J, Betker J, Gallaher JL, Althoff EA, Zanghellini A, Dym O, Albeck S, Houk KN, Tawfik DS, Baker D. Kemp elimination catalysts by computational enzyme design. Nature. 2008 May 8;453(7192):190-5. Epub 2008 Mar 19. PMID:18354394 doi:10.1038/nature06879
  • Levin KB, Dym O, Albeck S, Magdassi S, Keeble AH, Kleanthous C, Tawfik DS. Following evolutionary paths to protein-protein interactions with high affinity and selectivity. Nat Struct Mol Biol. 2009 Oct;16(10):1049-55. Epub 2009 Sep 13. PMID:19749752 doi:10.1038/nsmb.1670
  • Khersonsky O, Rothlisberger D, Dym O, Albeck S, Jackson CJ, Baker D, Tawfik DS. Evolutionary optimization of computationally designed enzymes: Kemp eliminases of the KE07 series. J Mol Biol. 2010 Mar 5;396(4):1025-42. Epub 2009 Dec 28. PMID:20036254 doi:10.1016/j.jmb.2009.12.031

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