<?xml version="1.0" encoding="UTF-8"?><!DOCTYPE article  PUBLIC "-//NLM//DTD Journal Publishing DTD v3.0 20080202//EN" "http://dtd.nlm.nih.gov/publishing/3.0/journalpublishing3.dtd"><article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" dtd-version="3.0" xml:lang="en" article-type="research article"><front><journal-meta><journal-id journal-id-type="publisher-id">ABB</journal-id><journal-title-group><journal-title>Advances in Bioscience and Biotechnology</journal-title></journal-title-group><issn pub-type="epub">2156-8456</issn><publisher><publisher-name>Scientific Research Publishing</publisher-name></publisher></journal-meta><article-meta><article-id pub-id-type="doi">10.4236/abb.2018.910035</article-id><article-id pub-id-type="publisher-id">ABB-87813</article-id><article-categories><subj-group subj-group-type="heading"><subject>Articles</subject></subj-group><subj-group subj-group-type="Discipline-v2"><subject>Biomedical&amp;Life Sciences</subject></subj-group></article-categories><title-group><article-title>
 
 
  Numerical Study on the Relationship between the Number of Ferritin Subunits and the Size of Outer Diameter
 
</article-title></title-group><contrib-group><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Xinye</surname><given-names>Zhao</given-names></name><xref ref-type="aff" rid="aff1"><sup>1</sup></xref></contrib><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Junhui</surname><given-names>Gao</given-names></name><xref ref-type="aff" rid="aff2"><sup>2</sup></xref><xref ref-type="corresp" rid="cor1"><sup>*</sup></xref></contrib></contrib-group><aff id="aff2"><addr-line>American and European International Study Center, Wuxi, China</addr-line></aff><aff id="aff1"><addr-line>Hwa Chong Institution, Singapore City, Singapore</addr-line></aff><pub-date pub-type="epub"><day>15</day><month>10</month><year>2018</year></pub-date><volume>09</volume><issue>10</issue><fpage>513</fpage><lpage>519</lpage><history><date date-type="received"><day>20,</day>	<month>September</month>	<year>2018</year></date><date date-type="rev-recd"><day>13,</day>	<month>October</month>	<year>2018</year>	</date><date date-type="accepted"><day>16,</day>	<month>October</month>	<year>2018</year></date></history><permissions><copyright-statement>&#169; Copyright  2014 by authors and Scientific Research Publishing Inc. </copyright-statement><copyright-year>2014</copyright-year><license><license-p>This work is licensed under the Creative Commons Attribution International License (CC BY). http://creativecommons.org/licenses/by/4.0/</license-p></license></permissions><abstract><p>
 
 
  Ferritin is assembled from sub-chains into a spherical shape. We have found that the number of sub-chains is generally 3, 6, 8, 12, 24, 36, and the corresponding spherical volume (outer diameter) is also different. In this paper, using the protein structural data from PDB website, linear regression was carried out to model the relationship between sub-chain number and outer diameter of 25 ferritins by calculation and analysis, but the results were not ideal. In order to improve the model, we divided the 25 proteins into two groups by molecular evolution, followed by the establishment of a linear model. The correlation coefficient of one group was R
  <sup>2</sup>
   = 0.98. Based on calculations and modelling, we hypothesize that the new ferritin formed by the 
  3kx9 site-directed mutagenesis is no longer 24-chain, but a 36-chain mutant.
 
</p></abstract><kwd-group><kwd>Ferritin</kwd><kwd> Outer Diameter</kwd><kwd> Number of Strands</kwd><kwd> Sequence Similarity</kwd><kwd> Evolutionary Tree</kwd></kwd-group></article-meta></front><body><sec id="s1"><title>1. Introduction</title><p>Recent findings have led to a greater awareness that only a small fraction of proteins function in isolation while the majority of soluble and membrane-bound proteins in modern cells are symmetrical oligomeric complexes with two or more identical or very similar chains [<xref ref-type="bibr" rid="scirp.87813-ref1">1</xref>] [<xref ref-type="bibr" rid="scirp.87813-ref2">2</xref>] . It is argued that the evolution of protein complexes gives several potential advantages such as increased structural size and diversity, and increased opportunities for allosteric regulation and protein activation [<xref ref-type="bibr" rid="scirp.87813-ref3">3</xref>] [<xref ref-type="bibr" rid="scirp.87813-ref4">4</xref>] . Among these complexes, cage architectures have been observed through the self-assembly of viral capsid, vault, heat shock and ferritin proteins [<xref ref-type="bibr" rid="scirp.87813-ref5">5</xref>] . In this paper, we specifically looked at ferritin which can be found ubiquitously in nature.</p><p>Ferritin plays a key role in iron detoxification and reserve, storing excess cellular iron as mineralized hydrous ferric oxide in their cavities. Ferritin proteinscan self-assemble into multi-subunit, nano-scale cages. They are also highly amenable through genetic and chemical modifications, which have attracted much recent attention in drug delivery studies and nanomaterial science [<xref ref-type="bibr" rid="scirp.87813-ref6">6</xref>] . In our previous research, site-directed mutagenesis on N- and C-termini of ferritin 3kx9 led to an increase in the volume of self-assembled protein cages [<xref ref-type="bibr" rid="scirp.87813-ref7">7</xref>] . In order to account for this observation, we will look into the relationship between the number of ferritin subunits and the size of its outer diameter in this paper.</p></sec><sec id="s2"><title>2. Data</title><p>All protein structural data involved in this calculation was from the PDB [<xref ref-type="bibr" rid="scirp.87813-ref8">8</xref>] website (http://www.rcsb.org/). On the website, we identified all proteins that share more than 40% similarity to the amino acid sequence of 3kx9 provided by PDB. We found a total of 25 such proteins, including 3kx9. The 3D structure file (PDB format) and the sequence information file (fasta format) for each protein were downloaded.</p></sec><sec id="s3"><title>3. Method</title><p>In our previously published paper [<xref ref-type="bibr" rid="scirp.87813-ref9">9</xref>] , the results of the two calculation methods were compared. Due to the relatively large amount of calculation, the method based on the center of the sphere is used here. The paper [<xref ref-type="bibr" rid="scirp.87813-ref9">9</xref>] also gives a comparison of the calculation results of the two methods. Considering the reliability of the results, we calculated 80%, 85%, 90%, 95% of the maximum distance from the spherical center respectively. The average of the values was multiplied by 2 as the outer diameter. After obtaining the outer diameter data, we used linear regression to establish the relationship between the outer diameter of the 25 ferritin and the daughter strand.</p></sec><sec id="s4"><title>4. Results</title><p>The outer diameter and the number of sub-chains of 25 ferritins are shown in <xref ref-type="table" rid="table1">Table 1</xref>.</p><p><xref ref-type="fig" rid="fig1">Figure 1</xref> shows the outer diameter density distribution of ferritins with 6, 8 and 24 sub-chains.</p><p>We used linear regression to establish the relationship between the outer diameter and the number of daughter strands of the 25 ferritins. <xref ref-type="fig" rid="fig2">Figure 2</xref> shows the results of linear regression.</p><p>In <xref ref-type="fig" rid="fig2">Figure 2</xref>, the abscissa is the number of sub-chains, and the ordinate is the corresponding outer diameter. The correlation coefficient R<sup>2</sup> = 0.6469, indicating that the performance of the model is very limited. In particular, we can see</p><table-wrap id="table1" ><label><xref ref-type="table" rid="table1">Table 1</xref></label><caption><title> OD and number of sub-chains of 25 ferritins</title></caption><table><tbody><thead><tr><th align="center" valign="middle" >Protein number</th><th align="center" valign="middle" >Outer diameter</th><th align="center" valign="middle" >Number of sub-chains</th><th align="center" valign="middle" >Protein number</th><th align="center" valign="middle" >Outer diameter</th><th align="center" valign="middle" >Number of sub-chains</th></tr></thead><tr><td align="center" valign="middle" >1krq</td><td align="center" valign="middle" >37.5</td><td align="center" valign="middle" >1</td><td align="center" valign="middle" >1z4a</td><td align="center" valign="middle" >94.5</td><td align="center" valign="middle" >8</td></tr><tr><td align="center" valign="middle" >3qz3</td><td align="center" valign="middle" >55.5</td><td align="center" valign="middle" >3</td><td align="center" valign="middle" >5v5k</td><td align="center" valign="middle" >85.5</td><td align="center" valign="middle" >8</td></tr><tr><td align="center" valign="middle" >1eum</td><td align="center" valign="middle" >76.5</td><td align="center" valign="middle" >6</td><td align="center" valign="middle" >1s3q</td><td align="center" valign="middle" >111.0</td><td align="center" valign="middle" >12</td></tr><tr><td align="center" valign="middle" >3bve</td><td align="center" valign="middle" >76.5</td><td align="center" valign="middle" >6</td><td align="center" valign="middle" >1sq3</td><td align="center" valign="middle" >111.0</td><td align="center" valign="middle" >12</td></tr><tr><td align="center" valign="middle" >3bvf</td><td align="center" valign="middle" >76.5</td><td align="center" valign="middle" >6</td><td align="center" valign="middle" >5c6f</td><td align="center" valign="middle" >148.5</td><td align="center" valign="middle" >12</td></tr><tr><td align="center" valign="middle" >3bvi</td><td align="center" valign="middle" >75.0</td><td align="center" valign="middle" >6</td><td align="center" valign="middle" >5ls9</td><td align="center" valign="middle" >111.0</td><td align="center" valign="middle" >12</td></tr><tr><td align="center" valign="middle" >3bvk</td><td align="center" valign="middle" >76.5</td><td align="center" valign="middle" >6</td><td align="center" valign="middle" >5u1a</td><td align="center" valign="middle" >133.5</td><td align="center" valign="middle" >12</td></tr><tr><td align="center" valign="middle" >3bvl</td><td align="center" valign="middle" >76.5</td><td align="center" valign="middle" >6</td><td align="center" valign="middle" >2x17</td><td align="center" valign="middle" >109.5</td><td align="center" valign="middle" >24</td></tr><tr><td align="center" valign="middle" >3egm</td><td align="center" valign="middle" >75.0</td><td align="center" valign="middle" >6</td><td align="center" valign="middle" >3kx9</td><td align="center" valign="middle" >109.5</td><td align="center" valign="middle" >24</td></tr><tr><td align="center" valign="middle" >4reu</td><td align="center" valign="middle" >76.5</td><td align="center" valign="middle" >6</td><td align="center" valign="middle" >2jd6</td><td align="center" valign="middle" >153.0</td><td align="center" valign="middle" >36</td></tr><tr><td align="center" valign="middle" >4xgs</td><td align="center" valign="middle" >76.5</td><td align="center" valign="middle" >6</td><td align="center" valign="middle" >2jd7</td><td align="center" valign="middle" >153.0</td><td align="center" valign="middle" >36</td></tr><tr><td align="center" valign="middle" >4ztt</td><td align="center" valign="middle" >76.5</td><td align="center" valign="middle" >6</td><td align="center" valign="middle" >2jd8</td><td align="center" valign="middle" >153.0</td><td align="center" valign="middle" >36</td></tr><tr><td align="center" valign="middle" >1vlg</td><td align="center" valign="middle" >82.5</td><td align="center" valign="middle" >8</td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td><td align="center" valign="middle" ></td></tr></tbody></table></table-wrap><p>that the outer diameter distribution of the 12 sub-chains is very large, ranging from about 140 to 210. Also, the outer diameter of the 24 sub-chains is found to be significantly lower than the expected value of the model.</p></sec><sec id="s5"><title>5. Discussion</title><sec id="s5_1"><title>5.1. Ways to Improve</title><p>We found that all 25 ferritins consisted of multiple daughter strands of an identical sequence. We used Maga [<xref ref-type="bibr" rid="scirp.87813-ref10">10</xref>] software to construct a phylogenetic tree for the sub-chains of 25 proteins. The results are shown in <xref ref-type="fig" rid="fig3">Figure 3</xref>.</p><p>From <xref ref-type="fig" rid="fig3">Figure 3</xref>, we discovered that 25 ferritins can be roughly divided into two groups. The lower group contains 11 proteins with corresponding number of sub-chains of 8, 12, 24, 36. The upper group contains 14 proteins, and the corresponding number of sub-chains is 1, 3, 6, and 12 respectively. Obviously, the outer diameter of the lower set is larger compared to that of the upper set. Both groups contain 12 sub-chains, which explains why the 12 sub-chains have the largest difference in outer diameter.</p><p>A linear regression model was established for the number of sub-chains and the outer diameter of the upper and lower groups, respectively. The results are shown in <xref ref-type="fig" rid="fig4">Figure 4</xref> and <xref ref-type="fig" rid="fig5">Figure 5</xref>.</p><p>In <xref ref-type="fig" rid="fig4">Figure 4</xref>, R<sup>2</sup> = 0.7041, which is improved compared with <xref ref-type="fig" rid="fig2">Figure 2</xref>. In <xref ref-type="fig" rid="fig5">Figure 5</xref>, R<sup>2</sup> = 0.9834, which is perfect.</p></sec><sec id="s5_2"><title>5.2. The Problem That the Amino Acid Sequence Is Consistent and the Number of Sub-Chains Is Different</title><p>We found that the sequences of 3kx9 and 1s3q are identical, but the number of the two sub-chains is different. There are 24 sub-chains in 3kx9 and only 12</p><p>sub-chains in 1s3q. This indicates that protein self-assembly is a complex kinetic process. Under different conditions, the same sequence of sub-chains can produce ferritins with different number of daughter strands.</p><p>Interestingly, the number of sub-chains of 3kx9 is twice of 1s3q, but the volume of both is almost the same. Does this mean that the amino acid density of 3kx9 doubles that of 1s3q? This question deserves further exploration.</p></sec><sec id="s5_3"><title>5.3. The Problem That the Mutant’s Volume Becomes Larger</title><p>In their work, Williams and co-workers demonstrates that a mutation at a critical interface in DNA-binding protein from starved cells (DPS) alters its assembly</p><p>from the canonical 12-mer to a ferritin-like 24-mer under crystallization [<xref ref-type="bibr" rid="scirp.87813-ref11">11</xref>] . According to the size distribution curve of 36-mer ferritin (<xref ref-type="fig" rid="fig6">Figure 6</xref>), it may well be that an increase in diameter from 12 to 18 d∙nm after site-directed mutagenesis on ferritin 3kx9 is due to a structural switch from 24-mer to 36-mer. If this speculation can be confirmed with experimental data, it introduces a new concept of mutational switch between related protein subfamilies.</p></sec></sec><sec id="s6"><title>6. Conclusion</title><p>In this paper, we discovered a close relationship between the number and type of ferritin subunits and the size of outer diameter. After dividing 25 ferritins into two groups based on evolutionary relationships, we significantly enhanced the accuracy of the model and showed a strong positive linear correlation between subunit number and outer diameter of ferritins in both groups, which provided novel understandings of the structural features of ferritin.</p></sec><sec id="s7"><title>Conflicts of Interest</title><p>The authors declare no conflicts of interest regarding the publication of this paper.</p></sec><sec id="s8"><title>Cite this paper</title><p>Zhao, X.Y. and Gao, J.H. (2018) Numerical Study on the Relationship between the Number of Ferritin Subunits and the Size of Outer Diameter. Advances in Bioscience and Biotechnology, 9, 513-519. https://doi.org/10.4236/abb.2018.910035</p></sec></body><back><ref-list><title>References</title><ref id="scirp.87813-ref1"><label>1</label><mixed-citation publication-type="other" xlink:type="simple">Goodsell, D.S. and Olson, A.J. (2000) Structural Symmetry and Protein Function. Annual Review of Biophysics and Biomolecular Structure, 29, 105-153.  
https://doi.org/10.1146/annurev.biophys.29.1.105</mixed-citation></ref><ref id="scirp.87813-ref2"><label>2</label><mixed-citation publication-type="other" xlink:type="simple">Ponstingl, H., Kabir, T., Gorse, D. and Thornton, J.M. (2005) Morphological Aspects of Oligomeric Protein Structures. Progress in Biophysics and Molecular Biology, 89, 9-35. https://doi.org/10.1016/j.pbiomolbio.2004.07.010</mixed-citation></ref><ref id="scirp.87813-ref3"><label>3</label><mixed-citation publication-type="other" xlink:type="simple">Lynch, M. (2012) The Evolution of Multimeric Protein Assemblages. Molecular Biology Evolution, 29, 1353-1366. https://doi.org/10.1093/molbev/msr300</mixed-citation></ref><ref id="scirp.87813-ref4"><label>4</label><mixed-citation publication-type="other" xlink:type="simple">Hashimoto, K., Nishi, H., Bryant, S. and Panchenko, AR. (2011) Caught in Self-Interaction: Evolutionary and Functional Mechanisms of Protein Homooligomerization. Physical Biology, 8, Article ID: 035007.  
https://doi.org/10.1088/1478-3975/8/3/035007</mixed-citation></ref><ref id="scirp.87813-ref5"><label>5</label><mixed-citation publication-type="other" xlink:type="simple">Zhang, Y. and Orner, B.P. (2011) Self-Assembly in the Ferritin Nano-Cage Protein Superfamily. International Journal of Molecular Sciences, 12, 5406-5421.  
https://doi.org/10.3390/ijms12085406</mixed-citation></ref><ref id="scirp.87813-ref6"><label>6</label><mixed-citation publication-type="other" xlink:type="simple">Ghirlando, R., Mutskova, R. and Schwartz, C. (2016) Enrichment and Characterization of Ferritin for Nanomaterial Applications. Nanotechnology, 27, Article ID: 045102. https://doi.org/10.1088/0957-4484/27/4/045102</mixed-citation></ref><ref id="scirp.87813-ref7"><label>7</label><mixed-citation publication-type="other" xlink:type="simple">Zhao, X. and Cai X. (2018) Site-Directed MUTAGENESIS on the N-Terminus and C-Terminus of Wild Type and Mutant Ferritins.</mixed-citation></ref><ref id="scirp.87813-ref8"><label>8</label><mixed-citation publication-type="other" xlink:type="simple">PDB. http://www.rcsb.org/</mixed-citation></ref><ref id="scirp.87813-ref9"><label>9</label><mixed-citation publication-type="other" xlink:type="simple">Zhao, X. and Gao, J. (2018) Two Methods for Calculating the Size Distribution of Ferritin’s Outer Diameter. Computational Molecular Bioscience, 8, 115-121.  
https://doi.org/10.4236/cmb.2018.83006</mixed-citation></ref><ref id="scirp.87813-ref10"><label>10</label><mixed-citation publication-type="other" xlink:type="simple">Kumar, S., Tamura, K. and Nei, M. (1994) MEGA: Molecular Evolutionary Genetics Analysis Software for Microcomputers. Computer Applications in the Biosciences, 10, 189-191.</mixed-citation></ref><ref id="scirp.87813-ref11"><label>11</label><mixed-citation publication-type="other" xlink:type="simple">Williams, S.M., et al. (2017) A Mutation Directs the Structural Switch of DNA Binding Proteins under Starvation to a Ferritin-Like Protein Cage. Structure, 25, 1449-1454. https://doi.org/10.1016/j.str.2017.07.006</mixed-citation></ref></ref-list></back></article>