Difference between revisions of "Part:BBa K5237007"

 
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<body>
 
<body>
 
<!-- Part summary -->
 
<!-- Part summary -->
<section id="1">
+
<section>
<h1>Staple subunit: GCN4</h1>
+
<h1>Staple Subunit: GCN4</h1>
 
<p>GCN4 is a yeast transcription factor belonging to the bZip family of DNA-binding proteins.
 
<p>GCN4 is a yeast transcription factor belonging to the bZip family of DNA-binding proteins.
 
       We used GCN4 to study DNA-binding kinetics in our "Mini staples" that bring two DNA target sites into proximity by
 
       We used GCN4 to study DNA-binding kinetics in our "Mini staples" that bring two DNA target sites into proximity by
 
       binding them simultaneously.
 
       binding them simultaneously.
 
     </p>
 
     </p>
<p> </p>
+
<p> </p>
 
</section>
 
</section>
 
<div class="toc" id="toc">
 
<div class="toc" id="toc">
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<ul>
 
<ul>
 
<li class="toclevel-1 tocsection-1"><a href="#1"><span class="tocnumber">1</span> <span class="toctext">Sequence
 
<li class="toclevel-1 tocsection-1"><a href="#1"><span class="tocnumber">1</span> <span class="toctext">Sequence
             overview</span></a>
+
             Overview</span></a>
 
</li>
 
</li>
 
<li class="toclevel-1 tocsection-2"><a href="#2"><span class="tocnumber">2</span> <span class="toctext">Usage and
 
<li class="toclevel-1 tocsection-2"><a href="#2"><span class="tocnumber">2</span> <span class="toctext">Usage and
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</li>
 
</li>
 
<li class="toclevel-1 tocsetction-3"><a href="#3"><span class="tocnumber">3</span> <span class="toctext">Assembly
 
<li class="toclevel-1 tocsetction-3"><a href="#3"><span class="tocnumber">3</span> <span class="toctext">Assembly
             and part evolution</span></a>
+
             and Part Evolution</span></a>
 
</li>
 
</li>
 
<li class="toclevel-1 tocsection-5"><a href="#4"><span class="tocnumber">4</span> <span class="toctext">Results</span></a>
 
<li class="toclevel-1 tocsection-5"><a href="#4"><span class="tocnumber">4</span> <span class="toctext">Results</span></a>
 
<ul>
 
<ul>
<li class="toclevel-2 tocsection-6"><a href="#4.1"><span class="tocnumber">4.1</span> <span class="toctext">Protein expression and
+
<li class="toclevel-2 tocsection-6"><a href="#4.1"><span class="tocnumber">4.1</span> <span class="toctext">Protein Expression and
                 purification</span></a>
+
                 Purification</span></a>
 
</li>
 
</li>
 
<li class="toclevel-2 tocsection-7"><a href="#4.2"><span class="tocnumber">4.2</span> <span class="toctext">Electrophoretic Mobility
 
<li class="toclevel-2 tocsection-7"><a href="#4.2"><span class="tocnumber">4.2</span> <span class="toctext">Electrophoretic Mobility
                 shift assay</span></a>
+
                 Shift Assay</span></a>
 
</li>
 
</li>
 
<li class="toclevel-2 tocsection-8"><a href="#4.3"><span class="tocnumber">4.3</span> <span class="toctext"><i>In Silico</i>
 
<li class="toclevel-2 tocsection-8"><a href="#4.3"><span class="tocnumber">4.3</span> <span class="toctext"><i>In Silico</i>
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<td><a href="https://parts.igem.org/Part:BBa_K5237001" target="_blank">BBa_K5237001</a></td>
 
<td><a href="https://parts.igem.org/Part:BBa_K5237001" target="_blank">BBa_K5237001</a></td>
 
<td>Staple Subunit: dMbCas12a-Nucleoplasmin NLS</td>
 
<td>Staple Subunit: dMbCas12a-Nucleoplasmin NLS</td>
<td>Staple subunit that can be combined with crRNA or fgRNA and dSpCas9 to form a functional staple
+
<td>Staple Subunit that can be combined with crRNA or fgRNA and dSpCas9 to form a functional staple
 
           </td>
 
           </td>
 
</tr>
 
</tr>
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</tr>
 
</tr>
 
<td><a href="https://parts.igem.org/Part:BBa_K5237020" target="_blank">BBa_K5237020</a></td>
 
<td><a href="https://parts.igem.org/Part:BBa_K5237020" target="_blank">BBa_K5237020</a></td>
<td>Cathepsin B-Cleavable Trans-Activator: NLS-Gal4-GFLG-VP64</td>
+
<td>Cathepsin B-Cleavable <i>Trans</i>-Activator: NLS-Gal4-GFLG-VP64</td>
 
<td>Readout system that responds to protease activity, which was used to test cathepsin B-cleavable linker
 
<td>Readout system that responds to protease activity, which was used to test cathepsin B-cleavable linker
 
         </td>
 
         </td>
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<td><a href="https://parts.igem.org/Part:BBa_K5237021" target="_blank">BBa_K5237021</a></td>
 
<td><a href="https://parts.igem.org/Part:BBa_K5237021" target="_blank">BBa_K5237021</a></td>
 
<td>NLS-Gal4-VP64</td>
 
<td>NLS-Gal4-VP64</td>
<td>Trans-activating enhancer, that can be used to simulate enhancer hijacking</td>
+
<td><i>Trans</i>-activating enhancer, that can be used to simulate enhancer hijacking</td>
 
</tr>
 
</tr>
 
<td><a href="https://parts.igem.org/Part:BBa_K5237022" target="_blank">BBa_K5237022</a></td>
 
<td><a href="https://parts.igem.org/Part:BBa_K5237022" target="_blank">BBa_K5237022</a></td>
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<p>
 
<p>
 
     In our project we fused GCN4 to rGCN4 (<a href="https://parts.igem.org/Part:BBa_K5237008" target="_blank">BBa_K5237008</a>)
 
     In our project we fused GCN4 to rGCN4 (<a href="https://parts.igem.org/Part:BBa_K5237008" target="_blank">BBa_K5237008</a>)
     to create a 150 amino aci "Mini staple" that can bring two DNA target sites into close proximity.
+
     to create a 150 amino acid long "Mini staple" that can bring two DNA target sites into close proximity.
 
   </p>
 
   </p>
 
<p>
 
<p>
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</section>
 
</section>
 
<section id="3">
 
<section id="3">
<h1>3. Assembly and part evolution</h1>
+
<h1>3. Assembly and Part Evolution</h1>
 
<p>
 
<p>
 
     The GCN4 amino acid sequence was taken from literature (Hollenbeck et al. 2001) and codon optimized for <i>E.
 
     The GCN4 amino acid sequence was taken from literature (Hollenbeck et al. 2001) and codon optimized for <i>E.
Line 389: Line 389:
 
<h1>4. Results</h1>
 
<h1>4. Results</h1>
 
<section id="4.1">
 
<section id="4.1">
<h2>4.1 Protein expression and purification</h2>
+
<h2>4.1 Protein Expression and Purification</h2>
 
<p>The FLAG-GCN4 protein could be readily expressed in <i>E. coli</i>. The protein was purified using an
 
<p>The FLAG-GCN4 protein could be readily expressed in <i>E. coli</i>. The protein was purified using an
 
       anti-FLAG resin. Fractions taken during purification were analyzed by SDS-PAGE and the protein concentration of
 
       anti-FLAG resin. Fractions taken during purification were analyzed by SDS-PAGE and the protein concentration of
Line 399: Line 399:
 
<img alt="" class="thumbimage" src="https://static.igem.wiki/teams/5237/wetlab-results/mist-sds-page-expression-validation.svg" style="width:99%;"/>
 
<img alt="" class="thumbimage" src="https://static.igem.wiki/teams/5237/wetlab-results/mist-sds-page-expression-validation.svg" style="width:99%;"/>
 
<div class="thumbcaption">
 
<div class="thumbcaption">
<i><b>Figure 2: SDS-PAGE Analysis of FLAG-GCN4 purification</b> Fractions analysed for each protein are the
+
<i><b>Figure 2: SDS-PAGE Analysis of FLAG-GCN4 Purification</b> Fractions analysed for each protein are the
 
             raw lysate, flow
 
             raw lysate, flow
 
             through and eluate.
 
             through and eluate.
Line 423: Line 423:
 
     The Electrophoretic mobility shift assay (EMSA) is a widely adopted method used to study DNA-protein
 
     The Electrophoretic mobility shift assay (EMSA) is a widely adopted method used to study DNA-protein
 
     interactions. EMSA functions on the basis that nucleic acids bound to proteins have reduced electrophoretic
 
     interactions. EMSA functions on the basis that nucleic acids bound to proteins have reduced electrophoretic
     mobility, compared to their counterpart. (Hellman &amp; Fried, 2007). Mobility-shift
+
     mobility, compared to their unbound counterpart. (Hellman &amp; Fried, 2007). Mobility-shift
 
     assays can both be used to qualitatively assess DNA binding capabilities or quantitatively to determine binding
 
     assays can both be used to qualitatively assess DNA binding capabilities or quantitatively to determine binding
 
     stoichiometry and kinetics such as the apparent dissociation constant (K<sub>d</sub>) (Fried, 1989).
 
     stoichiometry and kinetics such as the apparent dissociation constant (K<sub>d</sub>) (Fried, 1989).
Line 467: Line 467:
 
         constant K<sub>D</sub> of (0.293 ± 0.033) × 10<sup>-6</sup> M, which is almost identical to the
 
         constant K<sub>D</sub> of (0.293 ± 0.033) × 10<sup>-6</sup> M, which is almost identical to the
 
         rGCN4 dissociation constant
 
         rGCN4 dissociation constant
         to INVii a K<sub>D</sub> of (0.298 ± 0.030) × 10<sup>-6</sup> M.
+
         to its target sequence (INViiK<sub>D</sub> of (0.298 ± 0.030) × 10<sup>-6</sup> M.
 
         Comparing them to literature values, our dissociation constants are approximately a factor 10 higher then those
 
         Comparing them to literature values, our dissociation constants are approximately a factor 10 higher then those
         described in literature ((96) × 10<sup>-8</sup> M for
+
         described in literature ((9±6) × 10<sup>-8</sup> M for
         GCN4 and (2.90.8) × 10<sup>-8</sup> M for rGCN4) (Hollenbeck <i class="italic">et al.</i>, 2001). The
+
         GCN4 and (2.9±0.8) × 10<sup>-8</sup> M for rGCN4) (Hollenbeck <i class="italic">et al.</i>, 2001). The
 
         differences could be due to the lower sensitivity of SYBR-Safe staining compared to radio-labeled oligos.
 
         differences could be due to the lower sensitivity of SYBR-Safe staining compared to radio-labeled oligos.
 
         Most likely, the protein concentration was miscalculated due to the presence of additional (lower intensity)
 
         Most likely, the protein concentration was miscalculated due to the presence of additional (lower intensity)

Latest revision as of 12:39, 2 October 2024

BBa_K5237007

Staple Subunit: GCN4

GCN4 is a yeast transcription factor belonging to the bZip family of DNA-binding proteins. We used GCN4 to study DNA-binding kinetics in our "Mini staples" that bring two DNA target sites into proximity by binding them simultaneously.



The PICasSO Toolbox
Figure 1: How our part collection can be used to engineer new staples


While synthetic biology has in the past focused on engineering the genomic sequence of organisms, the 3D spatial organization of DNA is well-known to be an important layer of information encoding in particular in eukaryotes, playing a crucial role in gene regulation and hence cell fate, disease development, evolution, and more. However, tools to precisely manipulate and control the genomic spatial architecture are limited, hampering the exploration of 3D genome engineering in synthetic biology. We - the iGEM Team Heidelberg 2024 - have developed PICasSO, a powerful molecular toolbox for rationally engineering genome 3D architectures in living cells, based on various DNA-binding proteins.

The PICasSO part collection offers a comprehensive, modular platform for precise manipulation and re-programming of DNA-DNA interactions using engineered "protein staples" in living cells. This enables researchers to recreate naturally occurring alterations of 3D genomic interactions, such as enhancer hijacking in cancer, or to design entirely new spatial architectures for artificial gene regulation and cell function control. Specifically, the fusion of two DNA binding proteins enables to artificially bring otherwise distant genomic loci into spatial proximity. To unlock the system's full potential, we introduce versatile chimeric CRISPR/Cas complexes, connected either at the protein or - in the case of CRISPR/Cas-based DNA binding moieties - the guide RNA level. These complexes are referred to as protein- or Cas staples, respectively. Beyond its versatility with regard to the staple constructs themselves, PICasSO includes robust assay systems to support the engineering, optimization, and testing of new staples in vitro and in vivo. Notably, the PICasSO toolbox was developed in a design-build-test-learn engineering cycle closely intertwining wet lab experiments and computational modeling and iterated several times, yielding a collection of well-functioning and -characterized parts.

At its heart, the PICasSO part collection consists of three categories.
(i) Our DNA-binding proteins include our finalized Cas staple experimentally validated using an artificial "enhancer hijacking" system as well as "half staples" that can be combined by scientists to compose entirely new Cas staples in the future. We also include our Simple staples comprised of particularly small, simple and robust DNA binding domains well-known to the synthetic biology community, which serve as controls for successful stapling and can be further engineered to create alternative, simpler, and more compact staples.
(ii) As functional elements, we list additional parts that enhance and expand the functionality of our Cas and Basic staples. These consist of staples dependent on cleavable peptide linkers targeted by cancer-specific proteases or inteins that allow condition-specific, dynamic stapling in vivo. We also include several engineered parts that enable the efficient delivery of PICasSO's constructs into target cells, including mammalian cells, with our new interkingdom conjugation system.
(iii) As the final category of our collection, we provide parts that underlie our custom readout systems. These include components of our established FRET-based proximity assay system, enabling users to confirm accurate stapling. Additionally, we offer a complementary, application-oriented testing system based on a luciferase reporter, which allows for straightforward experimental assessment of functional enhancer hijacking events in mammalian cells.

The following table gives a comprehensive overview of all parts in our PICasSO toolbox. The highlighted parts showed exceptional performance as described on our iGEM wiki and can serve as a reference. The other parts in the collection are versatile building blocks designed to provide future iGEMers with the flexibility to engineer their own custom Cas staples, enabling further optimization and innovation in the new field of 3D genome engineering.

Our part collection includes:

DNA-Binding Proteins: Modular building blocks for engineering of custom staples to mediate defined DNA-DNA interactions in vivo
BBa_K5237000 Fusion Guide RNA Entry Vector MbCas12a-SpCas9 Entry vector for simple fgRNA cloning via SapI
BBa_K5237001 Staple Subunit: dMbCas12a-Nucleoplasmin NLS Staple Subunit that can be combined with crRNA or fgRNA and dSpCas9 to form a functional staple
BBa_K5237002 Staple Subunit: SV40 NLS-dSpCas9-SV40 NLS Staple subunit that can be combined with a sgRNA or fgRNA and dMbCas12a to form a functional staple
BBa_K5237003 Cas Staple: SV40 NLS-dMbCas12a-dSpCas9-Nucleoplasmin NLS Functional Cas staple that can be combined with sgRNA and crRNA or fgRNA to bring two DNA strands into close proximity
BBa_K5237004 Staple Subunit: Oct1-DBD Staple subunit that can be combined to form a functional staple, for example with TetR.
Can also be combined with a fluorescent protein as part of the FRET proximity assay
BBa_K5237005 Staple Subunit: TetR Staple subunit that can be combined to form a functional staple, for example with Oct1.
Can also be combined with a fluorescent protein as part of the FRET proximity assay
BBa_K5237006 Simple Staple: TetR-Oct1 Functional staple that can be used to bring two DNA strands in close proximity
BBa_K5237007 Staple Subunit: GCN4 Staple subunit that can be combined to form a functional staple, for example with rGCN4
BBa_K5237008 Staple Subunit: rGCN4 Staple subunit that can be combined to form a functional staple, for example with rGCN4
BBa_K5237009 Mini Staple: bGCN4 Assembled staple with minimal size that can be further engineered
Functional Elements: Protease-cleavable peptide linkers and inteins are used to control and modify staples for further optimization for custom applications
BBa_K5237010 Cathepsin B-cleavable Linker: GFLG Cathepsin B-cleavable peptide linker that can be used to combine two staple subunits to make responsive staples
BBa_K5237011 Cathepsin B Expression Cassette Expression cassette for the overexpression of cathepsin B
BBa_K5237012 Caged NpuN Intein A caged NpuN split intein fragment that undergoes protein trans-splicing after protease activation, which can be used to create functionalized staple subunits
BBa_K5237013 Caged NpuC Intein A caged NpuC split intein fragment that undergoes protein trans-splicing after protease activation, which can be used to create functionalized staple subunits
BBa_K5237014 Fusion Guide RNA Processing Casette Processing cassette to produce multiple fgRNAs from one transcript, that can be used for multiplexed 3D genome reprogramming
BBa_K5237015 Intimin anti-EGFR Nanobody Interkingdom conjugation between bacteria and mammalian cells, as an alternative delivery tool for large constructs
BBa_K4643003 IncP Origin of Transfer Origin of transfer that can be cloned into the plasmid vector and used for conjugation as a means of delivery
Readout Systems: FRET and enhancer recruitment readout systems to rapidly assess successful DNA stapling in bacterial and mammalian cells
BBa_K5237016 FRET-Donor: mNeonGreen-Oct1 FRET donor-fluorophore fused to Oct1-DBD that binds to the Oct1 binding cassette, which can be used to visualize DNA-DNA proximity
BBa_K5237017 FRET-Acceptor: TetR-mScarlet-I Acceptor part for the FRET assay binding the TetR binding cassette, which can be used to visualize DNA-DNA proximity
BBa_K5237018 Oct1 Binding Casette DNA sequence containing 12 Oct1 binding motifs, compatible with various assays such as the FRET proximity assay
BBa_K5237019 TetR Binding Cassette DNA sequence containing 12 Oct1 binding motifs, can be used for different assays such as the FRET proximity assay
BBa_K5237020 Cathepsin B-Cleavable Trans-Activator: NLS-Gal4-GFLG-VP64 Readout system that responds to protease activity, which was used to test cathepsin B-cleavable linker
BBa_K5237021 NLS-Gal4-VP64 Trans-activating enhancer, that can be used to simulate enhancer hijacking
BBa_K5237022 mCherry Expression Cassette: UAS, minimal Promoter, mCherry Readout system for enhancer binding, which was used to test cathepsin B-cleavable linker
BBa_K5237023 Oct1 - 5x UAS Binding Casette Oct1 and UAS binding cassette, that was used for the simulated enhancer hijacking assay
BBa_K5237024 TRE-minimal Promoter- Firefly Luciferase Contains firefly luciferase controlled by a minimal promoter, which was used as a luminescence readout for simulated enhancer hijacking

1. Sequence overview

Sequence and Features


Assembly Compatibility:
  • 10
    COMPATIBLE WITH RFC[10]
  • 12
    COMPATIBLE WITH RFC[12]
  • 21
    COMPATIBLE WITH RFC[21]
  • 23
    COMPATIBLE WITH RFC[23]
  • 25
    COMPATIBLE WITH RFC[25]
  • 1000
    COMPATIBLE WITH RFC[1000]

2. Usage and Biology

GCN4 is a yeast transcription factor from the bZip family of DNA-binding proteins, first discovered by McKnight and co-workers in 1988. The bZip motif features a coiled-coil leucine zipper dimerization domain paired with a highly charged basic region that binds to DNA. GCN4 binds specifically to the cyclic AMP response element (CRE) DNA sequence (5' ATGACGTCAT 3') in the promoter regions of target genes, primarily through its basic residues at the N-terminus.

In our project we fused GCN4 to rGCN4 (BBa_K5237008) to create a 150 amino acid long "Mini staple" that can bring two DNA target sites into close proximity.

The DNA-binding properties of GCN4 were tested using an electrophoretic mobility shift assay (EMSA) to quantify binding affinity and calculate kinetics. EMSA is a widely adopted method to study DNA-protein interactions. It works on the principle that nucleic acids bound to proteins exhibit reduced electrophoretic mobility compared to unbound nucleic acids (Hellman & Fried, 2007). EMSA can be employed both qualitatively, to assess DNA-binding capabilities, and quantitatively, to determine critical parameters such as binding stoichiometry and the apparent dissociation constant (Kd) (Fried, 1989).

3. Assembly and Part Evolution

The GCN4 amino acid sequence was taken from literature (Hollenbeck et al. 2001) and codon optimized for E. coli. A FLAG-tag (DYKDDDDK) was added to the N-terminus for protein purification. The FLAG-tag can be cleaved off using an enterokinase, if necessary. The FLAG-GCN4 sequence was cloned into a T7 expression vector and expressed using E. coli BL21 (DE3) cells.

4. Results

4.1 Protein Expression and Purification

The FLAG-GCN4 protein could be readily expressed in E. coli. The protein was purified using an anti-FLAG resin. Fractions taken during purification were analyzed by SDS-PAGE and the protein concentration of the eluted protein determined with a lowry protein assay. A yield of 1.18 mg/mL was obtained, corresponding to 153 µM of monomeric FLAG-GCN4.

Figure 2: SDS-PAGE Analysis of FLAG-GCN4 Purification Fractions analysed for each protein are the raw lysate, flow through and eluate. Depicted is GCN4 (this part), rGCN4 (BBa_K5237008), and bGCN4 (BBa_K5237009). Protein size is indicated next to construct name and purified band with protein of interest highlighted by a red box.

4.2 Electrophoretic Mobility Shift Assay

Figure 3: Overview Image of Electrophoretic Mobility Shift Assay (EMSA)

The Electrophoretic mobility shift assay (EMSA) is a widely adopted method used to study DNA-protein interactions. EMSA functions on the basis that nucleic acids bound to proteins have reduced electrophoretic mobility, compared to their unbound counterpart. (Hellman & Fried, 2007). Mobility-shift assays can both be used to qualitatively assess DNA binding capabilities or quantitatively to determine binding stoichiometry and kinetics such as the apparent dissociation constant (Kd) (Fried, 1989).

To analyze the binding DNA affinity an EMSA was performed, in which GCN4 was incubated in binding buffer with a 20 bp DNA probe containing the CRE GCN4 binding sequence (5' ATGACGTCAT 3') until equilibration. Subsequently the formed protein-DNA complexes were loaded on a native PAGE. Afterwards the DNA bands were stained with SYBR-safe.
To further analyze DNA binding, quantitative shift assays were performed for GCN4 and rGCN4 (BBa_K5237008). 0.5 µM DNA were incubated with varying concentrations of protein until equilibration. After electrophoresis, bands were stained with SYBR-Safe and quantified based on pixel intensity. The obtained values were fitted to equation 1, describing formation of a 2:1 protein-DNA complex:

Θapp = Θmin + (Θmax - Θmin) × (Ka2 [L]tot2) / (1 + Ka2 [L]tot2) Equation 1

Here [L]tot describes the total protein monomer concentration, Ka corresponds to the apparent monomeric equilibration constant. The Θmin/max values are the experimentally determined site saturation values (For this experiment 0 and 1 were chosen for min and max respectively).

Figure 4: Quantitative Assessment of Binding Affinity for GCN4 and rGCN4. Proteins of different concentrations were incubated with 0.5 µM DNA until equilibrium and fraction bound analyzed, after gel electrophoresis, by dividing pixel intensity of bound fraction with pixel intensity of bound and unbound fraction. At least three separate measurements were conducted for each data point. Values are presented as mean +/- SD.

GCN4 binds to its optimal DNA binding motif with an apparent dissociation constant KD of (0.293 ± 0.033) × 10-6 M, which is almost identical to the rGCN4 dissociation constant to its target sequence (INVii) KD of (0.298 ± 0.030) × 10-6 M. Comparing them to literature values, our dissociation constants are approximately a factor 10 higher then those described in literature ((9±6) × 10-8 M for GCN4 and (2.9±0.8) × 10-8 M for rGCN4) (Hollenbeck et al., 2001). The differences could be due to the lower sensitivity of SYBR-Safe staining compared to radio-labeled oligos. Most likely, the protein concentration was miscalculated due to the presence of additional (lower intensity) bands in the SDS-PAGE analysis, indicating co-purification of small amounts of unspecific proteins.

The FLAG-tag fusion to the N-terminus of proteins could potentially decrease binding affinity, likely due to steric hindrance affecting the interaction with DNA. Interestingly, the differences in binding affinity between GCN4 and rGCN4 appear negligible. Since GCN4 binds to DNA via its N-terminus and rGCN4 binds C-terminally, the FLAG-tag likely does not directly influence DNA binding. However, it may influence the dimerization of the proteins, which is necessary for DNA binding. To further investigate this, the FLAG-tag can be cleaved using an enterokinase and potential changes in binding affinity analyzed. Furthermore, coiled coil formation, and the amount of dimeric and monomeric proteins could be further analyzed with circular dichroism spectroscopy (Greenfield, 2006).

4.3 In Silico Characterization using DaVinci

Figure 5: Molecular Dynamics Simulation of GCN4

We developed DaVinci, an in silico model, for rapid engineering and optimization of our PICasSO system. DaVinci serves as a digital twin to PICasSO, analyzing the forces acting on the system, refining experimental parameters, and identifying optimal interactions between protein staples and target DNA. The model was calibrated using literature data and experimental affinity results from rGCN4 EMSA assays with purified proteins.
DaVinci operates in three phases: static structure prediction, all-atom dynamics simulation, and long-range DNA dynamics simulation. We applied the first two phases to our components, allowing us to characterize the structure and dynamics of the DNA-binding interactions.
For our bivalent DNA-binding Mini staple (BBa_K5237009), consisting of GCN4 fused via a GSG-linker to rGCN4 (BBa_K5237008), we predicted the structure and binding affinity and tested various linker options. We evaluated the flexibility and rigidity of the constructs using pLDDT values from the predictions. Flexible linkers, like ('GGGGS')n, and rigid linkers, like ('EAAAK')n, were assessed (Arai et al., 2001). Predictions were colored by pLDDT scores, providing insights into chain rigidity (Akdel et al., 2022; Guo et al., 2022). Construct C (Fig. 5) was tested in the wet lab as part of BBa_K5237009, but it failed to bind DNA due to excessive rigidity, which inhibited subunit dimerization.

Figure 6: Variation of Linkers Connecting Our Mini Staples. Panels A (BBa_K5237007) and B (BBa_K5237008) show orientations of the leucine zipper, each bound to DNA. Panels C to I display linker variations colored by their pLDDT confidence score, which serves as a surrogate for chain flexibility (Akdel et al., 2022). Note that panels H and I are not bound to the second DNA strand. All structures were predicted using the AlphaFold server (Google DeepMind, 2024).

5. References

Fried, M. G. (1989). Measurement of protein-DNA interaction parameters by electrophoresis mobility shift assay. ELECTROPHORESIS, 10(5-6), 366-376. https://doi.org/10.1002/elps.1150100515

Akdel, M., Pires, D. E. V., Pardo, E. P., Janes, J., Zalevsky, A. O., Meszaros, B., Bryant, P., Good, L. L., Laskowski, R. A., Pozzati, G., Shenoy, A., Zhu, W., Kundrotas, P., Serra, V. R., Rodrigues, C. H. M., Dunham, A. S., Burke, D., Borkakoti, N., Velankar, S., … Beltrao, P. (2022). A structural biology community assessment of AlphaFold2 applications. Nat Struct Mol Biol, 29(11), 1056–1067. https://doi.org/10.1038/s41594-022-00849-w

Arai, R., Ueda, H., Kitayama, A., Kamiya, N., & Nagamune, T. (2001). Design of the linkers which effectively separate domains of a bifunctional fusion protein. Protein Engineering, Design and Selection, 14(8), 529–532. https://doi.org/10.1093/protein/14.8.529

Chen, X., Zaro, J. L., & Shen, W.-C. (2013). Fusion protein linkers: Property, design and functionality. Advanced Drug Delivery Reviews, 65(10), 1357–1369. https://doi.org/10.1016/j.addr.2012.09.039

Google DeepMind. (2024). AlphaFold Server. https://alphafoldserver.com/terms

Greenfield, N. J. (2006). Using circular dichroism spectra to estimate protein secondary structure. Nature Protocols, 1(6), 2876–2890. https://doi.org/10.1038/nprot.2006.202

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