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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Bioeng. Biotechnol.</journal-id>
<journal-title>Frontiers in Bioengineering and Biotechnology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Bioeng. Biotechnol.</abbrev-journal-title>
<issn pub-type="epub">2296-4185</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">877361</article-id>
<article-id pub-id-type="doi">10.3389/fbioe.2022.877361</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Bioengineering and Biotechnology</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>The Use of a Replicating Virus Vector For <italic>in Planta</italic> Generation of Tobacco Mosaic Virus Nanorods Suitable For Metallization</article-title>
<alt-title alt-title-type="left-running-head">Saunders et al.</alt-title>
<alt-title alt-title-type="right-running-head">Efficient Production of TMV Nanorods</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Saunders</surname>
<given-names>Keith</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/32599/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Thuenemann</surname>
<given-names>Eva C.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Shah</surname>
<given-names>Sachin N.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1682541/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Peyret</surname>
<given-names>Hadrien</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/403803/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Kristianingsih</surname>
<given-names>Ruth</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Lopez</surname>
<given-names>Sergio G.</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1736534/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Richardson</surname>
<given-names>Jake</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Lomonossoff</surname>
<given-names>George P.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/199214/overview"/>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Biochemistry and Metabolism, John Innes Centre, Norwich Research Park</institution>, <addr-line>Norwich</addr-line>, <country>United Kingdom</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Computational and Systems Biology, John Innes Centre, Norwich Research Park</institution>, <addr-line>Norwich</addr-line>, <country>United Kingdom</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Cell and Developmental Biology, John Innes Centre, Norwich Research Park</institution>, <addr-line>Norwich</addr-line>, <country>United Kingdom</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>
<bold>Edited by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/285012/overview">Ann Meyers</ext-link>, University of Cape Town, South Africa</p>
</fn>
<fn fn-type="edited-by">
<p>
<bold>Reviewed by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1686940/overview">Tim Wendlandt</ext-link>, University of Stuttgart, Germany</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/47899/overview">Jos&#xe9;-Antonio Dar&#xf2;s</ext-link>, CSIC-Universitat Polit&#xe8;cnica de Val&#xe8;ncia, Spain</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: George P. Lomonossoff, <email>george.lomonossoff@jic.ac.uk</email>
</corresp>
<fn fn-type="other">
<p>This article was submitted to Industrial Biotechnology, a section of the journal Frontiers in Bioengineering and Biotechnology</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>26</day>
<month>04</month>
<year>2022</year>
</pub-date>
<pub-date pub-type="collection">
<year>2022</year>
</pub-date>
<volume>10</volume>
<elocation-id>877361</elocation-id>
<history>
<date date-type="received">
<day>16</day>
<month>02</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>25</day>
<month>03</month>
<year>2022</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2022 Saunders, Thuenemann, Shah, Peyret, Kristianingsih, Lopez, Richardson and Lomonossoff.</copyright-statement>
<copyright-year>2022</copyright-year>
<copyright-holder>Saunders, Thuenemann, Shah, Peyret, Kristianingsih, Lopez, Richardson and Lomonossoff</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) and the copyright owner(s) 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>The production of designer-length tobacco mosaic virus (TMV) nanorods in plants has been problematic in terms of yields, particularly when modified coat protein subunits are incorporated. To address this, we have investigated the use of a replicating potato virus X-based vector (pEff) to express defined length nanorods containing either wild-type or modified versions of the TMV coat protein. This system has previously been shown to be an efficient method for producing virus-like particles of filamentous plant viruses. The length of the resulting TMV nanorods can be controlled by varying the length of the encapsidated RNA. Nanorod lengths were analyzed with a custom-written Python computer script coupled with the Nanorod UI user interface script, thereby generating histograms of particle length. In addition, nanorod variants were produced by incorporating coat protein subunits presenting metal-binding peptides at their C-termini. We demonstrate the utility of this approach by generating nanorods that bind colloidal gold nanoparticles.</p>
</abstract>
<kwd-group>
<kwd>TMV</kwd>
<kwd>viral coat protein</kwd>
<kwd>nanorod UI interface</kwd>
<kwd>replicating RNA</kwd>
<kwd>pEff</kwd>
<kwd>metallization</kwd>
<kwd>nanoparticles</kwd>
<kwd>Python script</kwd>
</kwd-group>
<contract-sponsor id="cn001">Horizon 2020 Framework Programme<named-content content-type="fundref-id">10.13039/100010661</named-content>
</contract-sponsor>
<contract-sponsor id="cn002">Biotechnology and Biological Sciences Research Council<named-content content-type="fundref-id">10.13039/501100000268</named-content>
</contract-sponsor>
</article-meta>
</front>
<body>
<sec id="s1">
<title>Introduction</title>
<p>The tobacco mosaic virus (TMV) particle, a rigid nucleoprotein cylinder 300&#xa0;nm in length with external and internal diameters of 18 and 4&#xa0;nm, respectively, has been extensively studied for applications in nanobiotechnology (<xref ref-type="bibr" rid="B19">Lee et al., 2021</xref>). Chemical modification of the surface-exposed amino acids of wild-type TMV coat protein (CP) or genetically engineered changes to the CP can be used to produce particles with the modified properties (<xref ref-type="bibr" rid="B35">Shenton et al., 1999</xref>; <xref ref-type="bibr" rid="B16">Knez, et al., 2004</xref>; <xref ref-type="bibr" rid="B5">Bromley et al., 2008</xref>; <xref ref-type="bibr" rid="B34">Shah et al., 2016</xref>). Such a genetic modification enables gold cluster deposition on the exterior surface of particles (<xref ref-type="bibr" rid="B18">Lee et al., 2005</xref>). However, chemical modification to wild-type CP is limited to those naturally exposed amino acids that reside on the cylinder outer surface while incorporation of modified subunits often leads to diminished viral yields. The external and internal capsids of TMV particles have also been employed as a template for the formation of metallic nanotubes and nanowires <italic>in vitro</italic> (<xref ref-type="bibr" rid="B33">Shah, et al., 2014</xref>; <xref ref-type="bibr" rid="B15">Knez, et al., 2003</xref>) and electrostatic interactions have been used to bind 6&#xa0;nm colloidal gold nanoparticles to wild-type TMV particles under acidic conditions (<xref ref-type="bibr" rid="B14">Khan et al., 2013</xref>). Bio-inorganic complex nanocomposites and specific metallic nanostructures have also been reported for applications in data storage, conductive and electrochemical processes in nanodevices, and in nanoelectronics (<xref ref-type="bibr" rid="B8">Gerasoloulos et al., 2012</xref>). Metal binding, coating and deposition can be achieved using metal salt precursors and bio-engineered CPs as previously reported (<xref ref-type="bibr" rid="B32">Shah et al., 2009</xref>; <xref ref-type="bibr" rid="B37">Steinmetz et al., 2009</xref>; <xref ref-type="bibr" rid="B33">Shah et al., 2014</xref>; <xref ref-type="bibr" rid="B30">Saunders and Lomonossoff, 2017</xref>).</p>
<p>One hindrance to the development of TMV-based technologies is the largely invariant length of the TMV particle produced via infection. This is determined by the length of the genomic RNA (6,395 nucleotides for the U1 or <italic>Vulgare</italic> strain of the virus) as each coat protein subunit interacts with three nucleotides. Thus, it is potentially possible to control the length of TMV rods by varying the length of the RNA to be encapsidated. However, the production of particles with lengths dramatically different from wild-type (300&#xa0;nm) would require the use of RNA molecules significantly different in length from wild-type RNA, precluding the use of infection for their production. Thus, several alternative methods for producing defined length nanorods have been investigated, including <italic>in vitro</italic> assembly, expression of the coat protein and RNA containing the origin of assembly sequence (OAS) in heterologous hosts and the use of transient expression in plants (<xref ref-type="bibr" rid="B30">Saunders and Lomonossoff, 2017</xref>; <xref ref-type="bibr" rid="B21">Lomonossoff and Wege, 2018</xref>). However, these methods have limitations in terms of either the homogeneity or the amount of material that can be produced. Recently a replicating vector (pEff) based on potato virus X (PVX; <xref ref-type="bibr" rid="B23">Mardanova et al., 2017</xref>) has been shown to be highly effective at producing virus-like particles (VLPs) of several helical plant viruses, including TMV (<xref ref-type="bibr" rid="B39">Thuenemann et al., 2021</xref>). The VLPs contained RNA derived from the vector, the length of which can potentially be used to control the length of the nanorods. The yield of TMV nanorods was estimated to be at least a thousand-fold greater than that previously obtained with a non-replicating expression system (<xref ref-type="bibr" rid="B30">Saunders and Lomonossoff, 2017</xref>). We now report the development of this expression system to generate defined length nanorods containing either wild-type or modified coat protein subunits in sufficient quantities for bionanotechnological applications. These were characterized using a number of approaches, including a bespoke Python computer script coupled to the Nanorod UI interface script (<ext-link ext-link-type="uri" xlink:href="https://ruthkr.shinyapps.io/nanorod">https://ruthkr.shinyapps.io/nanorod</ext-link>) to analyze their length distribution.</p>
</sec>
<sec sec-type="materials|methods" id="s2">
<title>Materials and Methods</title>
<sec id="s2-1">
<title>Plasmids</title>
<p>The construction of pEff-TMV-CP/OAS, incorporating the sequence of the coat protein and the OAS of the <italic>Vulgare</italic> strain of TMV (<xref ref-type="bibr" rid="B10">Goelet et al., 1982</xref>; <xref ref-type="bibr" rid="B30">Saunders and Lomonossoff, 2017</xref>; GenBank accession number V01408.1) was described previously (<xref ref-type="bibr" rid="B39">Thuenemann et al., 2021</xref>; <xref ref-type="fig" rid="F1">Figure 1</xref>). pEff-CP/VP60/OAS was produced by amplifying the TMV-specific region of pEAQ-HT-CP/VP60/OAS (<xref ref-type="bibr" rid="B30">Saunders and Lomonossoff, 2017</xref>) using end-tailoring primers to introduce an upstream AscI site and a downstream XmaI followed by cloning into pEff-GFP (GenBank accession number KY439904, <xref ref-type="fig" rid="F1">Figures 1A,B</xref>; <xref ref-type="bibr" rid="B23">Mardanova et al., 2017</xref>; <xref ref-type="bibr" rid="B39">Thuenemann et al., 2021</xref>) in place of the sequence encoding GFP. DNA sequences (Thermo Fisher Scientific GENE-ART GmBH, Regensburg, Germany) encoding TMV coat protein with C-terminal additions (<xref ref-type="fig" rid="F1">Figure 1C</xref>) and the OAS, corresponding to nucleotides 5,420&#x2013;5,546 of TMV RNA (<xref ref-type="bibr" rid="B10">Goelet et al., 1982</xref>), were initially cloned into pEAQ-HT (GenBank accession number GQ497234.1, <xref ref-type="bibr" rid="B29">Sainsbury et al., 2009</xref>) via its AgeI and XhoI sites. These were subsequently amplified as described above and cloned into pEff-GFP via its AscI and XmaI restriction sites resulting in the replacement of the GFP sequence. All plasmids were electroporated into <italic>Agrobacterium tumefaciens</italic> strain LBA4404 as described by <xref ref-type="bibr" rid="B29">Sainsbury et al. (2009)</xref>.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>Schematic of constructs used in this study. <bold>(A)</bold> Diagrammatic illustration of the pEff vector showing the <italic>Asc</italic>I and <italic>Xma</italic>I cloning restriction sites located in the subgenomic region. Pro, 35S promotor. Term, <italic>Nos</italic> transcription terminator. SGP, subgenomic promotor. Yellow box RdRp, blue box AMV leader sequence and green box, GFP. <bold>(B)</bold> Arrangement of TMV CP with respect to the TMV OAS in CP/OAS and CP/VP60/OAS cloned into the subgenomic region of the pEff vector in place of GFP. <bold>(C)</bold> Variant TMV CPs indicating the additional amino acid residues located at the TMV CP C-terminus, the additional nucleotide sequence and the target bound metal.</p>
</caption>
<graphic xlink:href="fbioe-10-877361-g001.tif"/>
</fig>
</sec>
<sec id="s2-2">
<title>Transient Expression</title>
<p>Samples were syringe-infiltrated into <italic>Nicotiana benthamiana</italic> leaves 21&#x2013;28&#xa0;days after pricking out. These were harvested 6&#x2013;8 days post infiltration as previously described by <xref ref-type="bibr" rid="B30">Saunders and Lomonossoff (2017)</xref>. Infiltrated leaves were homogenized in three volumes of extraction buffer (100&#xa0;mM sodium phosphate, pH 7.0). After squeezing through Miracloth (Calbiochem), the crude extracts were clarified by centrifugation at 13,000 x <italic>g</italic> for 20&#xa0;min at 4&#xb0;C yielding the clarified fraction. This supernatant was incubated with one quarter volume of CHCl<sub>3</sub>, mixed and an additional centrifugation step of 13,000 x <italic>g</italic> for 20&#xa0;min at 4&#xb0;C was performed to separate the phases. One quarter volume of a 20% (w/v) PEG 6000, 1&#xa0;M NaCl solution was added to the supernatant (CHCl<sub>3</sub> fraction) and the mixture was stirred overnight in a cold room and a further sample was taken (PEG pre-clarification). Nanorods were sedimented at 13,000 x <italic>g</italic> for 20&#xa0;min at 4&#xb0;C and the pellet was re-suspended in 10&#xa0;mM sodium phosphate pH 7.0 to yield the PEG post-clarification fraction. The preparations were further clarified by centrifugation at 27,000 x <italic>g</italic> for 20&#xa0;min at 4&#xb0;C. Nanorods in the resulting supernatant were recovered by centrifugation at 118,700 x <italic>g</italic> for 3&#xa0;h at 4&#xb0;C, suspended in 10&#xa0;mM sodium phosphate pH 7.0 and applied to sucrose gradients. Nanorod concentrations were determined by absorbance at 260&#xa0;nm using the value that a 1&#xa0;mg/ml TMV solution has an absorbance of 3.0 (<xref ref-type="bibr" rid="B4">Brakke, 1967</xref>). RNA preparation for denaturing agarose gel electrophoresis and the determination of nanorod yield by protein assay (Pierce BCA protein assay, Thermo Fisher Scientific) were performed as previously described by <xref ref-type="bibr" rid="B17">Kruse et al. (2019)</xref> and <xref ref-type="bibr" rid="B39">Thuenemann et al. (2021)</xref>.</p>
</sec>
<sec id="s2-3">
<title>Sucrose Gradient Analysis</title>
<p>Nanorod preparations were subjected to centrifugation through a 15&#x2013;30% (w/v) linear sucrose gradient buffered with 10&#xa0;mM sodium phosphate, pH 7.0 prepared with the use of a BioComp Gradient Master Model 108 (BioComp Instruments Inc., Frederiction, New Brunswick, Canada) according to accompanying instructions. Ultracentrifugation was at 35,000&#xa0;rpm, for 2&#xa0;h at 4&#xb0;C in a Sorvall TH641 rotor. After, gradients were fractionated with the use of a BioComp Model 152 piston gradient fractionator and the resulting fractions recorded with a BioComp Triax flow cell set at 280&#xa0;nm absorption. Selected fractions, corresponding to peaks, volume 450&#xa0;&#x3bc;L, were spun-washed at 1,000 x g in Millipore Amicon Ultra-4 100k MWCO spin filter units with several changes of 10&#xa0;mM sodium phosphate buffer pH 7.0 and the volume reduced to 50&#xa0;&#x3bc;L. Finally, fractions were resolved by NuPAGE-MOPS electrophoresis and imaged by transmission electron microscopy. As a control, a preparation of TMV (labelled 26&#xa0;mg/ml and dated 10 September 1981, prepared at the MRC Laboratory of Molecular Biology, Cambridge, United Kingdom) that had been stored under cold room conditions, was subjected to ultracentrifugation as described above.</p>
</sec>
<sec id="s2-4">
<title>Transmission Electron Microscopy</title>
<p>Nanorod preparations were diluted in water to approximately 0.1&#xa0;mg/ml and 3.5&#xa0;&#x3bc;L samples were placed on a Formvar carbon-filmed, 400 mesh copper grid (EM Resolutions, Sheffield, United Kingdom) which had been glow-discharged for 20&#xa0;s at 10&#xa0;mA in an Ace 200 (Leica Microsystems (United Kingdom) Ltd., Milton Keynes, United Kingdom). After 60&#xa0;s, excess sample was wicked away using Whatman No. 1 filter paper and grids were negatively stained using 2% (w/v) uranyl acetate in H<sub>2</sub>O. Grids were imaged using a Talos F200C transmission electron microscope (Thermo Fisher Scientific, Eindhoven, Netherlands) operated at 200&#xa0;kV, equipped with a 4&#xa0;k OneView CMOS detector (Gatan United Kingdom, Abingdon, Oxfordshire, United Kingdom). Automated data acquisition was setup using EPU v 2.7.0.5806 (Thermo Fisher Scientific, Eindhoven, Netherlands), each image had a 1&#xa0;s exposure with a sample dose of approximately 40 e<sup>-</sup>/A<sup>2</sup>, defocus of &#x2013;1&#xa0;&#x3bc;m, nominal magnification of &#xd7;45,000 and a calculated pixel size of 3.482&#xa0;&#xc5;.</p>
</sec>
<sec id="s2-5">
<title>Computational Methods for the Measurement of Nanorods</title>
<p>The nanorods were identified and measured using a custom-made image-processing pipeline written in Python. Python is a high-level programming language distributed under the GNU public license [Anaconda Software Distribution. Computer software. Vers. 3.8.10. Anaconda. 2016. Web. &#x3c;<ext-link ext-link-type="uri" xlink:href="https://anaconda.com">https://anaconda.com</ext-link>&#x3e;]. The Python libraries used in the pipeline are NumPy (<xref ref-type="bibr" rid="B25">Oliphant, 2006</xref>), Pandas (<xref ref-type="bibr" rid="B24">McKinney et al., 2010</xref>), Matplotlib (<xref ref-type="bibr" rid="B12">Hunter, 2007</xref>), Scikit-image (<xref ref-type="bibr" rid="B41">Van der Walt, et al., 2014</xref>), SciPy (<xref ref-type="bibr" rid="B13">Jones et al., 2001</xref>) and mrcfile (<xref ref-type="bibr" rid="B6">Burnley et al., 2017</xref>). Each image was transformed into a binary image using adaptive thresholding and a block size of 301 pixels. The binary image was then subjected to an erosion step and objects comprising less than 2000 pixels were removed. Subsequently, the image was dilated five times and holes with a size of less than 500 pixels were removed from the objects. The image was then watershed to separate close-lying objects. All objects with an area of less than 500 nm<sup>2</sup> and a minor axis length of more than 40&#xa0;nm were eliminated. Finally, the Feret maximum diameter of the objects, which is likely to be the distance between the two most distant corners of the nanorod, was used to calculate the length of each nanorod using Pythagoras&#x2019; theorem and the known width of the nanorods, 18&#xa0;nm.</p>
</sec>
<sec id="s2-6">
<title>Implementation of Measurement of Nanorods Scripts Into a User Interface</title>
<p>To make the Python measurement script more accessible, a user interface Nanorod UI was developed using the R programming language (version 4.1.0) (<xref ref-type="bibr" rid="B28">R Core Team, 2021</xref>). The Nanorod UI interface was built and deployed using the R Shiny package (<xref ref-type="bibr" rid="B7">Chang et al., 2021</xref>). The package Reticulate (<xref ref-type="bibr" rid="B40">Ushey et al., 2021</xref>) was used to allow interoperability or integration between the Python script and the R implementation. The results of the nanorod measurement then were read and analysed using the packages dplyr (<xref ref-type="bibr" rid="B44">Wickham et al., 2021</xref>), tidyr (<xref ref-type="bibr" rid="B46">Wickham, 2021</xref>), and readxl (<xref ref-type="bibr" rid="B43">Wickham and Bryan, 2019</xref>). To visualise the measurement results, other packages such as colourpicker (<xref ref-type="bibr" rid="B1">Attali, 2020</xref>), ggplot2 (<xref ref-type="bibr" rid="B45">Wickham, 2016</xref>), and DT (<xref ref-type="bibr" rid="B47">Xie et al., 2021</xref>) were used. After nanorod measurement, the users can manually discard rogue nanorod measurements and engage with the analysis process. Users can directly obtain the descriptive analysis and plot the histogram or frequency distribution of the data. The Nanorod UI interface is available at <ext-link ext-link-type="uri" xlink:href="https://ruthkr.shinyapps.io/nanorod">https://ruthkr.shinyapps.io/nanorod</ext-link>. The R Shiny code, as well as the Python script and its integration to R Shiny can be found in the GitHub repository <ext-link ext-link-type="uri" xlink:href="https://github.com/ruthkr/nanorod">https://github.com/ruthkr/nanorod</ext-link>.</p>
</sec>
<sec id="s2-7">
<title>Binding of Colloidal Gold Nanoparticle to pEff-CP/OAS-A8 Nanorods</title>
<p>Unfractionated CP/OAS-A8 and CP/OAS nanorods, and TMV were dialysed against Milli-Q water for 4&#xa0;h. A sample of 100&#xa0;&#x3bc;L of a 10&#xa0;&#x3bc;g/ml nanorods suspension was incubated for 3&#xa0;min in an ultra-sonication bath running at 50&#x2013;60&#xa0;Hz. 15&#xa0;&#x3bc;L of commercial gold particles, diameter 5&#xa0;nm, OD1 (Sigma-Aldrich) stabilised in citrate buffer were added and the nanorods and gold nanoparticles were mixed before further ultra-sonication for an additional 3&#xa0;min. The nanorod-gold particle suspension was transferred to a magnetic stirring base, set at 200&#xa0;rpm, and incubated with constant stirring for a further 4&#xa0;h followed by dialysis against two changes of Milli-Q water for a total of 8&#xa0;h in a 10K MWCO Slide-A-Lyzer mini dialysis unit. All binding and dialysis reactions were carried out at 25&#xb0;C. 4 &#x3bc;L aliquots of the dialysed reaction were deposited onto glow-discharged, Formvar copper grids coated with carbon film (C400 Cu100, EM Resolutions) and were imaged, either stained with uranyl acetate or unstained, by transmission electron microscopy.</p>
</sec>
</sec>
<sec sec-type="results" id="s3">
<title>Results</title>
<sec id="s3-1">
<title>Tobacco Mosaic Virus Nanorods Are Synthesized Efficiently Using the pEff Vector</title>
<p>Our previous research has shown that synthesis of nanorods from pEff-CP/OAS results in the encapsidation of two distinct RNAs of approximately 1&#xa0;kb and 5&#x2013;6&#xa0;kb (<xref ref-type="bibr" rid="B39">Thuenemann et al., 2021</xref>). The shorter RNA species represents the subgenomic RNA from which the coat protein is translated, while the larger represents the full-length PVX replicon that encodes the PVX RNA-dependent RNA polymerase (RdRp). Because each RNA possesses the TMV OAS sequence element located downstream of the region encoding the CP, both RNAs will be encapsidated by TMV CP leading to the generation of nanorods of expected lengths 49 and 257&#xa0;nm. Similarly, nanorods generated from pEff-CP/VP60/OAS, in which 1,640 nucleotides derived from the CPMV VP60 gene (<xref ref-type="bibr" rid="B31">Saunders et al., 2009</xref>) (<xref ref-type="fig" rid="F1">Figure 1B</xref>) were inserted between the TMV CP and the OAS sequences, should generate nanorods of the expected lengths of 129 and 339&#xa0;nm. We will refer to nanorods as either CP/OAS or CP/VP60/OAS, dependent upon on their respective pEff constructs.</p>
<p>To verify that infiltration with the pEff-based constructs gives rise to the expected lengths of nanorods, material extracted from infiltrated <italic>N. benthamiana</italic> leaves was analysed at different stages of the purification process. The presence of TMV CP in both clarified extracts and the PEG post clarification fractions was determined after denaturation by electrophoresis through NuPAGE-MOPS gels followed by Instant Blue staining. This revealed the presence of a single band of 18&#xa0;kDa (arrowed), corresponding to the size of TMV CP in samples from both constructs (<xref ref-type="fig" rid="F2">Figure 2A</xref>, upper panels). The amount of TMV CP was clearly greater in the CP/OAS preparation than in the CP/VP60/OAS preparation, a finding similar to that of a previous study when these corresponding gene constructs were expressed using the non-replicating pEAQ-<italic>HT</italic> vector system (<xref ref-type="bibr" rid="B30">Saunders and Lomonossoff, 2017</xref>). The yield of purified nanorods was assessed by UV/vis spectrometry. Typically, 25&#xa0;g of infiltrated leaf material yielded 0.408&#xa0;mg of nanorods in the case of CP/OAS compared to 0.063&#xa0;mg in the case of CP/VP60/OAS nanorods. From this analysis, expression of CP/OAS nanorods via pEff expression was approximately 2,500 times greater than that achieved with the pEAQ-<italic>HT</italic> system (<xref ref-type="bibr" rid="B30">Saunders and Lomonossoff, 2017</xref>). The purity of the final nanorod preparations was confirmed by analysis of their protein content (<xref ref-type="fig" rid="F2">Figure 2A</xref>, lower panel).</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>TMV nanorods produced using the pEff vector accumulate in infiltrated leaves. <bold>(A)</bold> Upper panels clarified extract (left) and PEG post-clarification (right) samples of CP/OAS and CP/VP60/OAS separated by NuPAGE-MOPS electrophoresis and stained with Instant Blue protein stain. Lower panel, samples fractionated prior to sucrose-density ultracentrifugation. Protein bands corresponding to TMV CP are indicated by an arrow. Further details can be found in <xref ref-type="sec" rid="s10">Supplementary Figure S2</xref>. <bold>(B)</bold> Transmission electron microscopy images of nanorods of CP/OAS upper panels and of CP/VP60/OAS, lower panel. Arrows indicate differential uranyl acetate staining revealing end-to-end nanorod orientation. Scale bar 50, right panel or 200&#xa0;nm, left panels as shown. <bold>(C)</bold> Ethidium bromide-stained agarose gel of RNA extracted from CP/OAS and CP/VP60/OAS nanorods. M, RNA size ladder.</p>
</caption>
<graphic xlink:href="fbioe-10-877361-g002.tif"/>
</fig>
<p>Transmission electron microscopy of the purified CP/OAS and CP/VP60/OAS nanorods showed they had a similar morphology to natural TMV (<xref ref-type="bibr" rid="B38">Symington et al., 1962</xref>), but exhibiting variations in length (<xref ref-type="fig" rid="F2">Figure 2B</xref>). Nanorod length heterogenicity was seen particularly in the CP/OAS sample. Examination at high magnification suggests that the cause of this unexpected heterogeneity is end-to-end aggregation of the nanorods, since discontinuities could be seen in the longer rods (see arrowed examples of <xref ref-type="fig" rid="F2">Figure 2B</xref> right panel). To confirm that the CP/OAS and the CP/VP60/OAS nanorods contained the anticipated lengths of RNA, RNA extracted from each preparation was analysed by electrophoresis on denaturing agarose gels followed by ethidium bromide staining. In each case, two RNA species of the expected lengths were resolved (<xref ref-type="fig" rid="F2">Figure 2C</xref>). As previously reported (<xref ref-type="bibr" rid="B39">Thuenemann et al., 2021</xref>), CP/OAS preparations contained RNAs of approximately 5.5 and 1.0&#xa0;kb while those of CP/VP60/OAS infiltrations appeared to each be about 1.5&#xa0;kb longer, consistent with the insertion of 1,640 nucleotides downstream of the CP-encoding region in the latter case (<xref ref-type="fig" rid="F1">Figures 1A,B</xref>). The fact that two discrete classes of RNAs can be resolved for both gene constructs supports the hypothesis that only these RNAs determine the length of the particles and that the heterogeneity in the length of nanorods observed by electron microscopy is not due to the encapsidation of additional, heterogeneous RNA molecules. End-to-end aggregation of TMV rods has previously been recorded to occur during the isolation and purification of wild-type TMV (<xref ref-type="bibr" rid="B38">Symington et al., 1962</xref>; <xref ref-type="bibr" rid="B36">Steere, 1963</xref>). Attempts to disrupt this by sonication proved to be ineffectual when applied to the TMV nanorods described here.</p>
</sec>
<sec id="s3-2">
<title>Distinct Length Classes of Nanorods Can Be Separated by Sucrose Gradient Ultracentrifugation</title>
<p>To develop methods for nanorod characterization, purified nanorods were subjected to ultracentrifugation through 15&#x2013;30% (w/v) sucrose gradients followed by fractionation. Given that RNA analysis (<xref ref-type="fig" rid="F2">Figure 2C</xref>) showed that only two discrete lengths of RNA were encapsidated, each sample was expected to be resolved into two major peaks. While this appeared to be the case with CP/VP60/OAS nanorods (<xref ref-type="fig" rid="F3">Figure 3A</xref>, middle panel), the gradient profile of CP/OAS nanorods showed four distinct peaks (<xref ref-type="fig" rid="F3">Figure 3A</xref> upper panel). As a control, a preparation of TMV virions that had been stored under cold room conditions for over 40&#xa0;years, was analysed and gave a major peak that migrated four fifths the way down the sucrose gradient (<xref ref-type="fig" rid="F3">Figure 3A</xref> lower panel). This migration corresponded to full-length 300&#xa0;nm virus rods, though some degradation in the preparation, indicated by the presence of more slowly migrating material, could be seen. To determine the origin of each of the fractions seen in <xref ref-type="fig" rid="F3">Figure 3A</xref>, RNA was extracted from the nanorods in each fraction and examined by electrophoresis on denaturing agarose gels (<xref ref-type="fig" rid="F3">Figure 3B</xref>). For CP/OAS nanorods, the first three fractions from the top of the gradient (10, 13 and 16) all contained RNA of the same length (approximately 1.0&#xa0;kb), corresponding to the smaller RNA in unfractionated preparations (<xref ref-type="fig" rid="F2">Figure 2C</xref>). This is consistent with the first three fractions containing monomeric, dimeric and trimeric versions of the 49&#xa0;nm nanorods, with calculated lengths of 49, 98 and 147&#xa0;nm, respectively, with the more rapidly sedimenting forms being the products of end-to-end aggregation. Nanorods in Fraction 19 contained a mixture of RNAs of 1 and 5.5&#xa0;kb. This pattern could result from this fraction containing a mixture of the 257&#xa0;nm and multimers of the 49&#xa0;nm nanorods or, indeed, end-to-end aggregates of the two sizes of nanorods. In the case of CP/VP60/OAS, the nanorods in fraction 17 contained RNA of approximately 2.5&#xa0;kb, while two RNA molecules of approximately 2.5 and 7.0&#xa0;kb were found in nanorods from fraction 22. These sizes are consistent with those seen in <xref ref-type="fig" rid="F2">Figure 2C</xref> and suggests that the faster sedimenting peak contains a mixture of different length nanorods, while the slower migrating contains exclusively nanorods with a predicted size of 129&#xa0;nm.</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>Distinctive size classes of nanorods can be separated by sucrose-density gradient ultracentrifugation centrifugation. <bold>(A)</bold> CP/OAS nanorods, upper panel, CP/VP60/OAS nanorods, middle panel and TMV lower panel separated on a 15&#x2013;30% sucrose density gradient and fractionated. <italic>Y</italic> axes, absorbance (280&#xa0;nm) measured during fractionation. Fractions, 10, 13, 16 and 19 (<italic>X</italic> axis) corresponding to measurement peaks are marked by arrows, upper panel, and similarly fractions 17 and 22, middle panel. Lower panel, TMV with the virus peak migration indicated at 300&#xa0;nm. <bold>(B)</bold> Ethidium bromide-stained denaturing agarose gel of RNA extracted from fractions indicated in <bold>(A)</bold>. M, RNA size ladder. <bold>(C)</bold> Histograms, output of the Nanorod UI interface, showing the length distribution of nanorods from computer-automated measurements of TEM images for CP/OAS fractions 10, 13, 16 and 19. The nanorod expected lengths 49 and 257&#xa0;nm are indicated below. <italic>Y</italic> axes, number of nanorods in each size class; <italic>X</italic> axes, length distributions in 10&#xa0;nm increments. The expected length of nanorods derived by end-to-end formation of 49&#xa0;nm nanorods is shown, red arrows. The descriptive measurement statistics (including mean, median, standard deviation; minimum and maximum length and total count) is shown for each histogram. <bold>(D)</bold> Histogram showing the length distribution of particle lengths from computer-automated measurements of TEM images for CP/OAS unfractionated nanorods.</p>
</caption>
<graphic xlink:href="fbioe-10-877361-g003.tif"/>
</fig>
<p>To examine the morphology of the nanorods in the four fractions from the CP/OAS sucrose gradient, samples were analysed by electron microscopy using negative staining. Measurements of nanorod lengths was achieved by utilising single particle analysis software to perform accurate and reproducible micrographs. This approach greatly increased the number of particles that were analysed and eliminated human errors that can occur with repetitive manual measuring procedures. These measurements were carried out by a computer methodology utilising a custom-written Python-based computer script employing selected TEM grid areas, referred to as &#x201c;GridSquares&#x201d;. Note, a GridSquare is the area examined by the computer script, not the area between the physical bars on the copper grid which is much larger. Incorrectly identified nanorods, potentially due to overstaining and the presence of contaminating proteinaceous material were not used and rejected from the nanorod count. In some instances, not all nanorods were identified as shown in <xref ref-type="sec" rid="s10">Supplementary Figure S1A</xref> (blue arrows, left panel), and some &#x201c;rogue&#x201d; nanorods, consisting of joined side-by-side entities were sometimes recorded (red arrows). To overcome this anomality, these rogue nanorods, consisting of 276 entries, were removed manually from this measurement count. The resulting histogram generated by the Nanorod UI interface, resulted in a similar class profile to that originally measured (compare the upper and lower panels of <xref ref-type="sec" rid="s10">Supplementary Figure S1B</xref>) so consequently this manual &#x201c;cleaning&#x201d; step, open to human errors, was not routinely adopted. Similarly, <xref ref-type="sec" rid="s10">Supplementary Figure S1C</xref> presents CP/OAS nanorod length distributions determined from eight different independent GridSquare locations on a single TEM grid. The measurement profile and statistical data of any GridSquare is similar to any one of its neighbours, indicating little variation in class lengths over the entire TEM grid surface and hence supports our confidence in the measurements obtained by our computer methodology. Nanorods of length 40&#x2013;50&#xa0;nm were the predominant size class in all CP/OAS fractions, upper panel, <xref ref-type="fig" rid="F3">Figure 3C</xref>. This corresponds well to the predicted length of 49&#xa0;nm resulting from nanorod formation on the 1.0&#xa0;kb subgenomic RNA. While this was anticipated with Fraction 10, the occurrence of large amounts of this size class in the faster sedimenting fractions 13, 16 and 19 was more surprising. It suggests that the longer nanorods resulting from end-to-end aggregation, although surviving the conditions of sucrose gradient ultracentrifugation, are disrupted into their constituent parts when subjected to the harsher conditions of negative staining and electron microscopy. This is supported by the electron microscope analysis of the particle lengths in the CP/OAS unfractionated sample, <xref ref-type="fig" rid="F3">Figure 3D</xref> where the major length class consists of 49&#xa0;nm rods with far lower amounts of the longer forms than suggested by the sucrose gradient analysis. However, nanorods of 257&#xa0;nm, resulting from the encapsidation of the 5.5&#xa0;kb RNA are clearly present in the unfractionated sample.</p>
</sec>
<sec id="s3-3">
<title>Production of Nanorods With Modified Coat Proteins</title>
<p>Previously, it had been shown that the non-replicating pEAQ-<italic>HT</italic> system could be used to generate nanorods with coat proteins displaying a six amino acid, cobalt-platinum binding peptide, -CNAGDHANC, at their C-termini (<xref ref-type="bibr" rid="B30">Saunders and Lomonossoff, 2017</xref>). Although functional at metal binding, the yield of nanorods was low and it was not possible to produce significant yields of nanorods containing other peptides using this approach. To examine whether the pEff -based approach described above could address this issue, the sequence of TMV CP was modified to display C-terminal peptides with different metal binding properties (<xref ref-type="fig" rid="F1">Figure 1C</xref>). These modified CP sequences were substituted into pEff-CP/OAS in place of the wild-type CP sequence and the modified constructs infiltrated into <italic>N. benthamiana</italic> leaves. The accumulation of the modified subunits compared to wild-type CP was monitored at each stage of the nanorod purification protocol (<xref ref-type="fig" rid="F4">Figure 4A</xref>). Each variant CP appeared to accumulate to a similar level in crude extracts, though some material running at the size of wild-type CP could also be seen (arrowed), presumably because of loss of the displayed peptide by proteolysis. As purification proceeded, the proportion of apparent wild-type CP in each preparation increases while the overall yield of CP decreases (<xref ref-type="fig" rid="F4">Figure 4A</xref>). The ability of the modified CPs to be incorporated into nanorods was assessed by transmission electron microscopy of the final step of the purification. In each case, nanorods with expected size of approximately 50&#xa0;nm could be observed (<xref ref-type="fig" rid="F4">Figure 4B</xref>). However, the yield of purified nanorods, as measured by the BCA assay, varied considerably depending on the peptide expressed (<xref ref-type="table" rid="T1">Table 1</xref>). The yield of nanorod CP/OAS-A8 and, to a lesser degree, CP/OAS-CP9 was higher than the yield of CP/VP60/OAS nanorods and was sufficient for subsequent downstream applications. Nevertheless, it is clear that even in these cases, only a proportion of the subunits retain the C-terminal modification. It is likely that the insertions at the C-terminus alter the surface properties of the particles, suggesting that modification-specific purification protocols may need to be developed.</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>pEff expression of coat-protein variants. <bold>(A)</bold> Instant Blue stained NuPAGE-MOPS gel electrophoresis of wild-type and variant CPs at different stages of the nanorod purification process as indicated. Further details can be found in <xref ref-type="sec" rid="s10">Supplementary Figure S2</xref>. The position of wild-type CP is indicated by an arrow. All variant CPs resolve above this band. <bold>(B)</bold> Transmission electron microscopy images of 118,00 x <italic>g</italic> pellets. Scale bar &#x3d; 100&#xa0;nm. Nanorod samples are indicated in each panel.</p>
</caption>
<graphic xlink:href="fbioe-10-877361-g004.tif"/>
</fig>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>Yield of nanorods.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th rowspan="2" align="left">Nanorod</th>
<th align="center">Yield</th>
</tr>
<tr>
<th align="center">Expressed as mg/g Fresh Weight Leaf Material</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">CP/OAS</td>
<td align="char" char=".">1.09</td>
</tr>
<tr>
<td align="left">CP/VP60/OAS</td>
<td align="char" char=".">0.04</td>
</tr>
<tr>
<td align="left">CP/OAS-A8</td>
<td align="char" char=".">0.38</td>
</tr>
<tr>
<td align="left">CP/OAS-CP9</td>
<td align="char" char=".">0.22</td>
</tr>
<tr>
<td align="left">CP/OAS-ZS9</td>
<td align="char" char=".">0.05</td>
</tr>
<tr>
<td align="left">CP/OAS-His</td>
<td align="char" char=".">0.02</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="s3-4">
<title>Gold Nanoparticles Bind at the Ends of CP/OAS-A8 Nanorods</title>
<p>The ability of unfractionated CP/OAS-A8 nanorods to bind citrate-stabilized colloidal gold particles 5&#xa0;nm in diameter was examined since the A8 peptide&#x2013;VSGSSPDS had previously shown to promote the binding of colloidal gold when expressed on the surface of bacteriophage (<xref ref-type="bibr" rid="B11">Huang et al., 2005</xref>; <xref ref-type="bibr" rid="B26">Peele et al., 2005</xref>). Colloidal gold surface binding was evident only at the CP/OAS-A8 nanorod ends, and most of the nanorod surface was free from excessive gold nanoparticles (<xref ref-type="fig" rid="F5">Figures 5A,B</xref>). The binding of gold nanoparticles to one, both or neither end of the nanorods was measured by transmission electron microscopy of an area of a few hundred nm<sup>2</sup> of each grid. For CP/OAS-A8, the vast majority (&#x3e;95%) of nanorods showed gold binding at both ends and did not show a single nanorod without gold binding (<xref ref-type="sec" rid="s10">Supplementary Figure S3</xref>). By contrast, CP/OAS nanorods containing wild-type (wt) CP, and wt TMV particles showed reduced colloidal gold binding, that occurred predominantly at only one end of the rod, under similar reaction conditions (<xref ref-type="sec" rid="s10">Supplementary Figure S4</xref>). Exposure of CP/OAS-A8 nanorods to a twenty-fold excess of colloidal gold nanoparticles in 5&#xa0;mM citric acid resulted in non-specific binding of the gold nanoparticles on the nanorod surface (<xref ref-type="fig" rid="F5">Figure 5C</xref>).</p>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption>
<p>Stained transmission electron microscopy images. <bold>(A)</bold> and <bold>(B)</bold> shows selective gold binding to the ends of CP/OAS-A8 nanorods. <bold>(C)</bold> The effect of an excess (20-fold) of colloidal gold on the binding to the nanorod outer surface in 5&#xa0;mM citric acid. Scale bars 100&#xa0;nm as shown.</p>
</caption>
<graphic xlink:href="fbioe-10-877361-g005.tif"/>
</fig>
</sec>
</sec>
<sec sec-type="discussion" id="s4">
<title>Discussion</title>
<p>The results presented here confirm and extend our previous work that suggested that the pEff vector system (<xref ref-type="bibr" rid="B23">Mardanova et al., 2017</xref>) would be suitable for the production of TMV-based nanorods of defined length (<xref ref-type="bibr" rid="B39">Thuenemann et al., 2021</xref>). A major advantage of the pEff approach is the yields that can be obtained which we estimate to be approximately 2,500 higher than that previously reported for the equivalent nanorods produced using a non-replicating system (<xref ref-type="bibr" rid="B30">Saunders and Lomonossoff, 2017</xref>). As previously reported, the yield of nanorods is inversely proportional to their length. In the case of pEff-produced material this may reflect the fact that increasing the length of the PVX replicon is known to decrease its replication competence (<xref ref-type="bibr" rid="B2">Avesani et al., 2007</xref>), leading to there being less RNA available to act as a scaffold for particle assembly.</p>
<p>Apart from the large gain in yield, a major difference between the results presented here and those of <xref ref-type="bibr" rid="B30">Saunders and Lomonossoff (2017)</xref>, is that the use of the pEff vector results in the encapsidation of two sizes of RNAs, derived from the genomic and subgenomic RNAs. For some applications the use of a mixed population may not be problematic; however, for others it may be necessary to use nanorods of a single length. Sucrose density gradient centrifugation, coupled with computer-assisted length measurements, showed that it is possible to separate nanorods into different size classes. However, the gradient profiles were more complex than anticipated due to a tendency of the nanorods to aggregate end-to-end. This tendency needs to be taken into account when fractionating nanorod populations. However, the aggregates can clearly be disrupted under certain conditions, such as those that occur during negative staining. Thus, it may be possible to devise conditions that either prevent the aggregates for forming or enable their subsequent disruption.</p>
<p>The incorporation of genetically modified CP subunits into TMV particles has been extensively investigated, most often using infectious TMV (<xref ref-type="bibr" rid="B27">Petukova et al., 2014</xref>; <xref ref-type="bibr" rid="B22">Love et al., 2015</xref>; <xref ref-type="bibr" rid="B21">Lomonossoff and Wege, 2018</xref>), We have shown that it is possible to incorporate subunits with metal-binding peptides as C-terminal extensions into nanorods produced via pEff-based expression. As has been found previously, the display of heterologous sequences can make purification problematic, and the inserted peptide tends to be lost through proteolysis. Colloidal gold binding was evident at both ends of the CP/OAS-A8 nanorods where the A8 amino acid addition would be expected to be more prominently displayed than on the nanorod cylinder surface. The lower level of gold binding observed with CP/OAS and wt TMV may result from interaction with RNA exposed at the ends of the rods. Gold nanoparticles are known to conjugate to free RNA (<xref ref-type="bibr" rid="B20">Huixiang and Lewis, 2005</xref>; <xref ref-type="bibr" rid="B9">Giljohann et al., 2009</xref>) and RNA exposed at the end of TMV particles has been shown to bind colloidal gold (<xref ref-type="bibr" rid="B3">Balci et al., 2007</xref>).</p>
<p>Our colloidal gold nanoparticles remained bound to CP/OAS-A8 nanorods even after several months&#x2019; storage at 4&#xb0;C, without any loss of the particle architecture. Gold nanoparticles, nanorods and nanowires are an exceptional inorganic material ideal for research encompassing bio-nano engineering and medical applications. The ability to produce large amounts of nanorods using the methods described in this manuscript opens up opportunities for their use in bionanotechnology. For example, the ability to control the length of the nanorods increases their potential as templated drug carriers, where shape and size are a factor for efficient drug delivery. The selective length and metallization of the nanorods reported here could increase their deployment as nanocomposite materials for various applications in nanoelectronics (<xref ref-type="bibr" rid="B42">Venkataraman and Hefferon, 2021</xref>).</p>
</sec>
</body>
<back>
<sec id="s5">
<title>Data Availability Statement</title>
<p>The original contributions presented in the study are included in the article/<xref ref-type="sec" rid="s10">Supplementary Files</xref>, further inquiries can be directed to the corresponding author.</p>
</sec>
<sec id="s6">
<title>Author Contributions</title>
<p>Conceptualization, KS; SS; ET and GL; methodology, KS; ET; SS; HP and JR; software, SL and RK; validation, KS; ET; SS; HP and JR; formal analysis, SL and RK; investigation, KS; ET; HP; and JR; resources, JR; SL and RK; data curation, KS; SL; RK and JR; writing&#x2014;original draft preparation, KS; writing&#x2014;review and editing, KS, ET; SS; RK; HP; SL and GL; visualization, JR; RK and SL; supervision, GL; project administration, GL; funding acquisition, GL.</p>
</sec>
<sec id="s7">
<title>Funding</title>
<p>This work was supported by the EC Horizon 2020 project Pharma&#x2010;Factory (774,078) and supported by the United Kingdom Biotechnology and Biological Sciences Research Council (BBSRC) Grants BB/R001669/1 and BB/T004703/1, the Institute Strategic Programme Grant &#x201c;Molecules from Nature&#x2014;Enhanced Research Capacity&#x201d; (BBS/E/J/000PR9794), and the John Innes Foundation.</p>
</sec>
<sec sec-type="COI-statement" id="s8">
<title>Conflict of Interest</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>
<sec sec-type="disclaimer" id="s9">
<title>Publisher&#x2019;s Note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<ack>
<p>We acknowledge the Horticultural, Metabolomics and Bio-imaging platforms at the John Innes Centre whose support was invaluable throughout this study.</p>
</ack>
<sec id="s10">
<title>Supplementary Material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fbioe.2022.877361/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fbioe.2022.877361/full&#x23;supplementary-material</ext-link>
</p>
<supplementary-material>
<label>Supplementary Figure S1</label>
<caption>
<p>Measurement of nanorods. <bold>(A)</bold> Transmission electron microscopy image of CP/OAS nanorods. Left panel UA-stained image. Clustered nanorods incorrectly acknowledge to be nanorods, red arrows and nanorods not recognised, blue arrows. Right panel numbered nanorods identified by computational analysis. <bold>(B)</bold> Distribution of all measured nanorods, upper panel. Lower panel measured distribution corrected with removal of incorrectly identified or rogue nanorods. <bold>(C)</bold> Variation of measured nanorod lengths between eight individual GridSquares of CP/OAS, gradient fraction 13, <xref ref-type="fig" rid="F3">Figure 3A</xref>. Measurements were made of particles isolated from pEff-CP/OAS infiltrated leaves. Y axes, measurement length in nm; X axes, length distribution in 5&#xa0;nm increments. The descriptive statistics for each GridSquare is presented.</p>
</caption>
</supplementary-material>
<supplementary-material>
<label>Supplementary Figure S2</label>
<caption>
<p>NuPAGE-MOPS gel electrophoresis of the various nanorods at the different stages of isolation.</p>
</caption>
</supplementary-material>
<supplementary-material>
<label>Supplementary Figure S3</label>
<caption>
<p>Colloidal gold nanoparticles binding on CP/OAS-A8 nanorods was measured by transmission electron microscope. Scale bars as shown.</p>
</caption>
</supplementary-material>
<supplementary-material>
<label>Supplementary Figure S4</label>
<caption>
<p>Control experiments for colloidal gold nanoparticles binding on <bold>(A)</bold> CP/OAS and <bold>(B)</bold> wt TMV was measured by transmission electron microscope images respectively. Scale bars as shown.</p>
</caption>
</supplementary-material>
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</sec>
<ref-list>
<title>References</title>
<ref id="B1">
<citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname>Attali</surname>
<given-names>D.</given-names>
</name>
</person-group> (<year>2020</year>). <source>Colourpicker: A Colour Picker Tool for Shiny and for Selecting Colours in Plots</source>. <comment>R package version 1.1.0 Available from: <ext-link ext-link-type="uri" xlink:href="https://github.com/daattali/colourpicker">https://github.com/daattali/colourpicker</ext-link>
</comment>. </citation>
</ref>
<ref id="B2">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Avesani</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Marconi</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Morandini</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Albertini</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>Bruschetta</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Bortesi</surname>
<given-names>L.</given-names>
</name>
<etal/>
</person-group> (<year>2007</year>). <article-title>Stability of Potato Virus X Expression Vectors Is Related to Insert Size: Implications for Replication Models and Risk Assessment</article-title>. <source>Transgenic Res.</source> <volume>16</volume>, <fpage>587</fpage>&#x2013;<lpage>597</lpage>. <pub-id pub-id-type="doi">10.1007/s11248-006-9051-1</pub-id> </citation>
</ref>
<ref id="B3">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Balci</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Noda</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Bittner</surname>
<given-names>A. M.</given-names>
</name>
<name>
<surname>Kadri</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Wege</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Jeske</surname>
<given-names>H.</given-names>
</name>
<etal/>
</person-group> (<year>2007</year>). <article-title>Self-Assembly of Metal-Virus Nanodumbbells</article-title>. <source>Angew. Chem. Int. Ed.</source> <volume>46</volume>, <fpage>3149</fpage>&#x2013;<lpage>3151</lpage>. <pub-id pub-id-type="doi">10.1002/anie.200604558</pub-id> </citation>
</ref>
<ref id="B4">
<citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname>Brakke</surname>
<given-names>M.</given-names>
</name>
</person-group> (<year>1967</year>) <source>Methods in Virology</source>. Editors <person-group person-group-type="editor">
<name>
<surname>Maramorosch</surname>
</name>
<name>
<surname>Koprowski</surname>
</name>
</person-group> (<publisher-loc>New York</publisher-loc>: <publisher-name>Academic Press</publisher-name>), <volume>Vol. 2</volume>. </citation>
</ref>
<ref id="B5">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Bromley</surname>
<given-names>K. M.</given-names>
</name>
<name>
<surname>Patil</surname>
<given-names>A. J.</given-names>
</name>
<name>
<surname>Perriman</surname>
<given-names>A. W.</given-names>
</name>
<name>
<surname>Stubbs</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Mann</surname>
<given-names>S.</given-names>
</name>
</person-group> (<year>2008</year>). <article-title>Preparation of High Quality Nanowires by Tobacco Mosaic Virus Templating of Gold Nanoparticles</article-title>. <source>J. Mater. Chem.</source> <volume>18</volume>, <fpage>4796</fpage>&#x2013;<lpage>4801</lpage>. <pub-id pub-id-type="doi">10.1039/b809585j</pub-id> </citation>
</ref>
<ref id="B6">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Burnley</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Palmer</surname>
<given-names>C. M.</given-names>
</name>
<name>
<surname>Winn</surname>
<given-names>M.</given-names>
</name>
</person-group> (<year>2017</year>). <article-title>Recent Developments in the CCP-EM software Suite</article-title>. <source>Acta Cryst. Sect. D Struct. Biol.</source> <volume>73</volume>, <fpage>469</fpage>&#x2013;<lpage>477</lpage>. <pub-id pub-id-type="doi">10.1107/s2059798317007859</pub-id> </citation>
</ref>
<ref id="B7">
<citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname>Chang</surname>
<given-names>W.</given-names>
</name>
<name>
<surname>Cheng</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Allaire</surname>
<given-names>J. J.</given-names>
</name>
<name>
<surname>Sievert</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Schloerke</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Xie</surname>
<given-names>Y.</given-names>
</name>
<etal/>
</person-group> (<year>2021</year>). <source>Shiny: Web Application Framework for R</source>. <comment>R package version 1.6.0 Available from: <ext-link ext-link-type="uri" xlink:href="https://CRAN.R-project.org/package=shiny">https://CRAN.R-project.org/package&#x3d;shiny</ext-link>
</comment>. </citation>
</ref>
<ref id="B8">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Gerasopoulos</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Pomerantseva</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>McCarthy</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Brown</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Culver</surname>
<given-names>J.</given-names>
</name>
<etal/>
</person-group> (<year>2012</year>). <article-title>Hierarchical Three-Dimensional Microbattery Electrodes Combining Bottom-Up Self-Assembly and Top-Down Micromachining</article-title>. <source>ACS Nano</source> <volume>6</volume> (<issue>7</issue>), <fpage>6422</fpage>&#x2013;<lpage>6432</lpage>. <pub-id pub-id-type="doi">10.1021/nn301981p</pub-id> </citation>
</ref>
<ref id="B9">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Giljohann</surname>
<given-names>D. A.</given-names>
</name>
<name>
<surname>Seferos</surname>
<given-names>D. S.</given-names>
</name>
<name>
<surname>Prigodich</surname>
<given-names>A. E.</given-names>
</name>
<name>
<surname>Patel</surname>
<given-names>P. C.</given-names>
</name>
<name>
<surname>Mirkin</surname>
<given-names>C. A.</given-names>
</name>
</person-group> (<year>2009</year>). <article-title>Gene Regulation with Polyvalent siRNA-Nanoparticle Conjugates</article-title>. <source>J. Am. Chem. Soc.</source> <volume>131</volume> (<issue>6</issue>), <fpage>2072</fpage>&#x2013;<lpage>2073</lpage>. <pub-id pub-id-type="doi">10.1021/ja808719p</pub-id> </citation>
</ref>
<ref id="B10">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Goelet</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Lomonossoff</surname>
<given-names>G. P.</given-names>
</name>
<name>
<surname>Butler</surname>
<given-names>P. J.</given-names>
</name>
<name>
<surname>Akam</surname>
<given-names>M. E.</given-names>
</name>
<name>
<surname>Gait</surname>
<given-names>M. J.</given-names>
</name>
<name>
<surname>Karn</surname>
<given-names>J.</given-names>
</name>
</person-group> (<year>1982</year>). <article-title>Nucleotide Sequence of Tobacco Mosaic Virus RNA</article-title>. <source>Proc. Natl. Acad. Sci. U.S.A.</source> <volume>79</volume>, <fpage>5818</fpage>&#x2013;<lpage>5822</lpage>. <pub-id pub-id-type="doi">10.1073/pnas.79.19.5818</pub-id> </citation>
</ref>
<ref id="B11">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Huang</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Chiang</surname>
<given-names>C.-Y.</given-names>
</name>
<name>
<surname>Lee</surname>
<given-names>S. K.</given-names>
</name>
<name>
<surname>Gao</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Hu</surname>
<given-names>E. L.</given-names>
</name>
<name>
<surname>Yoreo</surname>
<given-names>J. D.</given-names>
</name>
<etal/>
</person-group> (<year>2005</year>). <article-title>Programmable Assembly of Nanoarchitectures Using Genetically Engineered Viruses</article-title>. <source>Nano Lett.</source> <volume>5</volume>, <fpage>1429</fpage>&#x2013;<lpage>1434</lpage>. <pub-id pub-id-type="doi">10.1021/nl050795d</pub-id> </citation>
</ref>
<ref id="B12">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Hunter</surname>
<given-names>J. D.</given-names>
</name>
</person-group> (<year>2007</year>). <article-title>Matplotlib: A 2D Graphics Environment</article-title>. <source>Comput. Sci. Eng.</source> <volume>9</volume> (<issue>3</issue>), <fpage>90</fpage>&#x2013;<lpage>95</lpage>. <pub-id pub-id-type="doi">10.1109/mcse.2007.55</pub-id> </citation>
</ref>
<ref id="B13">
<citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname>Jones</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>Oliphant</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Peterson</surname>
<given-names>P.</given-names>
</name>
</person-group> (<year>2001</year>). <source>SciPy: Open-Source Scientific Tools for Python</source>. <comment>Available from: </comment>Web. <comment>
<ext-link ext-link-type="uri" xlink:href="https://scipy.org/">https://scipy.org/</ext-link>
</comment> </citation>
</ref>
<ref id="B14">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Khan</surname>
<given-names>A. A.</given-names>
</name>
<name>
<surname>Fox</surname>
<given-names>E. K.</given-names>
</name>
<name>
<surname>G&#xf3;rzny</surname>
<given-names>M. &#x141;.</given-names>
</name>
<name>
<surname>Nikulina</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>Brougham</surname>
<given-names>D. F.</given-names>
</name>
<name>
<surname>Wege</surname>
<given-names>C.</given-names>
</name>
<etal/>
</person-group> (<year>2013</year>). <article-title>pH Control of the Electrostatic Binding of Gold and Iron Oxide Nanoparticles to Tobacco Mosaic Virus</article-title>. <source>Langmuir</source> <volume>29</volume>, <fpage>2094</fpage>&#x2013;<lpage>2098</lpage>. <pub-id pub-id-type="doi">10.1021/la3044126</pub-id> </citation>
</ref>
<ref id="B15">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Knez</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Bittner</surname>
<given-names>A. M.</given-names>
</name>
<name>
<surname>Boes</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Wege</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Jeske</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Mai&#x3b2;</surname>
<given-names>E.</given-names>
</name>
<etal/>
</person-group> (<year>2003</year>). <article-title>Biotemplate Synthesis of 3-nm Nickel and Cobalt Nanowires</article-title>. <source>Nano Lett.</source> <volume>3</volume> (<issue>8</issue>), <fpage>1079</fpage>&#x2013;<lpage>1082</lpage>. <pub-id pub-id-type="doi">10.1021/nl0342545</pub-id> </citation>
</ref>
<ref id="B16">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Knez</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Sumser</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Bittner</surname>
<given-names>A. M.</given-names>
</name>
<name>
<surname>Wege</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Jeske</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Martin</surname>
<given-names>T. P.</given-names>
</name>
<etal/>
</person-group> (<year>2004</year>). <article-title>Spatially Selective Nucleation of Metal Clusters on the Tobacco Mosaic Virus</article-title>. <source>Adv. Funct. Mater.</source> <volume>14</volume>, <fpage>116</fpage>&#x2013;<lpage>124</lpage>. <pub-id pub-id-type="doi">10.1002/adfm.200304376</pub-id> </citation>
</ref>
<ref id="B17">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kruse</surname>
<given-names>I.</given-names>
</name>
<name>
<surname>Peyret</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Saxena</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Lomonossoff</surname>
<given-names>G. P.</given-names>
</name>
</person-group> (<year>2019</year>). <article-title>Encapsidation of Viral RNA in Picornavirales: Studies on Cowpea Mosaic Virus Demonstrate Dependence on Viral Replication</article-title>. <source>J. Virol.</source> <volume>93</volume>, <fpage>e01520</fpage>&#x2013;<lpage>18</lpage>. <pub-id pub-id-type="doi">10.1128/JVI.01520-18</pub-id> </citation>
</ref>
<ref id="B18">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Lee</surname>
<given-names>S.-Y.</given-names>
</name>
<name>
<surname>Royston</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>Culver</surname>
<given-names>J. N.</given-names>
</name>
<name>
<surname>Harris</surname>
<given-names>M. T.</given-names>
</name>
</person-group> (<year>2005</year>). <article-title>Improved Metal Cluster Deposition on a Genetically Engineered Tobacco Mosaic Virus Template</article-title>. <source>Nanotechnology</source> <volume>16</volume>, <fpage>S435</fpage>&#x2013;<lpage>S441</lpage>. <pub-id pub-id-type="doi">10.1088/0957-4484/16/7/019</pub-id> </citation>
</ref>
<ref id="B19">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Lee</surname>
<given-names>K. Z.</given-names>
</name>
<name>
<surname>Basnayake Pussepitiyalage</surname>
<given-names>V.</given-names>
</name>
<name>
<surname>Lee</surname>
<given-names>Y. H.</given-names>
</name>
<name>
<surname>Loesch&#x2010;Fries</surname>
<given-names>L. S.</given-names>
</name>
<name>
<surname>Harris</surname>
<given-names>M. T.</given-names>
</name>
<name>
<surname>Hemmati</surname>
<given-names>S.</given-names>
</name>
<etal/>
</person-group> (<year>2021</year>). <article-title>Engineering Tobacco Mosaic Virus and its Virus&#x2010;Like&#x2010;Particles for Synthesis of Biotemplated Nanomaterials</article-title>. <source>Biotechnol. J.</source> <volume>16</volume>, <fpage>2000311</fpage>. <pub-id pub-id-type="doi">10.1002/biot.202000311</pub-id> </citation>
</ref>
<ref id="B20">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Li</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Rothberg</surname>
<given-names>L.</given-names>
</name>
</person-group> (<year>2005</year>). <article-title>Detection of Specific Sequences in RNA Using Differential Adsorption of Single-Stranded Oligonucleotides on Gold Nanoparticles</article-title>. <source>Anal. Chem.</source> <volume>77</volume>, <fpage>6229</fpage>&#x2013;<lpage>6233</lpage>. <pub-id pub-id-type="doi">10.1021/ac050921y</pub-id> </citation>
</ref>
<ref id="B21">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Lomonossoff</surname>
<given-names>G. P.</given-names>
</name>
<name>
<surname>Wege</surname>
<given-names>C.</given-names>
</name>
</person-group> (<year>2018</year>). <article-title>TMV Particles: The Journey from Fundamental Studies to Bionanotechnology Applications</article-title>. <source>Adv. Virus. Res.</source> <volume>102</volume>, <fpage>149</fpage>&#x2013;<lpage>176</lpage>. <pub-id pub-id-type="doi">10.1016/bs.aivir.2018.06.003</pub-id> </citation>
</ref>
<ref id="B22">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Love</surname>
<given-names>A. J.</given-names>
</name>
<name>
<surname>Makarov</surname>
<given-names>V. V.</given-names>
</name>
<name>
<surname>Sinitsyna</surname>
<given-names>O. V.</given-names>
</name>
<name>
<surname>Shaw</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Yaminsky</surname>
<given-names>I. V.</given-names>
</name>
<name>
<surname>Kalinina</surname>
<given-names>N. O.</given-names>
</name>
<etal/>
</person-group> (<year>2015</year>). <article-title>A Genetically Modified Tobacco Mosaic Virus that Can Produce Gold Nanoparticles from a Metal Salt Precursor</article-title>. <source>Front. Plant Sci.</source> <volume>6</volume>, <fpage>984</fpage>. <pub-id pub-id-type="doi">10.3389/fpls.2015.00984</pub-id> </citation>
</ref>
<ref id="B23">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Mardanova</surname>
<given-names>E. S.</given-names>
</name>
<name>
<surname>Blokhina</surname>
<given-names>E. A.</given-names>
</name>
<name>
<surname>Tsybalova</surname>
<given-names>L. M.</given-names>
</name>
<name>
<surname>Peyret</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Lomonossoff</surname>
<given-names>G. P.</given-names>
</name>
<name>
<surname>Ravin</surname>
<given-names>N. V.</given-names>
</name>
</person-group> (<year>2017</year>). <article-title>Efficient Transient Expression of Recombinant Proteins in Plants by the Novel pEff Vector Based on the Genome of Potato Virus X</article-title>. <source>Front. Plant Sci.</source> <volume>8</volume>, <fpage>247</fpage>. <pub-id pub-id-type="doi">10.3389/fpls.2017.00247</pub-id> </citation>
</ref>
<ref id="B24">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>McKinney</surname>
<given-names>W.</given-names>
</name>
</person-group> (<year>2010</year>). <article-title>Data Structures for Statistical Computing in Python</article-title>. <source>Proc. 9th Python Sci. Conf.</source> <volume>445</volume>, <fpage>51</fpage>&#x2013;<lpage>56</lpage>. <pub-id pub-id-type="doi">10.25080/majora-92bf1922-00a</pub-id> </citation>
</ref>
<ref id="B25">
<citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname>Oliphant</surname>
<given-names>T. E.</given-names>
</name>
</person-group> (<year>2006</year>). <source>A Guide to NumPy</source>, <volume>1</volume>. <publisher-loc>USA</publisher-loc>: <publisher-name>Trelgol Publishing</publisher-name>. </citation>
</ref>
<ref id="B26">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Peelle</surname>
<given-names>B. R.</given-names>
</name>
<name>
<surname>Krauland</surname>
<given-names>E. M.</given-names>
</name>
<name>
<surname>Wittrup</surname>
<given-names>K. D.</given-names>
</name>
<name>
<surname>Belcher</surname>
<given-names>A. M.</given-names>
</name>
</person-group> (<year>2005</year>). <article-title>Design Criteria for Engineering Inorganic Material- Specific Peptides</article-title>. <source>Langmuir</source> <volume>21</volume>, <fpage>6929</fpage>&#x2013;<lpage>6933</lpage>. <pub-id pub-id-type="doi">10.1021/la050261s</pub-id> </citation>
</ref>
<ref id="B27">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Petukhova</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Gasanova</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Ivanov</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Atabekov</surname>
<given-names>J.</given-names>
</name>
</person-group> (<year>2014</year>). <article-title>High-level Systemic Expression of Conserved Influenza Epitope in Plants on the Surface of Rod-Shaped Chimeric Particles</article-title>. <source>Viruses</source> <volume>6</volume>, <fpage>1789</fpage>&#x2013;<lpage>1800</lpage>. <pub-id pub-id-type="doi">10.3390/v6041789</pub-id> </citation>
</ref>
<ref id="B28">
<citation citation-type="book">
<collab>R Core Team</collab> (<year>2021</year>). <source>R: A Language and Environment for Statistical Computing</source>. <publisher-loc>Vienna, Austria</publisher-loc>: <publisher-name>R Foundation for Statistical Computing</publisher-name>. <pub-id pub-id-type="doi">10.3390/v6041789</pub-id> </citation>
</ref>
<ref id="B29">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Sainsbury</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Thuenemann</surname>
<given-names>E. C.</given-names>
</name>
<name>
<surname>Lomonossoff</surname>
<given-names>G. P.</given-names>
</name>
</person-group> (<year>2009</year>). <article-title>pEAQ: Versatile Expression Vectors for Easy and Quick Transient Expression of Heterologous Proteins in Plants</article-title>. <source>Plant Biotechnol. J.</source> <volume>7</volume>, <fpage>682</fpage>&#x2013;<lpage>693</lpage>. <pub-id pub-id-type="doi">10.1111/j.1467-7652.2009.00434.x</pub-id> </citation>
</ref>
<ref id="B30">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Saunders</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Lomonossoff</surname>
<given-names>G. P.</given-names>
</name>
</person-group> (<year>2017</year>). <article-title>In Planta Synthesis of Designer Length Tobacco Mosaic Virus&#x2010;Based Nano&#x2010;Rods that Can Be Used to Fabricate Nano&#x2010;Wires</article-title>. <source>Front. Plant Sci.</source> <volume>8</volume>, <fpage>1335</fpage>. <pub-id pub-id-type="doi">10.3389/fpls.2017.01335</pub-id> </citation>
</ref>
<ref id="B31">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Saunders</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Sainsbury</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Lomonossoff</surname>
<given-names>G. P.</given-names>
</name>
</person-group> (<year>2009</year>). <article-title>Efficient Generation of Cowpea Mosaicvirus Empty Virus-like Particles by the Proteolytic Processing of Precursors in Insect Cells and Plants</article-title>. <source>Virology</source> <volume>393</volume>, <fpage>329</fpage>&#x2013;<lpage>337</lpage>. <pub-id pub-id-type="doi">10.1016/j.virol.2009.08.023</pub-id> </citation>
</ref>
<ref id="B32">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Shah</surname>
<given-names>S. N.</given-names>
</name>
<name>
<surname>Steinmetz</surname>
<given-names>N. F.</given-names>
</name>
<name>
<surname>Aljabali</surname>
<given-names>A. A. A.</given-names>
</name>
<name>
<surname>Lomonossoff</surname>
<given-names>G. P.</given-names>
</name>
<name>
<surname>Evans</surname>
<given-names>D. J.</given-names>
</name>
</person-group> (<year>2009</year>). <article-title>Environmentally Benign Synthesis of Virus-Templated, Monodisperse, Iron-Platinum Nanoparticles</article-title>. <source>Dalton Trans.</source> <volume>40</volume>, <fpage>8479</fpage>&#x2013;<lpage>8480</lpage>. <pub-id pub-id-type="doi">10.1039/b906847c</pub-id> </citation>
</ref>
<ref id="B33">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Shah</surname>
<given-names>S. N.</given-names>
</name>
<name>
<surname>Shah</surname>
<given-names>S. S.</given-names>
</name>
<name>
<surname>Ito</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>Heddle</surname>
<given-names>J. G.</given-names>
</name>
</person-group> (<year>2014</year>). <article-title>Template-Free, Hollow and Porous Platinum Nanotubes Derived from Tobamovirus and Their Three-Dimensional Structure at the Nanoscale</article-title>. <source>RSC Adv.</source> <volume>4</volume>, <fpage>39305</fpage>&#x2013;<lpage>39311</lpage>. <pub-id pub-id-type="doi">10.1039/c4ra04681a</pub-id> </citation>
</ref>
<ref id="B34">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Shah</surname>
<given-names>S. N.</given-names>
</name>
<name>
<surname>Khan</surname>
<given-names>A. A.</given-names>
</name>
<name>
<surname>Espinosa</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Garcia</surname>
<given-names>M. A.</given-names>
</name>
<name>
<surname>Nuansing</surname>
<given-names>W.</given-names>
</name>
<name>
<surname>Ungureanu</surname>
<given-names>M.</given-names>
</name>
<etal/>
</person-group> (<year>2016</year>). <article-title>Virus-Templated Near-Amorphous Iron Oxide Nanotubes</article-title>. <source>Langmuir</source> <volume>32</volume>, <fpage>5899</fpage>&#x2013;<lpage>5908</lpage>. <pub-id pub-id-type="doi">10.1021/acs.langmuir.5b04491</pub-id> </citation>
</ref>
<ref id="B35">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Shenton</surname>
<given-names>W.</given-names>
</name>
<name>
<surname>Douglas</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Young</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Stubbs</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Mann</surname>
<given-names>S.</given-names>
</name>
</person-group> (<year>1999</year>). <article-title>Inorganic-Organic Nanotube Composites from Template Mineralization of Tobacco Mosaic Virus</article-title>. <source>Adv. Mater.</source> <volume>11</volume>, <fpage>253</fpage>&#x2013;<lpage>256</lpage>. <pub-id pub-id-type="doi">10.1002/(sici)1521-4095(199903)11:3&#x3c;253::aid-adma253&#x3e;3.0.co;2-7</pub-id> </citation>
</ref>
<ref id="B36">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Steere</surname>
<given-names>R. L.</given-names>
</name>
</person-group> (<year>1963</year>). <article-title>Tobacco Mosaic Virus: Purifying and Sorting Associated Particles According to Length</article-title>. <source>Science</source> <volume>140</volume>, <fpage>1089</fpage>&#x2013;<lpage>1090</lpage>. <pub-id pub-id-type="doi">10.1126/science.140.3571.1089</pub-id> </citation>
</ref>
<ref id="B37">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Steinmetz</surname>
<given-names>N. F.</given-names>
</name>
<name>
<surname>Shah</surname>
<given-names>S. N.</given-names>
</name>
<name>
<surname>Barclay</surname>
<given-names>J. E.</given-names>
</name>
<name>
<surname>Rallapalli</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Lomonossoff</surname>
<given-names>G. P.</given-names>
</name>
<name>
<surname>Evans</surname>
<given-names>D. J.</given-names>
</name>
</person-group> (<year>2009</year>). <article-title>Virus-Templated Silica Nanoparticles</article-title>. <source>Small</source> <volume>5</volume> (<issue>7</issue>), <fpage>813</fpage>&#x2013;<lpage>816</lpage>. <pub-id pub-id-type="doi">10.1002/smll.200801348</pub-id> </citation>
</ref>
<ref id="B38">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Symington</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Commoner</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Yamada</surname>
<given-names>M.</given-names>
</name>
</person-group> (<year>1962</year>). <article-title>Linear Biosynthesis of Tobacco Mosaic Virus: Evidence that Short Virus Rods Are Natural Products of Tmv Biosynthesis</article-title>. <source>Proc. Natl. Acad. Sci. U.S.A.</source> <volume>48</volume>, <fpage>1675</fpage>&#x2013;<lpage>1683</lpage>. <pub-id pub-id-type="doi">10.1073/pnas.48.9.1675</pub-id> </citation>
</ref>
<ref id="B39">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Thuenemann</surname>
<given-names>E. C.</given-names>
</name>
<name>
<surname>Byrne</surname>
<given-names>M. J.</given-names>
</name>
<name>
<surname>Peyret</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Saunders</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Castells-Graells</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Ferriol</surname>
<given-names>I.</given-names>
</name>
<etal/>
</person-group> (<year>2021</year>). <article-title>A Replicating Viral Vector Greatly Enhances Accumulation of Helical Virus-like Particles in Plants</article-title>. <source>Viruses</source> <volume>13</volume>, <fpage>885</fpage>. <pub-id pub-id-type="doi">10.3390/v13050885</pub-id> </citation>
</ref>
<ref id="B40">
<citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname>Ushey</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Allaire</surname>
<given-names>J. J.</given-names>
</name>
<name>
<surname>Tang</surname>
<given-names>Y.</given-names>
</name>
</person-group> (<year>2021</year>). <source>Reticulate: Interface to &#x2018;Python&#x27;</source>. <comment>R package version 1.20. Available from: <ext-link ext-link-type="uri" xlink:href="https://github.com/rstudio/reticulate">https://github.com/rstudio/reticulate</ext-link>
</comment>. </citation>
</ref>
<ref id="B41">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Van der Walt</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Sch&#xf6;nberger</surname>
<given-names>J. L.</given-names>
</name>
<name>
<surname>Nunez-Iglesias</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Boulogne</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Warner</surname>
<given-names>J. D.</given-names>
</name>
<name>
<surname>Yager</surname>
<given-names>N.</given-names>
</name>
<etal/>
</person-group> (<year>2014</year>). <article-title>Scikit-Image: Image Processing in Python</article-title>. <source>Peer J.</source> <volume>2</volume>, <fpage>e453</fpage>. <pub-id pub-id-type="doi">10.7717/peerj.453</pub-id> </citation>
</ref>
<ref id="B42">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Venkataraman</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Hefferon</surname>
<given-names>K.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>Application of Plant Viruses in Biotechnology, Medicine, and Human Health</article-title>. <source>Viruses</source> <volume>13</volume>, <fpage>167</fpage>. <pub-id pub-id-type="doi">10.3390/v13091697</pub-id> </citation>
</ref>
<ref id="B43">
<citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname>Wickham</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Bryan</surname>
<given-names>J.</given-names>
</name>
</person-group> (<year>2019</year>). <source>Readxl: Read Excel Files</source>. <comment>Available from: <ext-link ext-link-type="uri" xlink:href="https://readxl.tidyverse.orghttps://github.com/tidyverse/readxl">https://readxl.tidyverse.orghttps://github.com/tidyverse/readxl</ext-link>
</comment>. </citation>
</ref>
<ref id="B44">
<citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname>Wickham</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Fran&#xe7;ois</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Henry</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>M&#xfc;ller</surname>
<given-names>K.</given-names>
</name>
</person-group> (<year>2021</year>). <source>Dplyr: A Grammar of Data Manipulation</source>. <comment>Available from: <ext-link ext-link-type="uri" xlink:href="https://dplyr.tidyverse.orghttps://github.com/tidyverse/dplyr">https://dplyr.tidyverse.orghttps://github.com/tidyverse/dplyr</ext-link>
</comment>. </citation>
</ref>
<ref id="B45">
<citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname>Wickham</surname>
<given-names>H.</given-names>
</name>
</person-group> (<year>2016</year>). <source>ggplot2: Elegant Graphics for Data Analysis</source>. <publisher-loc>New York</publisher-loc>: <publisher-name>Springer-Verlag</publisher-name>. </citation>
</ref>
<ref id="B46">
<citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname>Wickham</surname>
<given-names>H.</given-names>
</name>
</person-group> (<year>2021</year>). <source>Tidyr: Tidy Messy Data</source>. <comment>Available from: <ext-link ext-link-type="uri" xlink:href="https://tidyr.tidyverse.orghttps://github.com/tidyverse/tidyr">https://tidyr.tidyverse.orghttps://github.com/tidyverse/tidyr</ext-link>
</comment>. </citation>
</ref>
<ref id="B47">
<citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname>Xie</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Cheng</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Tan</surname>
<given-names>X.</given-names>
</name>
</person-group> (<year>2021</year>). <source>DT: A Wrapper of the JavaScript Library &#x2018;DataTables&#x27;</source>. <comment>R package version 0.19. Available from: <ext-link ext-link-type="uri" xlink:href="https://github.com/rstudio/DT">https://github.com/rstudio/DT</ext-link>
</comment>. </citation>
</ref>
</ref-list>
</back>
</article>