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<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Microbiol.</journal-id>
<journal-title>Frontiers in Microbiology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Microbiol.</abbrev-journal-title>
<issn pub-type="epub">1664-302X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fmicb.2017.01441</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Microbiology</subject>
<subj-group>
<subject>Perspective</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Engineering the Bacterial Microcompartment Domain for Molecular Scaffolding Applications</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name><surname>Young</surname> <given-names>Eric J.</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/441150/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Burton</surname> <given-names>Rodney</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Mahalik</surname> <given-names>Jyoti P.</given-names></name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/446762/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Sumpter</surname> <given-names>Bobby G.</given-names></name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/114661/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Fuentes-Cabrera</surname> <given-names>Miguel</given-names></name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/390022/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Kerfeld</surname> <given-names>Cheryl A.</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="aff" rid="aff5"><sup>5</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/17993/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name><surname>Ducat</surname> <given-names>Daniel C.</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="author-notes" rid="fn001"><sup>&#x002A;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/443394/overview"/>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>Biochemistry and Molecular Biology, Michigan State University, East Lansing</institution> <country>MI, United States</country></aff>
<aff id="aff2"><sup>2</sup><institution>MSU-DOE Plant Research Laboratory, East Lansing</institution> <country>MI, United States</country></aff>
<aff id="aff3"><sup>3</sup><institution>Computational Sciences and Engineering, Oak Ridge National Laboratory, Oak Ridge</institution> <country>TN, United States</country></aff>
<aff id="aff4"><sup>4</sup><institution>Center for Nanophase Materials Sciences, Oak Ridge National Laboratory, Oak Ridge</institution> <country>TN, United States</country></aff>
<aff id="aff5"><sup>5</sup><institution>Molecular Biophysics and Integrated Bioimaging Division, Berkeley National Laboratory, Berkeley</institution> <country>CA, United States</country></aff>
<author-notes>
<fn fn-type="edited-by"><p>Edited by: <italic>Xueyang Feng, Virginia Tech, United States</italic></p></fn>
<fn fn-type="edited-by"><p>Reviewed by: <italic>Jiazhang Lian, University of Illinois at Urbana&#x2013;Champaign, United States; Mark Blenner, Clemson University, United States; Tong Si, University of Illinois at Urbana&#x2013;Champaign, United States</italic></p></fn>
<fn fn-type="corresp" id="fn001"><p>&#x002A;Correspondence: <italic>Daniel C. Ducat, <email>ducatdan@msu.edu</email></italic></p></fn>
<fn fn-type="other" id="fn002"><p>This article was submitted to Microbial Physiology and Metabolism, a section of the journal Frontiers in Microbiology</p></fn></author-notes>
<pub-date pub-type="epub">
<day>31</day>
<month>07</month>
<year>2017</year>
</pub-date>
<pub-date pub-type="collection">
<year>2017</year>
</pub-date>
<volume>8</volume>
<elocation-id>1441</elocation-id>
<history>
<date date-type="received">
<day>31</day>
<month>05</month>
<year>2017</year>
</date>
<date date-type="accepted">
<day>17</day>
<month>07</month>
<year>2017</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2017 Young, Burton, Mahalik, Sumpter, Fuentes-Cabrera, Kerfeld and Ducat.</copyright-statement>
<copyright-year>2017</copyright-year>
<copyright-holder>Young, Burton, Mahalik, Sumpter, Fuentes-Cabrera, Kerfeld and Ducat</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/"><p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) or licensor are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p></license>
</permissions>
<abstract>
<p>As synthetic biology advances the intricacy of engineered biological systems, the importance of spatial organization within the cellular environment must not be marginalized. Increasingly, biological engineers are investigating means to control spatial organization within the cell, mimicking strategies used by natural pathways to increase flux and reduce cross-talk. A modular platform for constructing a diverse set of defined, programmable architectures would greatly assist in improving yields from introduced metabolic pathways and increasing insulation of other heterologous systems. Here, we review recent research on the shell proteins of bacterial microcompartments and discuss their potential application as &#x201C;building blocks&#x201D; for a range of customized intracellular scaffolds. We summarize the state of knowledge on the self-assembly of BMC shell proteins and discuss future avenues of research that will be important to realize the potential of BMC shell proteins as predictively assembling and programmable biological materials for bioengineering.</p>
</abstract>
<kwd-group>
<kwd>scaffold</kwd>
<kwd>synthetic biology</kwd>
<kwd>bacterial microcompartment</kwd>
<kwd>shell proteins</kwd>
<kwd>BMC</kwd>
<kwd>spatial organization</kwd>
<kwd>metabolic engineering</kwd>
<kwd>self-assembly</kwd>
</kwd-group>
<contract-num rid="cn001">DE-FG02-91ER20021</contract-num>
<contract-sponsor id="cn001">U.S. Department of Energy<named-content content-type="fundref-id">10.13039/100000015</named-content></contract-sponsor>
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<ref-count count="81"/>
<page-count count="9"/>
<word-count count="0"/>
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</front>
<body>
<sec><title>Introduction</title>
<p>With the advent of synthetic biology and recent advances in protein engineering, designing, constructing, and controlling biomolecule-based materials at the nanoscale is a rapidly developing field. Currently, there is a lack of modular building blocks for predictably fabricating custom sub-cellular architectures that can be subsequently programed with precise functions (<bold>Figure <xref ref-type="fig" rid="F1">1A</xref></bold>). Because of their self-assembly properties, proteins containing the pfamdomain 00936 (pfam0936) are promising building blocks that can be repurposed to design novel protein scaffolds <italic>in vivo</italic>, distinct from their natural propensity to assemble bacterial microcompartments (BMCs). In this perspective, we discuss current research on pfam0936 proteins in the context of their potential as a biological material for the construction of custom nano-architectures and intracellular scaffolds.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption><p>BMC-H attributes and potential as modular building blocks. <bold>(A)</bold> Cartoon schematic depicting distinct BMC hexamers (red, blue, and green) assembling into modular intracellular architectures that can recruit and concentrate cytosolic proteins (yellow and orange). <bold>(B)</bold> General features of BMC hexamers are highlighted through the example protein, PduA. A cross-section of a hexamer (right) illustrates the conserved shape and pore, while a hexamer is shown as part of a larger facet (left) that assembles through hexamer&#x2013;hexamer contacts (box). <bold>(C)</bold> An expanded view of the interface between two BMC-H protein (PduA, PDB:3NGK), highlighting electrostatic interactions mediated by key residues (blue = positive). <bold>(D)</bold> Transmission electron microscopy of different assemblies of heterologously expressed BMC-H proteins in <italic>E. coli</italic> [PduA: Nanotubes (PDB:3NGK), MicH: Rosettes (PDB:5DJB), RmmH: Nanotubes (PDB:5L38), CcmK2: Lack of structure (PDB:4OX7)] Inlet: CcmK4. Scale bar 250 nm. <bold>(E)</bold> Multiple sequence alignment of representative BMC-H proteins. Asterisks indicate key residues positioned at the hexamer-hexamer interface.</p></caption>
<graphic xlink:href="fmicb-08-01441-g001.tif"/>
</fig>
<p>Organizing interrelated cellular components in time and space is crucial to increase efficiency of diverse cellular processes, including processes in metabolism, signaling, and division (<xref ref-type="bibr" rid="B60">Pawson and Scott</xref>, <xref ref-type="bibr" rid="B60">1997</xref>; <xref ref-type="bibr" rid="B1">Agapakis et al., 2012</xref>). Typically, cells colocalize components of a shared pathway, conferring a host of benefits that include increased enzymatic intermediate flux and limited pathway cross-talk (<xref ref-type="bibr" rid="B28">Good et al., 2011</xref>; <xref ref-type="bibr" rid="B1">Agapakis et al., 2012</xref>). Biological engineers have increasingly explored a variety of rational colocalization strategies to capitalize on such benefits. These engineered systems range in complexity from simple fusion proteins to dynamic artificial scaffolds (<xref ref-type="bibr" rid="B16">Conrado et al., 2008</xref>; <xref ref-type="bibr" rid="B32">Horn and Sticht, 2015</xref>; <xref ref-type="bibr" rid="B55">Myhrvold and Silver, 2015</xref>) or compartments (<xref ref-type="bibr" rid="B25">Giessen and Silver, 2016</xref>). As biologists move toward increasingly complex cellular engineering goals (<xref ref-type="bibr" rid="B5">Bashor et al., 2010</xref>), one challenge is designing sophisticated subcellular colocalization approaches that recapitulate the elegance of natural systems (<xref ref-type="bibr" rid="B28">Good et al., 2011</xref>). We focus here on molecular scaffold construction.</p>
<p>Polymerizing biomolecules represent ideal building blocks because they can self-assemble into higher-order arrangements <italic>in vivo.</italic> To date, DNA hybridization nanotechnology (e.g., DNA origami) is perhaps the best developed molecular building platform (<xref ref-type="bibr" rid="B62">Pinheiro et al., 2011</xref>). DNA architectures are especially flexible under non-physiological conditions where a nearly limitless array of architectures can be predictively constructed and controlled at scales approaching the sub-nanometer (<xref ref-type="bibr" rid="B79">Wilner et al., 2009</xref>; <xref ref-type="bibr" rid="B23">Fu et al., 2012</xref>; <xref ref-type="bibr" rid="B24">Funke and Dietz, 2016</xref>). Yet translating this technology to intracellular application has been partially constrained because the concentration of single-stranded nucleic acid building blocks and environmental properties important for nucleic acid folding (e.g., temperature, ions) are not easily manipulated <italic>in vivo</italic> (<xref ref-type="bibr" rid="B62">Pinheiro et al., 2011</xref>). While recent studies continue to advance the capability of nucleic acid assemblies achieved within the cell (<xref ref-type="bibr" rid="B17">Conrado et al., 2012</xref>; <xref ref-type="bibr" rid="B55">Myhrvold and Silver, 2015</xref>; <xref ref-type="bibr" rid="B68">Siu et al., 2015</xref>; <xref ref-type="bibr" rid="B21">Elbaz et al., 2016</xref>), proteins may offer another viable, naturally inspired solution. One early example of a synthetically designed scaffold was comprised of a string of protein&#x2013;protein interaction domains that were used to recruit three cognate enzymes involved in the conversion of acetyl-CoA to mevalonate (<xref ref-type="bibr" rid="B20">Dueber et al., 2009</xref>). Co-recruitment of these enzymes substantially increased the mevalonate yield <italic>in vivo</italic>, yet only marginal improvements were reported when this approach was used for other metabolic pathways (<xref ref-type="bibr" rid="B32">Horn and Sticht, 2015</xref>). One proposed reason that this strategy is not widely successful is that this design lacks an inherent organized structure and may aggregate in unpredictable ways, hindering a rational design process (<xref ref-type="bibr" rid="B48">Lee et al., 2012</xref>). A genuinely modular protein-based scaffold would be composed of defined subunits which self-assemble into a concrete structure, which is dependent on the given application.</p>
<p>Toward this goal, engineering naturally found proteins which self-assemble into defined, nano to macromolecular architectures offers a powerful base to approach artificial scaffold construction (<xref ref-type="bibr" rid="B33">Howorka, 2011</xref>); the components of BMCs are particularly promising in this regard (<xref ref-type="bibr" rid="B38">Kerfeld and Erbilgin, 2015</xref>). In their native context, BMCs encapsulate related enzymes within a unique self-assembled protein shell (<xref ref-type="bibr" rid="B39">Kerfeld et al., 2010</xref>; <xref ref-type="bibr" rid="B80">Yeates et al., 2010</xref>; <xref ref-type="bibr" rid="B4">Axen et al., 2014</xref>; <xref ref-type="bibr" rid="B38">Kerfeld and Erbilgin, 2015</xref>). Many recent efforts have emphasized the engineering of BMCs to encapsulate new pathways for improved function of heterologous metabolic production (<xref ref-type="bibr" rid="B8">Bonacci et al., 2012</xref>; <xref ref-type="bibr" rid="B14">Choudhary et al., 2012</xref>; <xref ref-type="bibr" rid="B47">Lawrence et al., 2014</xref>; <xref ref-type="bibr" rid="B10">Cai et al., 2015</xref>; <xref ref-type="bibr" rid="B27">Gonzalez-Esquer et al., 2015</xref>; <xref ref-type="bibr" rid="B49">Lee et al., 2016</xref>; <xref ref-type="bibr" rid="B64">Quin et al., 2016</xref>; <xref ref-type="bibr" rid="B7">Baumgart et al., 2017</xref>; <xref ref-type="bibr" rid="B50">Liang et al., 2017</xref>; <xref ref-type="bibr" rid="B69">Slininger et al., 2017</xref>; <xref ref-type="bibr" rid="B77">Wagner et al., 2017</xref>; <xref ref-type="bibr" rid="B81">Yung et al., 2017</xref>). While BMCs hold much promise as defined, engineered compartments, their pfam0936 domain containing shell proteins are unique on their own and possess the capacity to self-assemble into a variety of higher-order structures when expressed in isolation (<xref ref-type="bibr" rid="B29">Havemann et al., 2002</xref>; <xref ref-type="bibr" rid="B40">Kerfeld et al., 2005</xref>; <xref ref-type="bibr" rid="B58">Parsons et al., 2008</xref>, <xref ref-type="bibr" rid="B59">2010</xref>; <xref ref-type="bibr" rid="B19">Dryden et al., 2009</xref>; <xref ref-type="bibr" rid="B63">Pitts et al., 2012</xref>; <xref ref-type="bibr" rid="B46">Lassila et al., 2014</xref>; <xref ref-type="bibr" rid="B57">Pang et al., 2014</xref>; <xref ref-type="bibr" rid="B56">No&#x00EB;l et al., 2015</xref>; <xref ref-type="bibr" rid="B71">Sutter et al., 2015</xref>; <xref ref-type="bibr" rid="B30">Held et al., 2016</xref>). Loci encoding BMC-domain proteins are found in at least 23 bacterial phyla, while each instance having a minimal of three unique pfam0936 domain containing proteins (<xref ref-type="bibr" rid="B4">Axen et al., 2014</xref>). This diversity likely includes many new &#x201C;building blocks&#x201D; for constructing a multitude of novel, programmable architectures, but unlocking the true potential of the pfam0936 domain will require a deeper understanding of the fundamentals governing self-assembly. We propose that the establishment of design principles&#x2014;rules which result in a defined, predictable assembly&#x2014;for the pfam0936 domain will provide the foundation for creating an array of nano to macromolecular structures. These designer structures may then be functionalized to cater to their individual application (<bold>Figure <xref ref-type="fig" rid="F1">1A</xref></bold>). We discuss the promise and potential limitations of this strategy below.</p>
</sec>
<sec><title>Structural Characteristics and Self-Assembly of BMC-H Proteins</title>
<p>Numerous crystal structures of pfam0936-containing proteins have contributed to a detailed structural understanding of BMC shell proteins and models of how they &#x201C;tile&#x201D; into the facets of BMCs (<bold>Figure <xref ref-type="fig" rid="F1">1B</xref></bold>) [summarized in <xref ref-type="bibr" rid="B38">Kerfeld and Erbilgin (2015)</xref>]. The signature domain of BMCs has little structural variation across the multitude of functionally distinct and distantly related BMCs, indicating a pivotal role in assembling the BMC shell (<xref ref-type="bibr" rid="B18">Crowley et al., 2010</xref>; <xref ref-type="bibr" rid="B43">Kinney et al., 2011</xref>). The main constituent of BMC shells are typically small (&#x223C;100 amino acids) proteins containing the BMC domain (BMC-H) which form a &#x223C;70 &#x00C5; hexagonal disk with distinct faces and a circular pore in the center (<bold>Figure <xref ref-type="fig" rid="F1">1B</xref></bold>; <xref ref-type="bibr" rid="B39">Kerfeld et al., 2010</xref>; <xref ref-type="bibr" rid="B80">Yeates et al., 2010</xref>) other components of BMC shells are BMC-T (containing a tandem fused copy of pfam0936) and BMC-P (pfam03319) proteins (<xref ref-type="bibr" rid="B38">Kerfeld and Erbilgin, 2015</xref>), but are not a focus of this perspective. The concave side of BMC-H proteins features a surface depression that can harbor both flexible extensions of the N and C protein termini, whereas the convex side has varied electrostatic properties across homologs (<bold>Figure <xref ref-type="fig" rid="F1">1B</xref></bold>; <xref ref-type="bibr" rid="B39">Kerfeld et al., 2010</xref>; <xref ref-type="bibr" rid="B80">Yeates et al., 2010</xref>).</p>
<p>In many crystal structures, a subset of residues found along the edge periphery mediate an inter-hexamer hydrogen bond network, permitting tiled assembly of conjoined arrays (<bold>Figure <xref ref-type="fig" rid="F1">1C</xref></bold>; <xref ref-type="bibr" rid="B40">Kerfeld et al., 2005</xref>; <xref ref-type="bibr" rid="B74">Tanaka et al., 2008</xref>; <xref ref-type="bibr" rid="B45">Klein et al., 2009</xref>; <xref ref-type="bibr" rid="B18">Crowley et al., 2010</xref>; <xref ref-type="bibr" rid="B73">Takenoya et al., 2010</xref>; <xref ref-type="bibr" rid="B43">Kinney et al., 2011</xref>; <xref ref-type="bibr" rid="B63">Pitts et al., 2012</xref>; <xref ref-type="bibr" rid="B10">Cai et al., 2015</xref>). These edge residues (DxxK, RPH) are widely conserved throughout BMC-H proteins and thus, imply a crucial role in maintaining hexamer&#x2013;hexamer interactions (<xref ref-type="bibr" rid="B38">Kerfeld and Erbilgin, 2015</xref>). For example, in the crystal structure of a PduA lattice&#x2014;a canonical example&#x2014;the antiparallel association of two adjacent lysine residues mediates the bulk of the inter-hexamer association (<bold>Figure <xref ref-type="fig" rid="F1">1C</xref></bold>; <xref ref-type="bibr" rid="B18">Crowley et al., 2010</xref>; <xref ref-type="bibr" rid="B57">Pang et al., 2014</xref>; <xref ref-type="bibr" rid="B67">Sinha et al., 2014</xref>). Although, the buried interaction surface area at the hexamer-hexamer interface is typically less than other protein-protein interfaces, it is likely that the multiplicative nature of the interaction (1 hexamer surrounded by six others) provides sufficient cooperativity to permit higher-order arrays (<xref ref-type="bibr" rid="B18">Crowley et al., 2010</xref>). Since tiling behavior with consistent inter-hexamer distances has been observed in BMC-H sheets by high-resolution microscopy techniques (<xref ref-type="bibr" rid="B19">Dryden et al., 2009</xref>; <xref ref-type="bibr" rid="B71">Sutter et al., 2015</xref>), the interface observed in crystals is likely physiologically relevant.</p>
<p>The flexibility of high-order formation of BMC-H homologs begins to take shape outside the confining context of a crystalline array. Many distinct architectures can be formed by purified BMC-H proteins <italic>in vitro</italic>, including: 100 nm spheroids (<xref ref-type="bibr" rid="B40">Kerfeld et al., 2005</xref>; <xref ref-type="bibr" rid="B37">Keeling et al., 2014</xref>), extended nanotubes (<xref ref-type="bibr" rid="B56">No&#x00EB;l et al., 2015</xref>), and honeycombed tiles (<xref ref-type="bibr" rid="B46">Lassila et al., 2014</xref>). The macromolecular assembly behavior and the formation of such high-order structures are influenced by pH and ionic strength (<xref ref-type="bibr" rid="B19">Dryden et al., 2009</xref>; <xref ref-type="bibr" rid="B56">No&#x00EB;l et al., 2015</xref>; <xref ref-type="bibr" rid="B36">Jorda et al., 2016</xref>). Similarly, overexpression of BMC-H proteins <italic>in vivo</italic> leads to the self-assembly of a myriad of higher-order structures inside the cells, including: tubes (<xref ref-type="bibr" rid="B59">Parsons et al., 2010</xref>; <xref ref-type="bibr" rid="B57">Pang et al., 2014</xref>; <xref ref-type="bibr" rid="B56">No&#x00EB;l et al., 2015</xref>), filaments (<xref ref-type="bibr" rid="B29">Havemann et al., 2002</xref>; <xref ref-type="bibr" rid="B58">Parsons et al., 2008</xref>; <xref ref-type="bibr" rid="B31">Heldt et al., 2009</xref>; <xref ref-type="bibr" rid="B57">Pang et al., 2014</xref>), and other structures (<xref ref-type="bibr" rid="B58">Parsons et al., 2008</xref>, <xref ref-type="bibr" rid="B59">2010</xref>; <xref ref-type="bibr" rid="B63">Pitts et al., 2012</xref>; <xref ref-type="bibr" rid="B51">Lin et al., 2014</xref>; <xref ref-type="bibr" rid="B71">Sutter et al., 2015</xref>; <xref ref-type="bibr" rid="B30">Held et al., 2016</xref>).</p>
<p>Because the methodology used to express BMC-H proteins varies among labs and studies (e.g., host, promoter strength, protein concentration, growth condition, sample preparation), it is not always clear if the distinct intracellular structures generated by BMC-H homologs in separate reports are due to intrinsic self-assembly properties, or the specific experimental conditions. Nonetheless, multiple lines of evidence suggest that properties of BMC-H proteins predispose them toward specific higher-order architectures (<xref ref-type="bibr" rid="B57">Pang et al., 2014</xref>; <xref ref-type="bibr" rid="B67">Sinha et al., 2014</xref>). To illustrate this point, we heterologously expressed a panel of BMC-H homologs from distinct BMCs under identical conditions in <italic>E. coli</italic> (Supplemental Material). We find that expression of BMC-H homologs PduA, MicH, RmmH, and CcmK2 form varied macromolecular assemblies <italic>in vivo</italic> (<bold>Figure <xref ref-type="fig" rid="F1">1D</xref></bold>), generally in agreement with prior reports. PduA and RmmH form nanotube-like structures (<xref ref-type="bibr" rid="B57">Pang et al., 2014</xref>; <xref ref-type="bibr" rid="B56">No&#x00EB;l et al., 2015</xref>) and MicH (5815 BMC-H) forms &#x201C;swiss roll&#x201D; rosettes thought to be an extended sheet of rolled up protein (<xref ref-type="bibr" rid="B71">Sutter et al., 2015</xref>). Despite orderly tiling in CcmK2 and CcmK4 crystal structures (<italic>Synechococcus elongatus</italic> PCC 7942), over-expressing these homologs in <italic>E. coli</italic> does not lead to the formation of prominent macromolecular structures (<bold>Figure <xref ref-type="fig" rid="F1">1D</xref></bold>). It is unclear if the absence of visible structures via transmission electron microscopy (TEM) thin section represents a lack of higher-order self-assembly, or if smaller assemblies are formed in the cytoplasm which are insufficiently discriminated from other cytoplasmic elements; as was previously proposed for other smaller BMC assemblies (<xref ref-type="bibr" rid="B46">Lassila et al., 2014</xref>). Collectively, it appears heterologously expressed BMC-H proteins form an assortment of <italic>in vivo</italic> assemblies, but exactly how the intrinsic features of each homolog (differences in primary structure) contribute to differences in self-assembly are currently unknown.</p>
</sec>
<sec><title>Understanding the Determinants of Macromolecular Assembly of BMC-H Proteins</title>
<p>As evident by the diversity of structures formed by BMC-H proteins (<bold>Figure <xref ref-type="fig" rid="F1">1D</xref></bold>), there must be subtle primary structure differences that dictate changes in higher-order assembly. One region anticipated to influence assembly dynamics surrounds residues at the inter-hexamer junction; although there is strict conservation of some sidechains at this interface, some positions exhibit variance across homologs (<bold>Figure <xref ref-type="fig" rid="F1">1E</xref></bold>; <xref ref-type="bibr" rid="B10">Cai et al., 2015</xref>). For example, both CcmK2 and CcmK4 contain arginine in comparison to the asparagine residues of PduA, RmmH or lysine of MicH (<bold>Figure <xref ref-type="fig" rid="F1">1E</xref></bold>, red text). Supporting this hypothesis, experimental evidence generated by targeted amino acid substitutions at interface residues of PduA indicate they influence macromolecular assembly <italic>in vivo</italic> (<xref ref-type="bibr" rid="B57">Pang et al., 2014</xref>). Other studies of BMC-H proteins with modified hexamer-hexamer interface residues show they alter the formation of isolated BMCs (<xref ref-type="bibr" rid="B67">Sinha et al., 2014</xref>), size of tiled arrays <italic>in vitro</italic> (<xref ref-type="bibr" rid="B71">Sutter et al., 2015</xref>), and disrupt crystal packing contacts and orientation (<xref ref-type="bibr" rid="B57">Pang et al., 2014</xref>; <xref ref-type="bibr" rid="B67">Sinha et al., 2014</xref>).</p>
<p>In addition to residues at the hexamer-hexamer interface, other hexamer features may dictate the self-assembly behavior of BMC-H homologs. It has been well documented that the overall electrostatic surface profiles varies significantly among homologs (<bold>Figure <xref ref-type="fig" rid="F1">1D</xref></bold>; <xref ref-type="bibr" rid="B39">Kerfeld et al., 2010</xref>; <xref ref-type="bibr" rid="B43">Kinney et al., 2011</xref>). Electrostatic differences&#x2014;known to effect the self-assembly of proteins (<xref ref-type="bibr" rid="B41">Keskin et al., 2008</xref>)&#x2014;could influence the preferred interaction orientation between BMC-H proteins, predisposing them to a particular assembly architecture. Besides the overall electrostatic profile, other unique regions in primary structure of BMC-H homologs could manipulate self-assembly; one such region is the variable C-terminal region (<bold>Figure <xref ref-type="fig" rid="F1">1E</xref></bold>, boxed). Longer C-terminal extensions (<bold>Figure <xref ref-type="fig" rid="F1">1E</xref></bold>, CcmK4) originally were hypothesized to interfere with lateral molecular tiling through steric clash, a hypothesis partially supported by the observation of that truncation mutants form hexamers which pack more tightly in crystal lattices (<xref ref-type="bibr" rid="B75">Tanaka et al., 2009</xref>). Some crystal forms of CcmK2 orthologs appear to have hexamers which are stacked upon each other (dodecamer) interacting through the C-terminal extensions (<xref ref-type="bibr" rid="B75">Tanaka et al., 2009</xref>; <xref ref-type="bibr" rid="B65">Samborska and Kimber, 2012</xref>). Although the physiological significance of these crystal contacts is uncertain, <italic>in vitro</italic> analysis of the molecular weight (<xref ref-type="bibr" rid="B75">Tanaka et al., 2009</xref>) and FRET interaction (<xref ref-type="bibr" rid="B65">Samborska and Kimber, 2012</xref>) of CcmK2 with modified C-termini provide some supporting evidence of a functional role. However, it should be noted that C-terminal truncation does not disrupt the formation of heterologous BMC shells in the presence of other BMC shell components (<xref ref-type="bibr" rid="B9">Cai et al., 2016</xref>).</p>
<p>To establish detailed models for oligomeric BMC-H self-assembly, dynamic techniques that can interrogate the differences in the nucleation and expansion of shell protein arrays are required. High-speed atomic force microscopy (HS-AFM) is one emergent technique because of the high spatial and temporal resolution it affords. HS-AFM was used to capture the individual changes in BMC-H proteins association/dissociation rates into larger sheets (<xref ref-type="bibr" rid="B71">Sutter et al., 2015</xref>). Dynamic light scattering, and complimentary biophysical techniques can also quickly assess particle size (from single molecules to large assemblies) based on changes in the optical properties creating a more high-throughput pipeline to evaluate factors controlling assembly; as recently employed in a reengineered PduA variant (<xref ref-type="bibr" rid="B36">Jorda et al., 2016</xref>).</p>
<p>Computational frameworks and molecular dynamics offer another potentially powerful tool for predicting and understanding the behavior of BMC shell proteins. One recent study simulated the steps of BMC assembly by utilizing a computational model that varied the strength of hexamer-hexamer and hexamer-cargo affinity (<xref ref-type="bibr" rid="B61">Perlmutter et al., 2016</xref>). From this, two classes of BMC assembly emerged that proceeded through distinct hierarchies (<xref ref-type="bibr" rid="B61">Perlmutter et al., 2016</xref>). Another recent example used Monte Carlo simulations with a coarse-grained potential to study the 2D self-assembly of CcmK2 (<italic>Synechocystis</italic> sp PCC 6803) (<xref ref-type="bibr" rid="B53">Mahalik et al., 2016</xref>). In these simulations, 2D sheets were found to form rapidly after the association of an initial clustering of four hexamers, suggesting that self-assembly is rate-limited by a nucleation event (<xref ref-type="bibr" rid="B53">Mahalik et al., 2016</xref>). In turn, nucleation rates strongly depended on the concentration of hexamers and their relative 2D orientation upon collision (<xref ref-type="bibr" rid="B53">Mahalik et al., 2016</xref>).</p>
<p>To illustrate of how subtle differences in primary structure influences hexamers&#x2019; self-assembly, we performed preliminary simulations of the initial steps of the 3D self-assembly with two different BMC-H homologs (<bold>Figures <xref ref-type="fig" rid="F2">2A</xref>&#x2013;<xref ref-type="fig" rid="F2">C</xref></bold>). Employing the Thomas-Dill (<xref ref-type="bibr" rid="B76">Thomas and Dill, 1996</xref>) coarse-grained potential&#x2014;found to best approximate the fully atomic potential in <xref ref-type="bibr" rid="B53">Mahalik et al. (2016)</xref>&#x2014;to compute the angular dependence in the potential of mean force (PMF) between two RmmH hexamers (<italic>Mycobacterium smegmatis</italic>) or two CcmK2 hexamers (<italic>S. elongatus</italic> 7942). The PMF was calculated as a function of the distance between the center of mass of each hexamer tile and the angle &#x1D703; (defined in <bold>Figure <xref ref-type="fig" rid="F2">2A</xref></bold>). CcmK2 and RmmH structures were obtained by relaxing the corresponding crystal structure in an aqueous environment (Supplemental Material). The angular dependence of PMF for CcmK2 and RmmH pairs is shown in <bold>Figure <xref ref-type="fig" rid="F2">2B</xref></bold>; the PMF of RmmH has a clear minimum at &#x1D703; &#x223C;-45&#x00B0;, whereas CcmK2 is, by comparison, flatter. This minimum association angle of RmmH is consistent with the formation of regular repeating curved surface akin to the model created of <italic>in vivo</italic>/<italic>in vitro</italic> RmmH nanotubes (<xref ref-type="bibr" rid="B56">No&#x00EB;l et al., 2015</xref>). In contrast, <italic>in vitro</italic> macromolecular assemblies of CcmK2 orthologs (<xref ref-type="bibr" rid="B37">Keeling et al., 2014</xref>), depict flexibility in the overall macromolecular structure supporting a lack of defined interaction orientations. The differences in angular dependence of the PMF is further demonstrated if one uses different initial structures of the same BMC-H protein. This is illustrated in <bold>Figure <xref ref-type="fig" rid="F2">2C</xref></bold> for CcmK2. In this figure, the PMFs of CcmK2 pairs formed from either the crystal or the relaxed structure are shown. The PMF of the crystalline pair has a clear angular minimum (&#x1D703; &#x223C;-80&#x00B0;), where the PMF of the relaxed pair lacks any clear minimum. This is notable because the backbone root mean-square deviation between the two structures only differs by 0.67 &#x00C5;. The distinct PMFs are caused by differences in side-chain rotamers altered in the relaxation procedure. These small structural changes are enough to cause a difference of almost 1 K<sub>B</sub>T, indicating that subtle structural changes which may occur between crystallization and <italic>in situ</italic> conditions can have a profound impact on self-assembly; also the overall lower PMF values for CcmK2 suggests a net weaker hexamer&#x2013;hexamer interaction, consistent with other predictions (<xref ref-type="bibr" rid="B61">Perlmutter et al., 2016</xref>).</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption><p>Could molecular-level simulations contribute toward predictive assembly of diverse BMC-H scaffolds? <bold>(A)</bold> Illustration of design of molecular dynamics simulations where the potential of mean force (PMF) is calculated from two adjacent hexamers. Keeping the relative orientation fixed, the hexamers are systematically rotated out of the plane by an angle &#x1D703;/2 and the change in PMF is recalculated. <bold>(B)</bold> Differences in the predicted PMF depending on the inter-hexamer angle are shown for solvated crystal structures of RmmH and CcmK2 (standard deviation between simulations is depicted in gray). <bold>(C)</bold> Differences in the angular PMF profile can solely arise by comparing the crystal structure versus solvated structure. <bold>(D)</bold> Illustration of pipeline for constructing BMC-H based programmable nanostructures. BMC-H proteins with different assembly characteristics can be selected from existing homologs (magenta, green, and blue) or created by modification of key residues (red) and modified to encode protein interaction domains (orange). Enzymes and other cargo can be directed to BMC-H assemblies by fusing corresponding ligand domains, or the use of native encapsulation peptides (green). In this manner, it is feasible to envision a diversity of subcellular protein architectures that can be functionalized to scaffold many distinct metabolic or signaling pathways.</p></caption>
<graphic xlink:href="fmicb-08-01441-g002.tif"/>
</fig>
<p>Although these observations of hexamer behavior in computational frameworks are preliminary, they are illustrative of the potential for <italic>in silico</italic> techniques to aid experimental methods in understanding and predicting behavior across several scales (from single molecules to large arrays). It is also noteworthy to mention the synergy between crystallography and electron microscopy for solving the macromolecular interactions in whole BMC assemblies (<xref ref-type="bibr" rid="B72">Sutter et al., 2017</xref>).</p>
</sec>
<sec><title>Functionalization of Existing Macromolecular Structures</title>
<p>The engineering of scaffolding platforms based on self-assembling protein modules can be considered a two-faced challenge: one side is predictably making a discrete structure, and the other is functionalizing the structure for a specific purpose. Ideally, functionalizing the surface of BMC-H protein architectures should be modular in itself, so that scaffold structures could be &#x201C;repurposed&#x201D; for new enzymes and pathways with minimal redesign. There are two ways in which functional proteins could be organized to BMC-H assemblies: through natural or synthetic motifs.</p>
<p>One approach to functionalizing heterologous assemblies is to use binding motifs BMCs natively employed to recruit cargo (<xref ref-type="bibr" rid="B22">Fan et al., 2012</xref>; <xref ref-type="bibr" rid="B3">Aussignargues et al., 2015</xref>). Frequently, BMC core proteins contain small peptides (&#x223C;20 amino acids) as extensions of the N- or C- termini that are necessary for encapsulation (<xref ref-type="bibr" rid="B14">Choudhary et al., 2012</xref>; <xref ref-type="bibr" rid="B44">Kinney et al., 2012</xref>; <xref ref-type="bibr" rid="B42">Kim and Tullman-Ercek, 2014</xref>; <xref ref-type="bibr" rid="B47">Lawrence et al., 2014</xref>; <xref ref-type="bibr" rid="B51">Lin et al., 2014</xref>; <xref ref-type="bibr" rid="B27">Gonzalez-Esquer et al., 2015</xref>; <xref ref-type="bibr" rid="B35">Jakobson et al., 2015</xref>; <xref ref-type="bibr" rid="B9">Cai et al., 2016</xref>; <xref ref-type="bibr" rid="B30">Held et al., 2016</xref>; <xref ref-type="bibr" rid="B64">Quin et al., 2016</xref>; <xref ref-type="bibr" rid="B77">Wagner et al., 2017</xref>). Collectively known as &#x201C;encapsulation peptides&#x201D; (EPs), modeling (<xref ref-type="bibr" rid="B22">Fan et al., 2012</xref>; <xref ref-type="bibr" rid="B44">Kinney et al., 2012</xref>) and solution structures (<xref ref-type="bibr" rid="B47">Lawrence et al., 2014</xref>) adopt an alpha-helical conformation with an amphipathic charge distribution (<xref ref-type="bibr" rid="B3">Aussignargues et al., 2015</xref>). Although EPs vary widely in primary structure, it has been demonstrated that non-native EPs can interact with non-cognate BMCs (<xref ref-type="bibr" rid="B35">Jakobson et al., 2015</xref>) and amino acid substitutions can alter the affinity for BMC encapsulation (<xref ref-type="bibr" rid="B42">Kim and Tullman-Ercek, 2014</xref>), likely through conservation of specific amphipathic characteristics. While promising, general use of EP motifs for predictive recruitment is currently impaired by uncertainty in the interface location and affinity EP-BMC component binding (<xref ref-type="bibr" rid="B22">Fan et al., 2012</xref>; <xref ref-type="bibr" rid="B47">Lawrence et al., 2014</xref>; <xref ref-type="bibr" rid="B3">Aussignargues et al., 2015</xref>).</p>
<p>An alternative strategy is appending natural or synthetically derived protein&#x2013;protein interaction domains&#x2014;known as adaptor domains&#x2014;to BMC-H proteins. In this way, virtually any protein encoded with the cognate adaptor domain could be post-translationally concentrated, conferring specified enzymatic functions to the designer architecture. While this approach is potentially powerful, it must be determined if fusion of adaptor domains to BMC-H proteins will alter higher-order assembly. In published work, fusions to BMC-H proteins have ranged from small affinity tags (<xref ref-type="bibr" rid="B29">Havemann et al., 2002</xref>; <xref ref-type="bibr" rid="B40">Kerfeld et al., 2005</xref>; <xref ref-type="bibr" rid="B19">Dryden et al., 2009</xref>; <xref ref-type="bibr" rid="B65">Samborska and Kimber, 2012</xref>) to fluorescent proteins (&#x223C;26 kDa: &#x223C;2X the size of a single pfam0936 domain), and these modified BMC-H proteins still incorporate into BMCs (<xref ref-type="bibr" rid="B58">Parsons et al., 2008</xref>, <xref ref-type="bibr" rid="B59">2010</xref>; <xref ref-type="bibr" rid="B66">Savage et al., 2010</xref>; <xref ref-type="bibr" rid="B11">Cai et al., 2013</xref>, <xref ref-type="bibr" rid="B10">2015</xref>; <xref ref-type="bibr" rid="B12">Cameron et al., 2013</xref>; <xref ref-type="bibr" rid="B70">Sun et al., 2016</xref>). Yet, fusions of certain characteristics (e.g., size, charge) could disrupt association through steric clash or compromised electrostatics, thereby changing higher-order behavior. Indeed, although a fluorescent protein fusion to major shell protein CcmK2 incorporates into functional BMCs (<xref ref-type="bibr" rid="B12">Cameron et al., 2013</xref>), an unmodified copy of the protein must also be present, as the fusion is unable to solely complement a full <italic>&#x0394;CcmK2</italic> background; this is supported also by fluorescent protein fusions to CcmK2 aggregates and does not interact with other shell protein components (<xref ref-type="bibr" rid="B51">Lin et al., 2014</xref>). In contrast, it is notable that some shell proteins can still assemble functional BMCs without a native copy present (<xref ref-type="bibr" rid="B59">Parsons et al., 2010</xref>; <xref ref-type="bibr" rid="B70">Sun et al., 2016</xref>), suggesting that some fusions can be tolerated or other shell protein components can relieve the compromised function of the fusion (<xref ref-type="bibr" rid="B15">Chowdhury et al., 2016</xref>). So, it remains to be fully elucidated how specific fusions and how certain properties (e.g., fusion orientation &#x2014; N- vs. C-termini &#x2014; fusion size/charge) will alter self-assembly behavior.</p>
</sec>
<sec><title>Future Applications and Closing Remarks</title>
<p>The potential to form a spectrum of unique, functionalized architectures from a single, modulated building block can be anticipated to be a powerful tool for the future of synthetic biology and nanotechnology. While alternative approaches to build synthetic scaffolds have been proposed (see Introduction), often they do not possess defined geometry (<xref ref-type="bibr" rid="B48">Lee et al., 2012</xref>) or are not yet fully compatible for <italic>in vivo</italic> applications (<xref ref-type="bibr" rid="B62">Pinheiro et al., 2011</xref>). In a larger assembly, individual pfam0936 domains are structurally well-defined, which facilitates prediction of the relative position of the recruited proteins. This enables a design-test-build model of reiterative engineering, while also increasing the chance that successful designs from one pathway can be reimplemented for others.</p>
<p>Furthermore, the ability to construct different pfam0936 domain architectures raises the possibility that specific geometries can be chosen to tailor them for a given scaffolding application (<bold>Figure <xref ref-type="fig" rid="F2">2D</xref></bold>). In the simplest case, scaffolding proteins to single hexamers or very small tiled arrays would be expected to concentrate up to 6 proteins per hexamer into cytosolic microdomains, akin to the earliest synthetic scaffold designs (<xref ref-type="bibr" rid="B20">Dueber et al., 2009</xref>). Stepping up in size, structures with 1D or 2D geometries&#x2014;filaments or large planar sheets&#x2014;could be more appropriate for the colocalization of signal-transduction or redox pathways; likened to a macromolecular switchboard (<xref ref-type="bibr" rid="B28">Good et al., 2011</xref>). More complex, sheltered architectures (e.g., nanotubes) would likely allow for increased efficiencies for metabolic pathways by enabling substrate channeling between a series of enzymes &#x2013; an effective, but not yet fully understood, approach to increase pathway flux and insulation (<xref ref-type="bibr" rid="B6">Bauler et al., 2010</xref>; <xref ref-type="bibr" rid="B34">Idan and Hess, 2013</xref>; <xref ref-type="bibr" rid="B13">Castellana et al., 2014</xref>; <xref ref-type="bibr" rid="B78">Wheeldon et al., 2016</xref>). It is worthwhile to note that tubes, or other partially enclosed geometries, can realize roles akin to pathway encapsulation within a compartment, but would not require the engineering of small molecule-specific transporters or pores because of their access to the cytosol. As an added degree of utilization, it is feasible to imagine scaffolding orthogonal pathways on opposing faces of a given architecture (e.g., both on the outside and lumen of nanotubes). As the field determines the elements responsible for positioning BMCs inside cells (<xref ref-type="bibr" rid="B66">Savage et al., 2010</xref>), the ability to transpose these components to spatially localize entire pfam0936 domain assemblies arises, further increasing the engineering specificity for application.</p>
<p>Broadly speaking, we have outlined the promise and hurdles inherent to the use of pfam0936 domain containing proteins as building blocks for designer scaffold assemblies. One strength of using this domain to build ordered protein assemblies rests on the potential to construct a multitude of different intracellular assemblies from one common, protein domain. Even though the majority of published examples of higher-order pfam0936 assemblies are in prokaryotes, a recent report has documented engineering of several distinct higher-order structures in plant chloroplasts (<xref ref-type="bibr" rid="B51">Lin et al., 2014</xref>) indicating the potential for this approach across a wide diversity of organisms. Once design principles can be established, ways to further modify and cater the self-assembly process can be applied (<xref ref-type="bibr" rid="B52">Luo et al., 2016</xref>). Coupling this with more general knowledge on the principles of multiprotein complex formation (<xref ref-type="bibr" rid="B2">Ahnert et al., 2015</xref>; <xref ref-type="bibr" rid="B54">Murugan et al., 2015</xref>; <xref ref-type="bibr" rid="B26">Glover and Clark, 2016</xref>) the pfam0936 domain holds promise to aid in ushering in an era of true <italic>in vivo</italic> nanometer scale molecular engineering for the design of programmable architectures.</p>
</sec>
<sec><title>Author Contributions</title>
<p>EY conceived the project ideas, conducted experiments and analyzed data, and wrote and edited the manuscript. RB, JM, BS, and MF-C contributed project ideas and experiments related to the computational work, and wrote and edited the manuscript. CK and DD conceived project ideas and wrote and edited the manuscript.</p>
</sec>
<sec><title>Conflict of Interest Statement</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
</body>
<back>
<fn-group>
<fn fn-type="financial-disclosure">
<p><bold>Funding.</bold> A portion of this work, i.e., simulations and writing of the manuscript, was conducted at the Center for Nanophase Materials Sciences, which is a DOE Office of Science User Facility. The rest of the work was performed at MSU-DOE PRL, funded through the Department of Energy (Grant: DE-FG02-91ER20021).</p></fn>
</fn-group>
<ack>
<p>The authors would like to thank Dr. Alicia Withrow of the MSU Center for Advanced Microscopy for support with TEM.</p>
</ack>
<sec sec-type="supplementary material">
<title>Supplementary Material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="http://journal.frontiersin.org/article/10.3389/fmicb.2017.01441/full#supplementary-material">http://journal.frontiersin.org/article/10.3389/fmicb.2017.01441/full#supplementary-material</ext-link></p>
<supplementary-material xlink:href="Data_Sheet_1.PDF" id="SM1" mimetype="application/pdf" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</sec>
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