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 <!DOCTYPE article PUBLIC "-//NLM//DTD JATS (Z39.96) Journal Publishing DTD v1.0 20120330//EN" "http://jats.nlm.nih.gov/publishing/1.0/JATS-journalpublishing1.dtd"> <article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" article-type="review-article" dtd-version="1.0" xml:lang="en">
  <front>
    <journal-meta>
      <journal-id journal-id-type="publisher-id">JBBS</journal-id>
      <journal-title-group>
        <journal-title>Journal of Biotechnology and Biomedical Science</journal-title>
      </journal-title-group>
      <issn pub-type="epub">2576-6694</issn>
      <publisher>
        <publisher-name>Open Access Pub</publisher-name>
        <publisher-loc>United States</publisher-loc>
      </publisher>
    </journal-meta>
    <article-meta>
      <article-id pub-id-type="publisher-id">JBBS-18-2173</article-id>
      <article-id pub-id-type="doi">10.14302/issn.2576-6694.jbbs-18-2173</article-id>
      <article-categories>
        <subj-group>
          <subject>review-article</subject>
        </subj-group>
      </article-categories>
      <title-group>
        <article-title>The Emerging Role of Bioinformatics in Biotechnology</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author">
          <name>
            <surname>Nida</surname>
            <given-names>Tabassum Khan</given-names>
          </name>
          <xref ref-type="aff" rid="idm1842675924">1</xref>
          <xref ref-type="aff" rid="idm1842677076">*</xref>
        </contrib>
      </contrib-group>
      <aff id="idm1842675924">
        <label>1</label>
        <addr-line>Department of Biotechnology, Faculty of Life Sciences and Informatics, Balochistan University of Information Technology Engineering and Management Sciences,(BUITEMS),Quetta,  Pakistan</addr-line>
      </aff>
      <aff id="idm1842677076">
        <label>*</label>
        <addr-line>corresponding author</addr-line>
      </aff>
      <contrib-group>
        <contrib contrib-type="editor">
          <name>
            <surname>Hammad</surname>
            <given-names>Afzal</given-names>
          </name>
          <xref ref-type="aff" rid="idm1842812188">1</xref>
        </contrib>
      </contrib-group>
      <aff id="idm1842812188">
        <label>1</label>
        <addr-line>SZABIST, Karachi.</addr-line>
      </aff>
      <author-notes>
        <corresp>
          Nida Tabassum Khan, Department of Biotechnology, Faculty of Life Sciences, and Informatics,, Balochistan, University of Information Technology Engineering and Management Sciences,(BUITEMS),Quetta, Pakistan, . Email: <email>nidatabassumkhan@yahoo.com</email>
        </corresp>
        <fn fn-type="conflict" id="idm1843054412">
          <p>The authors have declared that no competing interests exist.</p>
        </fn>
      </author-notes>
      <pub-date pub-type="epub" iso-8601-date="2018-08-07">
        <day>07</day>
        <month>08</month>
        <year>2018</year>
      </pub-date>
      <volume>1</volume>
      <issue>3</issue>
      <fpage>13</fpage>
      <lpage>24</lpage>
      <history>
        <date date-type="received">
          <day>18</day>
          <month>06</month>
          <year>2018</year>
        </date>
        <date date-type="accepted">
          <day>02</day>
          <month>08</month>
          <year>2018</year>
        </date>
        <date date-type="online">
          <day>07</day>
          <month>08</month>
          <year>2018</year>
        </date>
      </history>
      <permissions>
        <copyright-statement>© </copyright-statement>
        <copyright-year>2018</copyright-year>
        <copyright-holder>Nida Tabassum Khan</copyright-holder>
        <license xlink:href="http://creativecommons.org/licenses/by/4.0/" xlink:type="simple">
          <license-p>This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.</license-p>
        </license>
      </permissions>
      <self-uri xlink:href="http://openaccesspub.org/jbbs/article/803">This article is available from http://openaccesspub.org/jbbs/article/803</self-uri>
      <abstract>
        <p>Bioinformatic tools is widely used to manage the enormous genomic and proteomic data involving DNA/protein sequences management, drug designing, homology modelling, motif/domain prediction ,docking, annotation and dynamic simulation etc. Bioinformatics offers a wide range of applications in numerous disciplines such as genomics. Proteomics, comparative genomics, nutrigenomics, microbial genome, biodefense, forensics etc. Thus it offers promising future to accelerate scientific research in biotechnology </p>
      </abstract>
      <kwd-group>
        <kwd>CisML</kwd>
        <kwd>Possum</kwd>
        <kwd>Clover</kwd>
        <kwd>SeqVISTA</kwd>
        <kwd>WebGeSTer</kwd>
        <kwd>GeneChords.</kwd>
      </kwd-group>
      <counts>
        <fig-count count="0"/>
        <table-count count="5"/>
        <page-count count="12"/>
      </counts>
    </article-meta>
  </front>
  <body>
    <sec id="idm1842539156" sec-type="intro">
      <title>Introduction</title>
      <p>Bioinformatics provided computational ways for data analysis by employing informatics tools and softwares to determine protein/gene structure or sequence, homology, molecular modeling of biological system, molecular docking etc to analyze and interpret data in insilico <xref ref-type="bibr" rid="ridm1850763484">1</xref>.Currently bioinformatics have become a principal technology in all life sciences research. Bioinformatics has been integrated into a number of different disciplines where it assists in better understanding of the data in a shorter time frame <xref ref-type="bibr" rid="ridm1850769460">2</xref>. With the massive advancement in information technology, bioinformatics is growing rapidly providing new ways and approaches for the assessment of valuable data <xref ref-type="bibr" rid="ridm1850772820">3</xref>.Data mining and manipulations is an important aspect of bioinformatic <xref ref-type="bibr" rid="ridm1850848044">4</xref>. It allows researchers to collect, store, catalogue and analyse information in unique format that is easily manipulated for future research <xref ref-type="bibr" rid="ridm1850839260">5</xref>. Some examples of data manipulation include molecular online tools and the bio extract server <xref ref-type="bibr" rid="ridm1850619300">6</xref>. It is useful for accessing bimolecular data from many sources for many purposes. This is lab template for the proper accession and usage of online molecular tools like bio extract <xref ref-type="bibr" rid="ridm1850623548">7</xref>.</p>
      <p>Some applications of bioinformatics in biotechnology is given below:</p>
      <sec id="idm1842537788">
        <title>Genomics</title>
        <p>To manage an escalating amount of genomic information, bioinformatic tools are required to maintain and analyze the DNA sequences from different        organism <xref ref-type="bibr" rid="ridm1850617252">8</xref>. Determination of sequence homology, gene finding, coding region identification, structural and functional analyses of genomic sequences etc, all this is possible by the use of different bioinformatics tools and software packages <xref ref-type="bibr" rid="ridm1850611276">9</xref>.</p>
        <p>Given below is a list of few bioinformatics tools used in genomics <xref ref-type="table" rid="idm1843221236">Table 1</xref>.</p>
        <table-wrap id="idm1843221236">
          <label>Table 1.</label>
          <caption>
            <title> Bioinformatics tools/databases used in Genomics</title>
          </caption>
          <table rules="all" frame="box">
            <tbody>
              <tr>
                <th>
                  <bold>Bioinformatics tools</bold>
                </th>
                <td>
                  <bold>Purpose</bold>
                </td>
              </tr>
              <tr>
                <td>Carrie</td>
                <td>Transcriptional regulatory networks database <xref ref-type="bibr" rid="ridm1850610484">10</xref></td>
              </tr>
              <tr>
                <td>CisML</td>
                <td>Motif detection tool <xref ref-type="bibr" rid="ridm1850600324">11</xref></td>
              </tr>
              <tr>
                <td>ICSF</td>
                <td>Identification of conserved structural features in TF binding sites <xref ref-type="bibr" rid="ridm1850599964">12</xref></td>
              </tr>
              <tr>
                <td>Possum </td>
                <td>Tool for motif searching <xref ref-type="bibr" rid="ridm1850579428">13</xref></td>
              </tr>
              <tr>
                <td>Promoser</td>
                <td>Promoter extraction tool from eukaryotic organisms <xref ref-type="bibr" rid="ridm1850575828">14</xref></td>
              </tr>
              <tr>
                <td>REPFIND</td>
                <td>Determine clustered repeats in DNA fragment <xref ref-type="bibr" rid="ridm1850587492">15</xref></td>
              </tr>
              <tr>
                <td>Cluster‐Buster</td>
                <td>Tool for predicting motifs cluster in DNA sequences <xref ref-type="bibr" rid="ridm1850585980">16</xref></td>
              </tr>
              <tr>
                <td>Cister</td>
                <td>Finds regulatory regions in DNA fragments <xref ref-type="bibr" rid="ridm1850581228">17</xref></td>
              </tr>
              <tr>
                <td>Clover</td>
                <td>Find overrepresented motifs in DNA sequences <xref ref-type="bibr" rid="ridm1850566332">18</xref></td>
              </tr>
              <tr>
                <td>GLAM</td>
                <td>Tool for predicting functional motifs <xref ref-type="bibr" rid="ridm1850561148">19</xref><xref ref-type="bibr" rid="ridm1850556900">20</xref></td>
              </tr>
              <tr>
                <td>MotifViz</td>
                <td>Identification of  overrepresented motifs <xref ref-type="bibr" rid="ridm1850553012">21</xref></td>
              </tr>
              <tr>
                <td>RANKGENE</td>
                <td>Tool for analysing gene expression data <xref ref-type="bibr" rid="ridm1850525676">22</xref></td>
              </tr>
              <tr>
                <td>ROVER</td>
                <td>Predicts overrepresented motifs in DNA                 fragments <xref ref-type="bibr" rid="ridm1850536548">23</xref></td>
              </tr>
              <tr>
                <td>SeqVISTA</td>
                <td>Sequences viewer tool <xref ref-type="bibr" rid="ridm1850535468">24</xref></td>
              </tr>
              <tr>
                <td>Tractor</td>
                <td>Tool to find transcription factors with               over‐represented binding sites in the upstream regions of co‐expressed human genes <xref ref-type="bibr" rid="ridm1850529204">25</xref></td>
              </tr>
              <tr>
                <td>OHMICS</td>
                <td>Oral human microbiome integrated                  computational system <xref ref-type="bibr" rid="ridm1850511332">26</xref></td>
              </tr>
            </tbody>
          </table>
        </table-wrap>
      </sec>
      <sec id="idm1842470716">
        <title>Comparative Genomics</title>
        <p>Bioinformatics plays an important role in comparative genomics by determing the genomic structural and functional relationship between different biological species <xref ref-type="bibr" rid="ridm1850509244">27</xref>. </p>
        <p>Given below is a list of few bioinformatics tools used in comparative genomics <xref ref-type="table" rid="idm1843168396">Table 2</xref>.</p>
        <table-wrap id="idm1843168396">
          <label>Table 2.</label>
          <caption>
            <title> Bioinformatics tools/databases used in Comparative genomics</title>
          </caption>
          <table rules="all" frame="box">
            <tbody>
              <tr>
                <th>
                  <bold>Bioinformatics tools</bold>
                </th>
                <td>
                  <bold>Purpose</bold>
                </td>
              </tr>
              <tr>
                <td>BLAST</td>
                <td>DNA or protein sequence alignment tool <xref ref-type="bibr" rid="ridm1850504348">28</xref></td>
              </tr>
              <tr>
                <td>HMMER</td>
                <td>Homologous protein sequences searching tool <xref ref-type="bibr" rid="ridm1850500244">29</xref></td>
              </tr>
              <tr>
                <td>Clustal Omega</td>
                <td>Multiple sequence alignments tool <xref ref-type="bibr" rid="ridm1850512988">30</xref></td>
              </tr>
              <tr>
                <td>Sequerome</td>
                <td>Sequence profiling tool <xref ref-type="bibr" rid="ridm1850490156">31</xref></td>
              </tr>
              <tr>
                <td>ProtParam</td>
                <td>Predicts the physico-chemical properties of proteins <xref ref-type="bibr" rid="ridm1850488356">32</xref></td>
              </tr>
              <tr>
                <td>novoSNP</td>
                <td>Predicts single point mutation in DNA sequences <xref ref-type="bibr" rid="ridm1850482308">33</xref></td>
              </tr>
              <tr>
                <td>ORF Finder</td>
                <td>Find open reading frame in putative genes <xref ref-type="bibr" rid="ridm1850478924">34</xref><xref ref-type="bibr" rid="ridm1850475972">35</xref></td>
              </tr>
              <tr>
                <td>Virtual Foorprint</td>
                <td>Analysis of whole prokaryotic genome <xref ref-type="bibr" rid="ridm1850473164">36</xref></td>
              </tr>
              <tr>
                <td>WebGeSTer</td>
                <td>Predicts gene termination sites during transcription <xref ref-type="bibr" rid="ridm1850468988">37</xref></td>
              </tr>
              <tr>
                <td>Genscan</td>
                <td>Find exon-intron sites in DNA sequences <xref ref-type="bibr" rid="ridm1850464884">38</xref></td>
              </tr>
              <tr>
                <td>Softberry Tools</td>
                <td>Genomes annotation tool along with the structure and function prediction of biological molecules <xref ref-type="bibr" rid="ridm1850462580">39</xref></td>
              </tr>
              <tr>
                <td>MEGA</td>
                <td>Study evolutionary relationship <xref ref-type="bibr" rid="ridm1850460132">40</xref></td>
              </tr>
              <tr>
                <td>MOLPHY</td>
                <td>Maximum likelihood based  phylogenetic analysis tool <xref ref-type="bibr" rid="ridm1850429004">41</xref></td>
              </tr>
              <tr>
                <td>PHYLIP</td>
                <td>Tool for phylogenetic studies <xref ref-type="bibr" rid="ridm1850424612">42</xref></td>
              </tr>
              <tr>
                <td>JStree</td>
                <td>Tool for viewing and editing phylogenetic trees <xref ref-type="bibr" rid="ridm1850422596">43</xref></td>
              </tr>
              <tr>
                <td>Jalview</td>
                <td>It is an alignment editing tool <xref ref-type="bibr" rid="ridm1850419212">44</xref></td>
              </tr>
              <tr>
                <td>DNA Data Bank of Japan</td>
                <td>Resources for nucleotide sequences <xref ref-type="bibr" rid="ridm1850415324">45</xref></td>
              </tr>
              <tr>
                <td>Rfam</td>
                <td>Database contains collection of RNA families <xref ref-type="bibr" rid="ridm1850442612">46</xref></td>
              </tr>
              <tr>
                <td>Uniprot</td>
                <td>Protein sequence database<xref ref-type="bibr" rid="ridm1850440164">47</xref></td>
              </tr>
              <tr>
                <td>Protein Data Bank</td>
                <td>Database provide data on structures of nucleic acids, proteins etc <xref ref-type="bibr" rid="ridm1850437428">48</xref></td>
              </tr>
              <tr>
                <td>SWISS PROT</td>
                <td>Database containing the manually annotated protein sequences <xref ref-type="bibr" rid="ridm1850433540">49</xref></td>
              </tr>
              <tr>
                <td>InterPro</td>
                <td>Provide information on protein families, its conserved domains and actives sites <xref ref-type="bibr" rid="ridm1850432460">50</xref></td>
              </tr>
              <tr>
                <td>Proteomics Identifications Database</td>
                <td>Contains data on functional characterization and post-translation modification of proteins and peptides <xref ref-type="bibr" rid="ridm1850356972">51</xref></td>
              </tr>
              <tr>
                <td>Ensembl</td>
                <td>Database containing annotated genomes of               eukaryotes including human, mouse and other            vertebrates <xref ref-type="bibr" rid="ridm1850351932">52</xref></td>
              </tr>
              <tr>
                <td>Medherb</td>
                <td>Database for medicinally herbs <xref ref-type="bibr" rid="ridm1850349700">53</xref></td>
              </tr>
            </tbody>
          </table>
        </table-wrap>
      </sec>
      <sec id="idm1842445596">
        <title>Proteomics: </title>
        <p>Advanced molecular based techniques led to the accumulation of huge proteomic data of protein activity patterns, interactions, profiling, composition, structural information, image analysis, peptide mass fingerprinting, peptide fragmentation fingerprinting etc <xref ref-type="bibr" rid="ridm1850345596">54</xref><xref ref-type="bibr" rid="ridm1850374324">55</xref>. This enormous data could be managed by using different tools of bioinformatics.</p>
        <p>Given below is a list of few bioinformatics tools used in proteomics <xref ref-type="table" rid="idm1843091380">Table 3</xref>.</p>
        <table-wrap id="idm1843091380">
          <label>Table 3.</label>
          <caption>
            <title> Bioinformatics tools/databases used in Proteomics</title>
          </caption>
          <table rules="all" frame="box">
            <tbody>
              <tr>
                <th>
                  <bold>Bioinformatics tools</bold>
                </th>
                <td>
                  <bold>Purpose</bold>
                </td>
              </tr>
              <tr>
                <td>K2 / FAST</td>
                <td>Protein structure alignment tool <xref ref-type="bibr" rid="ridm1850373244">56</xref></td>
              </tr>
              <tr>
                <td>SMM</td>
                <td>Tool for determing peptides binding to major histocompatibility complex <xref ref-type="bibr" rid="ridm1850369428">57</xref></td>
              </tr>
              <tr>
                <td>ZDOCK</td>
                <td>Protein‐protein docking tool <xref ref-type="bibr" rid="ridm1850365684">58</xref></td>
              </tr>
              <tr>
                <td>Docking Benchmark</td>
                <td>Tool to evaluate docking algorithms             performance <xref ref-type="bibr" rid="ridm1850361292">59</xref></td>
              </tr>
              <tr>
                <td>ZDOCK Server</td>
                <td>An automated server for running ZDOCK <xref ref-type="bibr" rid="ridm1850340092">60</xref></td>
              </tr>
              <tr>
                <td>Z3OnWeb.com</td>
                <td>Proteomic analysis for analysing 2D-Gel images <xref ref-type="bibr" rid="ridm1850333756">61</xref></td>
              </tr>
            </tbody>
          </table>
        </table-wrap>
      </sec>
      <sec id="idm1842411004">
        <title>Drug Discovery</title>
        <p>Clinical bioinformatics is an emerging new field of bioinformatics that employs various bioinformatics tool such as computer aided drug designing to design novel drugs, vaccines, DNA drug modelling ,insilico drug testing,etc to produce new and effective drugs in a shorter time frame with lower risks <xref ref-type="bibr" rid="ridm1850329796">62</xref><xref ref-type="bibr" rid="ridm1850328284">63</xref>.</p>
      </sec>
      <sec id="idm1842410932">
        <title>Cancer Research and Analysis</title>
        <p>Bioinformatic tools such as NCI <xref ref-type="bibr" rid="ridm1850324396">64</xref>, NCIP (part of NCI) <xref ref-type="bibr" rid="ridm1850320148">65</xref> and CBIIT <xref ref-type="bibr" rid="ridm1850315828">66</xref> have played an important role in genomics, proteomics, imaging, and metabolomics to increase our knowledge of the molecular basis of cancer <xref ref-type="bibr" rid="ridm1850314316">67</xref>.</p>
      </sec>
      <sec id="idm1842410860">
        <title>Phylogenetic Studies</title>
        <p>Using numerous bioinformatics tools, phylogenetic analysis of the molecular data can easily be achieved in a short period of time by constructing phylogenetic trees to study its evolutionary relationship based on sequence alignment <xref ref-type="bibr" rid="ridm1850308196">68</xref>.</p>
      </sec>
      <sec id="idm1842412804">
        <title>Forensic Science</title>
        <p>A number of databases consists of DNA profiles of known delinquents <xref ref-type="bibr" rid="ridm1850242572">69</xref>. Advancement in microarray technology, bayesian networks, programming algorithms etc provides an effective method of evidence organization and interpretation <xref ref-type="bibr" rid="ridm1850241636">70</xref><xref ref-type="bibr" rid="ridm1850236020">71</xref>.</p>
      </sec>
      <sec id="idm1842425980">
        <title>Bio-Defense </title>
        <p>Though bioinformatics has limited impact on forensic since there is a need for more advanced algorithms and computational applications so that the established databases may exhibit interoperability with                     each other <xref ref-type="bibr" rid="ridm1850232348">72</xref>.</p>
      </sec>
      <sec id="idm1842426772">
        <title>Nutrigenomics</title>
        <p>Progressions in structural /functional genomics and molecular technologies such as genome sequencing and DNA microarrays generates valuable knowledge which explains nutrition in relation of an individual’s genetics which directly influences its metabolism <xref ref-type="bibr" rid="ridm1850228676">73</xref>. Because of the influx of bioinformatics tools,               nutrition-related research is tremendously                  increased <xref ref-type="bibr" rid="ridm1850225076">74</xref><xref ref-type="bibr" rid="ridm1850221908">75</xref>.</p>
      </sec>
      <sec id="idm1842426268">
        <title>Gene Expression</title>
        <p>Regulation of gene expression is the core of functional genomics allowing researchers to apply genomic data to molecular technologies that can quantify the amount of actively transcribing genes in any cell at any time             (e.g. gene expression arrays) <xref ref-type="bibr" rid="ridm1850218020">76</xref><xref ref-type="bibr" rid="ridm1850214852">77</xref>.</p>
        <p>Given below is a list of few bioinformatics tools used in gene expression study <xref ref-type="table" rid="idm1843048492">Table 4</xref>.</p>
        <table-wrap id="idm1843048492">
          <label>Table 4.</label>
          <caption>
            <title> Bioinformatics tools/databases used in Gene expression</title>
          </caption>
          <table rules="all" frame="box">
            <tbody>
              <tr>
                <th>
                  <bold>Bioinformatics tools</bold>
                </th>
                <td>
                  <bold>Purpose</bold>
                </td>
              </tr>
              <tr>
                <td>GeneChords </td>
                <td>Conserved gene retrieval tool <xref ref-type="bibr" rid="ridm1850276484">78</xref></td>
              </tr>
              <tr>
                <td>GENEVA</td>
                <td>Categorizes  segmentally altered genes in many complete microbial genomes <xref ref-type="bibr" rid="ridm1850272380">79</xref></td>
              </tr>
              <tr>
                <td>HuGE Index</td>
                <td>Human tissues gene expression database <xref ref-type="bibr" rid="ridm1850268564">80</xref></td>
              </tr>
              <tr>
                <td>Inverted Repeats Finder</td>
                <td>Find inverted repeats in genomic DNA <xref ref-type="bibr" rid="ridm1850263740">81</xref></td>
              </tr>
              <tr>
                <td>ORChID</td>
                <td>Database stores hydroxyl radical cleavage data of DNA sequences <xref ref-type="bibr" rid="ridm1850262372">82</xref></td>
              </tr>
              <tr>
                <td>Operons</td>
                <td>Predicts functional gene clusters <xref ref-type="bibr" rid="ridm1850257548">83</xref></td>
              </tr>
              <tr>
                <td>Optimus</td>
                <td>Retrieve conserved gene cluster data from numerous microbial genomes <xref ref-type="bibr" rid="ridm1850255748">84</xref></td>
              </tr>
              <tr>
                <td>Predictome</td>
                <td>Visualizing tool for bio complexes <xref ref-type="bibr" rid="ridm1850250996">85</xref></td>
              </tr>
              <tr>
                <td>Tandem Repeat Database</td>
                <td>Store information on tandem repeats in genomic DNA <xref ref-type="bibr" rid="ridm1850245884">86</xref></td>
              </tr>
              <tr>
                <td>VisANT</td>
                <td>Tools for visualizing and analysing many biological interactions <xref ref-type="bibr" rid="ridm1850172884">87</xref></td>
              </tr>
              <tr>
                <td>BSG</td>
                <td>Identification of transcription factor binding sites <xref ref-type="bibr" rid="ridm1850169284">88</xref></td>
              </tr>
              <tr>
                <td>TFSVM</td>
                <td>Detection of transcription factor binding site <xref ref-type="bibr" rid="ridm1850164676">89</xref></td>
              </tr>
            </tbody>
          </table>
        </table-wrap>
      </sec>
      <sec id="idm1842405212">
        <title>Food Quality</title>
        <p>New improvements in computing algorithms and available structural simulation databases of recognized structures has brought molecular modeling into conventional food chemistry. Such simulations will make it possible to improve food quality by developing new food additives by comprehending the basis of taste tenacity, antagonism and complementation <xref ref-type="bibr" rid="ridm1850162012">90</xref><xref ref-type="bibr" rid="ridm1850159348">91</xref>. </p>
      </sec>
      <sec id="idm1842404132">
        <title>Predicting Protein Structure and Function</title>
        <p>Protein topology prediction is now so much easy thanks to bioinformatics which helps in the prediction of 3D structure of a protein to gain an insight into its function as well <xref ref-type="bibr" rid="ridm1850154020">92</xref>.</p>
        <p>Given below is a list of few bioinformatics tools used in protein structure and function prediction            <xref ref-type="table" rid="idm1843009372">Table 5</xref>.</p>
        <table-wrap id="idm1843009372">
          <label>Table 5.</label>
          <caption>
            <title> Bioinformatics tools/databases used in Protein structure and function prediction</title>
          </caption>
          <table rules="all" frame="box">
            <tbody>
              <tr>
                <th>
                  <bold>Bioinformatics tools</bold>
                </th>
                <td>
                  <bold>Purpose</bold>
                </td>
              </tr>
              <tr>
                <td>CATH</td>
                <td>Tool for the categorized organization of               proteins <xref ref-type="bibr" rid="ridm1850151212">93</xref></td>
              </tr>
              <tr>
                <td>Phyre and Phyre2</td>
                <td>Tool for protein structure prediction <xref ref-type="bibr" rid="ridm1850148404">94</xref></td>
              </tr>
              <tr>
                <td>HMMSTR</td>
                <td>For the prediction of sequence-structure            correlations in proteins <xref ref-type="bibr" rid="ridm1850143868">95</xref></td>
              </tr>
              <tr>
                <td>MODELLER</td>
                <td>Predicts 3D structure of protein <xref ref-type="bibr" rid="ridm1850141204">96</xref></td>
              </tr>
              <tr>
                <td>JPRED/ APSSP2</td>
                <td>Predicts secondary structures of proteins <xref ref-type="bibr" rid="ridm1850136884">97</xref></td>
              </tr>
              <tr>
                <td>RaptorX</td>
                <td>Predicts protein structure <xref ref-type="bibr" rid="ridm1850135516">98</xref></td>
              </tr>
              <tr>
                <td>PHD</td>
                <td>Predicts neural network structure <xref ref-type="bibr" rid="ridm1850132276">99</xref></td>
              </tr>
            </tbody>
          </table>
        </table-wrap>
      </sec>
      <sec id="idm1842354268">
        <title>Personalized Medicine</title>
        <p>Doctors will be able to analyse a patient's genetic profile and prescribe the best available drug therapy and dosage from the beginning by employing bioinformatics tool <xref ref-type="bibr" rid="ridm1850128172">100</xref>. </p>
      </sec>
      <sec id="idm1842355132">
        <title>Microbial Genome Applications</title>
        <p>Microbes have been studied at very basic level with the help of bioinformatics tools required to analyse their unique set of genes that enables them to survive under unfavourable conditions <xref ref-type="bibr" rid="ridm1850127092">101</xref>. </p>
      </sec>
    </sec>
    <sec id="idm1842353908" sec-type="conclusions">
      <title>Conclusion</title>
      <p>Thus bioinformatics holds significant importance in countless disciplines of biotechnology such as comparative genomics, drug designing, proteomics, molecular modelling, microbial genomics etc </p>
    </sec>
  </body>
  <back>
    <ref-list>
      <ref id="ridm1850763484">
        <label>1.</label>
        <mixed-citation xlink:type="simple" publication-type="book">
          <name>
            <surname>Kaufman</surname>
            <given-names>J</given-names>
          </name>
          <article-title>(October,2004).Healthcare and life sciences standards overview-technology for life: NC symposium on biotechnology and bioinformatics</article-title>
          <chapter-title>In Biotechnology and Bioinformatics. Proceedings. IEEE.Technology for Life: North Carolina Symposium on(pp</chapter-title>
          <fpage>31</fpage>
          <lpage>41</lpage>
        </mixed-citation>
      </ref>
      <ref id="ridm1850769460">
        <label>2.</label>
        <mixed-citation xlink:type="simple" publication-type="journal">
          <name>
            <surname>M</surname>
            <given-names>H Fulekar</given-names>
          </name>
          <article-title>Bioinformatics: applications in life and environmental sciences.Springer ScienceandBusiness Media</article-title>
          <date>
            <year>2009</year>
          </date>
        </mixed-citation>
      </ref>
      <ref id="ridm1850772820">
        <label>3.</label>
        <mixed-citation xlink:type="simple" publication-type="journal">
          <name>
            <surname>Gu</surname>
            <given-names>J</given-names>
          </name>
          <name>
            <surname>Bourne</surname>
            <given-names>P E</given-names>
          </name>
          <article-title>(2009).John Wiley and Sons</article-title>
          <source>Structural bioinformatics (Vol</source>
          <volume>44</volume>
        </mixed-citation>
      </ref>
      <ref id="ridm1850848044">
        <label>4.</label>
        <mixed-citation xlink:type="simple" publication-type="journal">
          <name>
            <surname>Piatetsky-Shapiro</surname>
            <given-names>G</given-names>
          </name>
          <article-title>(Eds.). Menlo Park: AAAI press. Advances in knowledge discovery and data mining</article-title>
          <date>
            <year>1996</year>
          </date>
          <source>U M Fayyad, P Smyth &amp; R Uthurusamy</source>
          <volume>21</volume>
        </mixed-citation>
      </ref>
      <ref id="ridm1850839260">
        <label>5.</label>
        <mixed-citation xlink:type="simple" publication-type="journal">
          <name>
            <surname>Fayyad</surname>
            <given-names>U</given-names>
          </name>
          <name>
            <surname>Piatetsky-Shapiro</surname>
            <given-names>G</given-names>
          </name>
          <name>
            <surname>Smyth</surname>
            <given-names>P</given-names>
          </name>
          <article-title>From data mining to knowledge discovery in databases</article-title>
          <date>
            <year>1996</year>
          </date>
          <source>AI magazine</source>
          <volume>17</volume>
          <issue>3</issue>
          <fpage>37</fpage>
        </mixed-citation>
      </ref>
      <ref id="ridm1850619300">
        <label>6.</label>
        <mixed-citation xlink:type="simple" publication-type="journal">
          <name>
            <surname>Han</surname>
            <given-names>J</given-names>
          </name>
          <name>
            <surname>Pei</surname>
            <given-names>J</given-names>
          </name>
          <name>
            <surname>Kamber</surname>
            <given-names>M</given-names>
          </name>
          <article-title>Data mining: concepts and techniques.Elsevier</article-title>
          <date>
            <year>2011</year>
          </date>
        </mixed-citation>
      </ref>
      <ref id="ridm1850623548">
        <label>7.</label>
        <mixed-citation xlink:type="simple" publication-type="journal">
          <name>
            <surname>M</surname>
            <given-names>S Chen</given-names>
          </name>
          <name>
            <surname>Han</surname>
            <given-names>J</given-names>
          </name>
          <name>
            <surname>P</surname>
            <given-names>S Yu</given-names>
          </name>
          <article-title>Data mining: an overview from a database perspective</article-title>
          <date>
            <year>1996</year>
          </date>
          <source>IEEE Transactions on Knowledge and data Engineering</source>
          <volume>8</volume>
          <issue>6</issue>
          <fpage>866</fpage>
          <lpage>883</lpage>
        </mixed-citation>
      </ref>
      <ref id="ridm1850617252">
        <label>8.</label>
        <mixed-citation xlink:type="simple" publication-type="journal">
          <name>
            <surname>J</surname>
            <given-names>Y Yang</given-names>
          </name>
          <name>
            <surname>M</surname>
            <given-names>Q Yang</given-names>
          </name>
          <name>
            <surname>Zhu</surname>
            <given-names>M M</given-names>
          </name>
          <name>
            <surname>H</surname>
            <given-names>R Arabnia</given-names>
          </name>
          <name>
            <surname>Deng</surname>
            <given-names>Y</given-names>
          </name>
          <article-title>Promoting synergistic research and education in genomics and bioinformatics</article-title>
          <date>
            <year>2008</year>
          </date>
          <source>BMC genomics</source>
          <volume>9</volume>
          <issue>1</issue>
          <fpage>1</fpage>
        </mixed-citation>
      </ref>
      <ref id="ridm1850611276">
        <label>9.</label>
        <mixed-citation xlink:type="simple" publication-type="journal">
          <name>
            <surname>Sensen</surname>
            <given-names>C</given-names>
          </name>
          <article-title>Handbook of genome research: genomics, proteomics, metabolomics, bioinformatics, ethical and legal issues</article-title>
          <date>
            <year>2005</year>
          </date>
        </mixed-citation>
      </ref>
      <ref id="ridm1850610484">
        <label>10.</label>
        <mixed-citation xlink:type="simple" publication-type="journal">
          <name>
            <surname>P</surname>
            <given-names>M Haverty</given-names>
          </name>
          <name>
            <surname>M</surname>
            <given-names>C Frith</given-names>
          </name>
          <name>
            <surname>Weng</surname>
            <given-names>Z</given-names>
          </name>
          <article-title>CARRIE web service: automated transcriptional regulatory network inference and interactive analysis. Nucleic acids research,32(suppl_2),W213-W216</article-title>
          <date>
            <year>2004</year>
          </date>
        </mixed-citation>
      </ref>
      <ref id="ridm1850600324">
        <label>11.</label>
        <mixed-citation xlink:type="simple" publication-type="journal">
          <name>
            <surname>P</surname>
            <given-names>M Haverty</given-names>
          </name>
          <name>
            <surname>Weng</surname>
            <given-names>Z</given-names>
          </name>
          <article-title>CisML: an XML-based format for sequence motif detection software</article-title>
          <date>
            <year>2004</year>
          </date>
          <volume>20</volume>
          <issue>11</issue>
          <fpage>1815</fpage>
          <lpage>1817</lpage>
        </mixed-citation>
      </ref>
      <ref id="ridm1850599964">
        <label>12.</label>
        <mixed-citation xlink:type="simple" publication-type="journal">
          <name>
            <surname>H</surname>
            <given-names>E Burden</given-names>
          </name>
          <name>
            <surname>Weng</surname>
            <given-names>Z</given-names>
          </name>
          <article-title>Identification of conserved structural features at sequentially degenerate locations in transcription factor binding sites</article-title>
          <date>
            <year>2005</year>
          </date>
          <source>Genome Informatics</source>
          <volume>16</volume>
          <issue>1</issue>
          <fpage>49</fpage>
          <lpage>58</lpage>
        </mixed-citation>
      </ref>
      <ref id="ridm1850579428">
        <label>13.</label>
        <mixed-citation xlink:type="simple" publication-type="journal">
          <name>
            <surname>Fu</surname>
            <given-names>Y</given-names>
          </name>
          <name>
            <surname>M</surname>
            <given-names>C Frith</given-names>
          </name>
          <name>
            <surname>P</surname>
            <given-names>M Haverty</given-names>
          </name>
          <name>
            <surname>Weng</surname>
            <given-names>Z</given-names>
          </name>
          <article-title>MotifViz: an analysis and visualization tool for motif discovery. Nucleic acids research,32(suppl_2),W420-W423</article-title>
          <date>
            <year>2004</year>
          </date>
        </mixed-citation>
      </ref>
      <ref id="ridm1850575828">
        <label>14.</label>
        <mixed-citation xlink:type="simple" publication-type="journal">
          <name>
            <surname>A</surname>
            <given-names>S Halees</given-names>
          </name>
          <name>
            <surname>Leyfer</surname>
            <given-names>D</given-names>
          </name>
          <name>
            <surname>Weng</surname>
            <given-names>Z</given-names>
          </name>
          <article-title>PromoSer: a large-scale mammalian promoter and transcription start site identification service</article-title>
          <date>
            <year>2003</year>
          </date>
          <source>Nucleic acids research</source>
          <volume>31</volume>
          <issue>13</issue>
          <fpage>3554</fpage>
          <lpage>3559</lpage>
        </mixed-citation>
      </ref>
      <ref id="ridm1850587492">
        <label>15.</label>
        <mixed-citation xlink:type="simple" publication-type="book">
          <name>
            <surname>R</surname>
            <given-names>S Hamilton</given-names>
          </name>
          <name>
            <surname>Davis</surname>
            <given-names>I</given-names>
          </name>
          <article-title>(April,2007).RNA localization signals: deciphering the message with bioinformatics</article-title>
          <chapter-title>Academic Press.In Seminars in cell &amp; developmental</chapter-title>
          <volume>18</volume>
          <issue>2</issue>
          <fpage>178</fpage>
          <lpage>185</lpage>
        </mixed-citation>
      </ref>
      <ref id="ridm1850585980">
        <label>16.</label>
        <mixed-citation xlink:type="simple" publication-type="journal">
          <name>
            <surname>M</surname>
            <given-names>C Frith</given-names>
          </name>
          <name>
            <surname>M</surname>
            <given-names>C Li</given-names>
          </name>
          <name>
            <surname>Weng</surname>
            <given-names>Z</given-names>
          </name>
          <article-title>Cluster-Buster: Finding dense clusters of motifs in DNA sequences</article-title>
          <date>
            <year>2003</year>
          </date>
          <source>Nucleic acids research</source>
          <volume>31</volume>
          <issue>13</issue>
          <fpage>3666</fpage>
          <lpage>3668</lpage>
        </mixed-citation>
      </ref>
      <ref id="ridm1850581228">
        <label>17.</label>
        <mixed-citation xlink:type="simple" publication-type="journal">
          <name>
            <surname>Kessler</surname>
            <given-names>L</given-names>
          </name>
          <name>
            <surname>Fintor</surname>
            <given-names>L</given-names>
          </name>
          <name>
            <surname>Muha</surname>
            <given-names>C</given-names>
          </name>
          <name>
            <surname>L</surname>
            <given-names>M Wun</given-names>
          </name>
          <name>
            <surname>Annett</surname>
            <given-names>D</given-names>
          </name>
          <name>
            <surname>K</surname>
            <given-names>D Mazan</given-names>
          </name>
          <article-title>The Cancer Information Service Telephone Evaluation and Reporting System (CISTERS): a new tool for assessing quality assurance</article-title>
          <date>
            <year>1993</year>
          </date>
          <source>Journal of the National Cancer Institute. Monographs</source>
          <volume>14</volume>
          <fpage>61</fpage>
          <lpage>65</lpage>
        </mixed-citation>
      </ref>
      <ref id="ridm1850566332">
        <label>18.</label>
        <mixed-citation xlink:type="simple" publication-type="journal">
          <name>
            <surname>M</surname>
            <given-names>C Frith</given-names>
          </name>
          <name>
            <surname>Fu</surname>
            <given-names>Y</given-names>
          </name>
          <name>
            <surname>Yu</surname>
            <given-names>L</given-names>
          </name>
          <name>
            <surname>J</surname>
            <given-names>F Chen</given-names>
          </name>
          <name>
            <surname>Hansen</surname>
            <given-names>U</given-names>
          </name>
          <name>
            <surname>Weng</surname>
            <given-names>Z</given-names>
          </name>
          <article-title>Detection of functional DNA motifs via statistical over‐representation</article-title>
          <date>
            <year>2004</year>
          </date>
          <source>Nucleic acids research</source>
          <volume>32</volume>
          <issue>4</issue>
          <fpage>1372</fpage>
          <lpage>1381</lpage>
        </mixed-citation>
      </ref>
      <ref id="ridm1850561148">
        <label>19.</label>
        <mixed-citation xlink:type="simple" publication-type="journal">
          <name>
            <surname>Tompa</surname>
            <given-names>M</given-names>
          </name>
          <name>
            <surname>Li</surname>
            <given-names>N</given-names>
          </name>
          <name>
            <surname>T</surname>
            <given-names>L Bailey</given-names>
          </name>
          <name>
            <surname>G</surname>
            <given-names>M Church</given-names>
          </name>
          <name>
            <surname>B</surname>
            <given-names>De Moor</given-names>
          </name>
          <name>
            <surname>Eskin</surname>
            <given-names>E</given-names>
          </name>
          <article-title>Assessing computational tools for the discovery of transcription factor binding sites</article-title>
          <date>
            <year>2005</year>
          </date>
          <source>Nature biotechnology</source>
          <volume>23</volume>
          <issue>1</issue>
          <fpage>137</fpage>
          <lpage>144</lpage>
        </mixed-citation>
      </ref>
      <ref id="ridm1850556900">
        <label>20.</label>
        <mixed-citation xlink:type="simple" publication-type="journal">
          <name>
            <surname>M</surname>
            <given-names>C Frith</given-names>
          </name>
          <name>
            <surname>Fu</surname>
            <given-names>Y</given-names>
          </name>
          <name>
            <surname>Yu</surname>
            <given-names>L</given-names>
          </name>
          <name>
            <surname>J</surname>
            <given-names>F Chen</given-names>
          </name>
          <name>
            <surname>Hansen</surname>
            <given-names>U</given-names>
          </name>
          <name>
            <surname>Weng</surname>
            <given-names>Z</given-names>
          </name>
          <article-title>Detection of functional DNA motifs via statistical over‐representation</article-title>
          <date>
            <year>2004</year>
          </date>
          <source>Nucleic acids research</source>
          <volume>32</volume>
          <issue>4</issue>
          <fpage>1372</fpage>
          <lpage>1381</lpage>
        </mixed-citation>
      </ref>
      <ref id="ridm1850553012">
        <label>21.</label>
        <mixed-citation xlink:type="simple" publication-type="journal">
          <name>
            <surname>Fu</surname>
            <given-names>Y</given-names>
          </name>
          <name>
            <surname>M</surname>
            <given-names>C Frith</given-names>
          </name>
          <name>
            <surname>P</surname>
            <given-names>M Haverty</given-names>
          </name>
          <name>
            <surname>Weng</surname>
            <given-names>Z</given-names>
          </name>
          <article-title>MotifViz: an analysis and visualization tool for motif discovery. Nucleic acids research,32(suppl_2),W420-W423</article-title>
          <date>
            <year>2004</year>
          </date>
        </mixed-citation>
      </ref>
      <ref id="ridm1850525676">
        <label>22.</label>
        <mixed-citation xlink:type="simple" publication-type="journal">
          <name>
            <surname>Su</surname>
            <given-names>Y</given-names>
          </name>
          <name>
            <surname>T</surname>
            <given-names>M Murali</given-names>
          </name>
          <name>
            <surname>Pavlovic</surname>
            <given-names>V</given-names>
          </name>
          <name>
            <surname>Schaffer</surname>
            <given-names>M</given-names>
          </name>
          <name>
            <surname>Kasif</surname>
            <given-names>S</given-names>
          </name>
          <article-title>RankGene: identification of diagnostic genes based on expression data</article-title>
          <date>
            <year>2003</year>
          </date>
          <volume>19</volume>
          <issue>12</issue>
          <fpage>1578</fpage>
          <lpage>1579</lpage>
        </mixed-citation>
      </ref>
      <ref id="ridm1850536548">
        <label>23.</label>
        <mixed-citation xlink:type="simple" publication-type="journal">
          <name>
            <surname>Colaert</surname>
            <given-names>N</given-names>
          </name>
          <name>
            <surname>Helsens</surname>
            <given-names>K</given-names>
          </name>
          <name>
            <surname>Impens</surname>
            <given-names>F</given-names>
          </name>
          <name>
            <surname>Vandekerckhove</surname>
            <given-names>J</given-names>
          </name>
          <name>
            <surname>Gevaert</surname>
            <given-names>K</given-names>
          </name>
          <article-title>Rover: a tool to visualize and validate quantitative proteomics data from different sources</article-title>
          <date>
            <year>2010</year>
          </date>
          <source>Proteomics</source>
          <volume>10</volume>
          <issue>6</issue>
          <fpage>1226</fpage>
          <lpage>1229</lpage>
        </mixed-citation>
      </ref>
      <ref id="ridm1850535468">
        <label>24.</label>
        <mixed-citation xlink:type="simple" publication-type="journal">
          <name>
            <surname>Hu</surname>
            <given-names>Z</given-names>
          </name>
          <name>
            <surname>Frith</surname>
            <given-names>M</given-names>
          </name>
          <name>
            <surname>Niu</surname>
            <given-names>T</given-names>
          </name>
          <name>
            <surname>Weng</surname>
            <given-names>Z</given-names>
          </name>
          <article-title>SeqVISTA: a graphical tool for sequence feature visualization and comparison</article-title>
          <date>
            <year>2003</year>
          </date>
          <source>BMC bioinformatics</source>
          <volume>4</volume>
          <issue>1</issue>
          <fpage>1</fpage>
        </mixed-citation>
      </ref>
      <ref id="ridm1850529204">
        <label>25.</label>
        <mixed-citation xlink:type="simple" publication-type="journal">
          <name>
            <surname>Gang-tiana</surname>
            <given-names>L I U</given-names>
          </name>
          <name>
            <surname>Bai-ningb</surname>
            <given-names>G A O</given-names>
          </name>
          <name>
            <surname>Hui-mina</surname>
            <given-names>C A O</given-names>
          </name>
          <date>
            <year>2007</year>
          </date>
          <source>Realization of Tractor Product Design Management Based-on Network Technique [J]. Tractor &amp; Farm Transporter</source>
          <volume>4</volume>
          <fpage>043</fpage>
        </mixed-citation>
      </ref>
      <ref id="ridm1850511332">
        <label>26.</label>
        <mixed-citation xlink:type="simple" publication-type="journal">
          <name>
            <surname>Tamburini</surname>
            <given-names>S</given-names>
          </name>
          <name>
            <surname>Shen</surname>
            <given-names>N</given-names>
          </name>
          <name>
            <surname>H</surname>
            <given-names>C Wu</given-names>
          </name>
          <name>
            <surname>J</surname>
            <given-names>C Clemente</given-names>
          </name>
          <article-title>The microbiome in early life: implications for health outcomes</article-title>
          <date>
            <year>2016</year>
          </date>
          <source>Nature medicine</source>
          <volume>22</volume>
          <issue>7</issue>
          <fpage>713</fpage>
          <lpage>722</lpage>
        </mixed-citation>
      </ref>
      <ref id="ridm1850509244">
        <label>27.</label>
        <mixed-citation xlink:type="simple" publication-type="journal">
          <name>
            <surname>G</surname>
            <given-names>M Rubin</given-names>
          </name>
          <name>
            <surname>M</surname>
            <given-names>D Yandell</given-names>
          </name>
          <name>
            <surname>J</surname>
            <given-names>R Wortman</given-names>
          </name>
          <name>
            <surname>Gabor</surname>
            <given-names>G L</given-names>
          </name>
          <name>
            <surname>C</surname>
            <given-names>R Nelson</given-names>
          </name>
          <name>
            <surname>I</surname>
            <given-names>K Hariharan</given-names>
          </name>
          <article-title>Comparative genomics of the eukaryotes</article-title>
          <date>
            <year>2000</year>
          </date>
          <source>Science</source>
          <volume>287</volume>
          <issue>5461</issue>
          <fpage>2204</fpage>
          <lpage>2215</lpage>
        </mixed-citation>
      </ref>
      <ref id="ridm1850504348">
        <label>28.</label>
        <mixed-citation xlink:type="simple" publication-type="journal">
          <name>
            <surname>Moreno-Hagelsieb</surname>
            <given-names>G</given-names>
          </name>
          <name>
            <surname>Latimer</surname>
            <given-names>K</given-names>
          </name>
          <article-title>Choosing BLAST options for better detection of orthologs as reciprocal best hits</article-title>
          <date>
            <year>2007</year>
          </date>
          <source>Bioinformatics</source>
          <volume>24</volume>
          <issue>3</issue>
          <fpage>319</fpage>
          <lpage>324</lpage>
        </mixed-citation>
      </ref>
      <ref id="ridm1850500244">
        <label>29.</label>
        <mixed-citation xlink:type="simple" publication-type="journal">
          <name>
            <surname>R</surname>
            <given-names>D Finn</given-names>
          </name>
          <name>
            <surname>Clements</surname>
            <given-names>J</given-names>
          </name>
          <name>
            <surname>S</surname>
            <given-names>R Eddy</given-names>
          </name>
          <article-title>HMMER web server: interactive sequence similarity searching. Nucleic acids research,39(suppl_2),W29-W37</article-title>
          <date>
            <year>2011</year>
          </date>
        </mixed-citation>
      </ref>
      <ref id="ridm1850512988">
        <label>30.</label>
        <mixed-citation xlink:type="simple" publication-type="journal">
          <name>
            <surname>Sievers</surname>
            <given-names>F</given-names>
          </name>
          <name>
            <surname>D</surname>
            <given-names>G Higgins</given-names>
          </name>
          <article-title>Clustal Omega, accurate alignment of very large numbers of sequences. Multiple sequence alignment methods</article-title>
          <date>
            <year>2014</year>
          </date>
          <fpage>105</fpage>
          <lpage>116</lpage>
        </mixed-citation>
      </ref>
      <ref id="ridm1850490156">
        <label>31.</label>
        <mixed-citation xlink:type="simple" publication-type="journal">
          <name>
            <surname>Dinodia</surname>
            <given-names>A</given-names>
          </name>
          <article-title>Bioinformatics–Emerging Area in Medical and Biomedical Informatics</article-title>
          <date>
            <year>2015</year>
          </date>
          <source>International Journal of Pharmaceutical Chemistry and Analysis</source>
          <volume>2</volume>
          <issue>4</issue>
          <fpage>187</fpage>
          <lpage>191</lpage>
        </mixed-citation>
      </ref>
      <ref id="ridm1850488356">
        <label>32.</label>
        <mixed-citation xlink:type="simple" publication-type="journal">
          <name>
            <surname>W</surname>
            <given-names>A Bickmore</given-names>
          </name>
          <name>
            <surname>H</surname>
            <given-names>G Sutherland</given-names>
          </name>
          <article-title>Addressing protein localization within the nucleus</article-title>
          <date>
            <year>2002</year>
          </date>
          <source>The EMBO journal</source>
          <volume>21</volume>
          <issue>6</issue>
          <fpage>1248</fpage>
          <lpage>1254</lpage>
        </mixed-citation>
      </ref>
      <ref id="ridm1850482308">
        <label>33.</label>
        <mixed-citation xlink:type="simple" publication-type="journal">
          <name>
            <surname>Weckx</surname>
            <given-names>S</given-names>
          </name>
          <name>
            <surname>Del-Favero</surname>
            <given-names>J</given-names>
          </name>
          <name>
            <surname>Rademakers</surname>
            <given-names>R</given-names>
          </name>
          <name>
            <surname>Claes</surname>
            <given-names>L</given-names>
          </name>
          <name>
            <surname>Cruts</surname>
            <given-names>M</given-names>
          </name>
          <name>
            <surname>P</surname>
            <given-names>De Jonghe</given-names>
          </name>
          <article-title>novoSNP, a novel computational tool for sequence variation discovery</article-title>
          <date>
            <year>2005</year>
          </date>
          <source>Genome Research</source>
          <volume>15</volume>
          <issue>3</issue>
          <fpage>436</fpage>
          <lpage>442</lpage>
        </mixed-citation>
      </ref>
      <ref id="ridm1850478924">
        <label>34.</label>
        <mixed-citation xlink:type="simple" publication-type="journal">
          <name>
            <surname>I</surname>
            <given-names>T Rombel</given-names>
          </name>
          <name>
            <surname>K</surname>
            <given-names>F Sykes</given-names>
          </name>
          <name>
            <surname>Rayner</surname>
            <given-names>S</given-names>
          </name>
          <name>
            <surname>S</surname>
            <given-names>A Johnston</given-names>
          </name>
          <article-title>ORF-FINDER: a vector for high-throughput gene identification</article-title>
          <date>
            <year>2002</year>
          </date>
          <source>Gene</source>
          <volume>282</volume>
          <issue>1</issue>
          <fpage>33</fpage>
          <lpage>41</lpage>
        </mixed-citation>
      </ref>
      <ref id="ridm1850475972">
        <label>35.</label>
        <mixed-citation xlink:type="simple" publication-type="journal">
          <name>
            <surname>Tatusov</surname>
            <given-names>T</given-names>
          </name>
          <name>
            <surname>Tatusov</surname>
            <given-names>R</given-names>
          </name>
          <date>
            <year>2007</year>
          </date>
          <institution>ORF Finder (Open Reading Frame Finder). National Center for Biotechnology Information. National Institute of Health</institution>
        </mixed-citation>
      </ref>
      <ref id="ridm1850473164">
        <label>36.</label>
        <mixed-citation xlink:type="simple" publication-type="journal">
          <name>
            <surname>Münch</surname>
            <given-names>R</given-names>
          </name>
          <name>
            <surname>Hiller</surname>
            <given-names>K</given-names>
          </name>
          <name>
            <surname>Grote</surname>
            <given-names>A</given-names>
          </name>
          <name>
            <surname>Scheer</surname>
            <given-names>M</given-names>
          </name>
          <name>
            <surname>Klein</surname>
            <given-names>J</given-names>
          </name>
          <name>
            <surname>Schobert</surname>
            <given-names>M</given-names>
          </name>
          <name>
            <surname>Jahn</surname>
            <given-names>D</given-names>
          </name>
          <article-title>Virtual Footprint and PRODORIC: an integrative framework for regulon prediction in prokaryotes</article-title>
          <date>
            <year>2005</year>
          </date>
          <source>Bioinformatics</source>
          <volume>21</volume>
          <issue>22</issue>
          <fpage>4187</fpage>
          <lpage>4189</lpage>
        </mixed-citation>
      </ref>
      <ref id="ridm1850468988">
        <label>37.</label>
        <mixed-citation xlink:type="simple" publication-type="journal">
          <name>
            <surname>Mitra</surname>
            <given-names>A</given-names>
          </name>
          <name>
            <surname>A</surname>
            <given-names>K Kesarwani</given-names>
          </name>
          <name>
            <surname>Pal</surname>
            <given-names>D</given-names>
          </name>
          <name>
            <surname>Nagaraja</surname>
            <given-names>V</given-names>
          </name>
          <article-title>WebGeSTer DB—a transcription terminator database. Nucleic acids research,39(suppl_1),D129-D135</article-title>
          <date>
            <year>2010</year>
          </date>
        </mixed-citation>
      </ref>
      <ref id="ridm1850464884">
        <label>38.</label>
        <mixed-citation xlink:type="simple" publication-type="journal">
          <name>
            <surname>Rehm</surname>
            <given-names>B</given-names>
          </name>
          <article-title>Bioinformatic tools for DNA/protein sequence analysis, functional assignment of genes and protein classification. Applied microbiology and biotechnology,57(5-6)</article-title>
          <date>
            <year>2001</year>
          </date>
          <fpage>579</fpage>
          <lpage>592</lpage>
        </mixed-citation>
      </ref>
      <ref id="ridm1850462580">
        <label>39.</label>
        <mixed-citation xlink:type="simple" publication-type="journal">
          <name>
            <surname>Coulibaly</surname>
            <given-names>I</given-names>
          </name>
          <name>
            <surname>G</surname>
            <given-names>P Page</given-names>
          </name>
          <article-title>Bioinformatic tools for inferring functional information from plant microarray data II: analysis beyond single gene. International journal of plant genomics</article-title>
          <date>
            <year>2008</year>
          </date>
        </mixed-citation>
      </ref>
      <ref id="ridm1850460132">
        <label>40.</label>
        <mixed-citation xlink:type="simple" publication-type="journal">
          <name>
            <surname>V</surname>
            <given-names>K Sohpal</given-names>
          </name>
          <name>
            <surname>Dey</surname>
            <given-names>A</given-names>
          </name>
          <name>
            <surname>Singh</surname>
            <given-names>A</given-names>
          </name>
          <article-title>MEGA biocentric software for sequence and phylogenetic analysis: a review. International journal of bioinformatics research and applications</article-title>
          <date>
            <year>2010</year>
          </date>
          <volume>6</volume>
          <issue>3</issue>
          <fpage>230</fpage>
          <lpage>240</lpage>
        </mixed-citation>
      </ref>
      <ref id="ridm1850429004">
        <label>41.</label>
        <mixed-citation xlink:type="simple" publication-type="journal">
          <name>
            <surname>Mehmood</surname>
            <given-names>M A</given-names>
          </name>
          <name>
            <surname>Sehar</surname>
            <given-names>U</given-names>
          </name>
          <name>
            <surname>Ahmad</surname>
            <given-names>N</given-names>
          </name>
          <article-title>Use of bioinformatics tools in different spheres of life sciences</article-title>
          <date>
            <year>2014</year>
          </date>
          <source>Journal of Data Mining in Genomics &amp; Proteomics</source>
          <volume>5</volume>
          <issue>2</issue>
          <fpage>1</fpage>
        </mixed-citation>
      </ref>
      <ref id="ridm1850424612">
        <label>42.</label>
        <mixed-citation xlink:type="simple" publication-type="journal">
          <name>
            <surname>Plotree</surname>
            <given-names>D O T R E E</given-names>
          </name>
          <name>
            <surname>Plotgram</surname>
            <given-names>D O T G R A M</given-names>
          </name>
          <article-title>PHYLIP-phylogeny inference package (version 3.2). cladistics</article-title>
          <date>
            <year>1989</year>
          </date>
          <volume>5</volume>
          <issue>163</issue>
          <fpage>6</fpage>
        </mixed-citation>
      </ref>
      <ref id="ridm1850422596">
        <label>43.</label>
        <mixed-citation xlink:type="simple" publication-type="journal">
          <name>
            <surname>Munir</surname>
            <given-names>M</given-names>
          </name>
          <article-title>Bioinformatics analysis of large-scale viral sequences: From construction of data sets to annotation of a phylogenetic tree</article-title>
          <date>
            <year>2013</year>
          </date>
          <source>Virulence</source>
          <volume>4</volume>
          <issue>1</issue>
          <fpage>97</fpage>
          <lpage>106</lpage>
        </mixed-citation>
      </ref>
      <ref id="ridm1850419212">
        <label>44.</label>
        <mixed-citation xlink:type="simple" publication-type="journal">
          <name>
            <surname>Clamp</surname>
            <given-names>M</given-names>
          </name>
          <name>
            <surname>Cuff</surname>
            <given-names>J</given-names>
          </name>
          <name>
            <surname>Searle</surname>
            <given-names>S M</given-names>
          </name>
          <name>
            <surname>G</surname>
            <given-names>J Barton</given-names>
          </name>
          <article-title>The jalview java alignment editor</article-title>
          <date>
            <year>2004</year>
          </date>
          <source>Bioinformatics</source>
          <volume>20</volume>
          <issue>3</issue>
          <fpage>426</fpage>
          <lpage>427</lpage>
        </mixed-citation>
      </ref>
      <ref id="ridm1850415324">
        <label>45.</label>
        <mixed-citation xlink:type="simple" publication-type="journal">
          <name>
            <surname>Tateno</surname>
            <given-names>Y</given-names>
          </name>
          <name>
            <surname>Imanishi</surname>
            <given-names>T</given-names>
          </name>
          <name>
            <surname>Miyazaki</surname>
            <given-names>S</given-names>
          </name>
          <name>
            <surname>Fukami-Kobayashi</surname>
            <given-names>K</given-names>
          </name>
          <name>
            <surname>Saitou</surname>
            <given-names>N</given-names>
          </name>
          <name>
            <surname>Sugawara</surname>
            <given-names>H</given-names>
          </name>
          <name>
            <surname>Gojobori</surname>
            <given-names>T</given-names>
          </name>
          <article-title>DNA Data Bank of Japan (DDBJ) for genome scale research in life science</article-title>
          <date>
            <year>2002</year>
          </date>
          <source>Nucleic acids research</source>
          <volume>30</volume>
          <issue>1</issue>
          <fpage>27</fpage>
          <lpage>30</lpage>
        </mixed-citation>
      </ref>
      <ref id="ridm1850442612">
        <label>46.</label>
        <mixed-citation xlink:type="simple" publication-type="journal">
          <name>
            <surname>Griffiths-Jones</surname>
            <given-names>S</given-names>
          </name>
          <name>
            <surname>Moxon</surname>
            <given-names>S</given-names>
          </name>
          <name>
            <surname>Marshall</surname>
            <given-names>M</given-names>
          </name>
          <name>
            <surname>Khanna</surname>
            <given-names>A</given-names>
          </name>
          <name>
            <surname>S</surname>
            <given-names>R Eddy</given-names>
          </name>
          <name>
            <surname>Bateman</surname>
            <given-names>A</given-names>
          </name>
          <article-title>Rfam: annotating non-coding RNAs in complete genomes. Nucleic acids research</article-title>
          <date>
            <year>2005</year>
          </date>
          <volume>33</volume>
          <fpage>121</fpage>
          <lpage>124</lpage>
        </mixed-citation>
      </ref>
      <ref id="ridm1850440164">
        <label>47.</label>
        <mixed-citation xlink:type="simple" publication-type="journal">
          <article-title>UniProt Consortium. UniProt: a hub for protein information. Nucleic acids research,gku989</article-title>
          <date>
            <year>2014</year>
          </date>
        </mixed-citation>
      </ref>
      <ref id="ridm1850437428">
        <label>48.</label>
        <mixed-citation xlink:type="simple" publication-type="journal">
          <name>
            <surname>P</surname>
            <given-names>D Bank</given-names>
          </name>
          <article-title>Protein Data Bank</article-title>
          <date>
            <year>1971</year>
          </date>
          <source>Nature New Biol</source>
          <volume>233</volume>
          <fpage>223</fpage>
        </mixed-citation>
      </ref>
      <ref id="ridm1850433540">
        <label>49.</label>
        <mixed-citation xlink:type="simple" publication-type="book">
          <name>
            <surname>Boeckmann</surname>
            <given-names>B</given-names>
          </name>
          <name>
            <surname>Bairoch</surname>
            <given-names>A</given-names>
          </name>
          <name>
            <surname>Apweiler</surname>
            <given-names>R</given-names>
          </name>
          <name>
            <surname>M</surname>
            <given-names>C Blatter</given-names>
          </name>
          <name>
            <surname>Estreicher</surname>
            <given-names>A</given-names>
          </name>
          <name>
            <surname>Gasteiger</surname>
            <given-names>E</given-names>
          </name>
          <date>
            <year>2003</year>
          </date>
          <chapter-title>The SWISS-PROT protein knowledgebase and its supplement TrEMBL in 2003. Nucleic acids research</chapter-title>
          <volume>31</volume>
          <issue>1</issue>
          <fpage>365</fpage>
          <lpage>370</lpage>
        </mixed-citation>
      </ref>
      <ref id="ridm1850432460">
        <label>50.</label>
        <mixed-citation xlink:type="simple" publication-type="journal">
          <name>
            <surname>Hunter</surname>
            <given-names>S</given-names>
          </name>
          <name>
            <surname>Apweiler</surname>
            <given-names>R</given-names>
          </name>
          <name>
            <surname>T</surname>
            <given-names>K Attwood</given-names>
          </name>
          <name>
            <surname>Bairoch</surname>
            <given-names>A</given-names>
          </name>
          <name>
            <surname>Bateman</surname>
            <given-names>A</given-names>
          </name>
          <name>
            <surname>Binns</surname>
            <given-names>D</given-names>
          </name>
          <article-title>InterPro: the integrative protein signature database. Nucleic acids research,37(suppl_1),D211-D215</article-title>
          <date>
            <year>2008</year>
          </date>
        </mixed-citation>
      </ref>
      <ref id="ridm1850356972">
        <label>51.</label>
        <mixed-citation xlink:type="simple" publication-type="journal">
          <name>
            <surname>J</surname>
            <given-names>A Vizcaíno</given-names>
          </name>
          <name>
            <surname>Côté</surname>
            <given-names>R</given-names>
          </name>
          <name>
            <surname>Reisinger</surname>
            <given-names>F</given-names>
          </name>
          <name>
            <surname>Foster</surname>
            <given-names>M</given-names>
          </name>
          <name>
            <surname>Mueller</surname>
            <given-names>J</given-names>
          </name>
          <name>
            <surname>Rameseder</surname>
            <given-names>M</given-names>
          </name>
          <name>
            <surname>J</surname>
            <given-names/>
          </name>
          <article-title>A guide to the Proteomics Identifications Database proteomics data repository</article-title>
          <date>
            <year>2009</year>
          </date>
          <source>Proteomics</source>
          <volume>9</volume>
          <issue>18</issue>
          <fpage>4276</fpage>
          <lpage>4283</lpage>
        </mixed-citation>
      </ref>
      <ref id="ridm1850351932">
        <label>52.</label>
        <mixed-citation xlink:type="simple" publication-type="journal">
          <name>
            <surname>Flicek</surname>
            <given-names>P</given-names>
          </name>
          <name>
            <surname>M</surname>
            <given-names>R Amode</given-names>
          </name>
          <name>
            <surname>Barrell</surname>
            <given-names>D</given-names>
          </name>
          <name>
            <surname>Beal</surname>
            <given-names>K</given-names>
          </name>
          <name>
            <surname>Brent</surname>
            <given-names>S</given-names>
          </name>
          <name>
            <surname>Carvalho-Silva</surname>
            <given-names>D</given-names>
          </name>
          <article-title>Ensembl 2012. Nucleic acids research,40(D1),D84-D90</article-title>
          <date>
            <year>2011</year>
          </date>
        </mixed-citation>
      </ref>
      <ref id="ridm1850349700">
        <label>53.</label>
        <mixed-citation xlink:type="simple" publication-type="journal">
          <name>
            <surname>M</surname>
            <given-names>I Rajoka</given-names>
          </name>
          <name>
            <surname>Idrees</surname>
            <given-names>S</given-names>
          </name>
          <name>
            <surname>Khalid</surname>
            <given-names>S</given-names>
          </name>
          <name>
            <surname>Ehsan</surname>
            <given-names>B</given-names>
          </name>
          <article-title>Medherb: An Interactiv e Bioinformatics Database and Analysis Resource for Medicinally Importan t Herbs</article-title>
          <date>
            <year>2014</year>
          </date>
          <source>Curr Bioinform</source>
          <volume>9</volume>
          <fpage>23</fpage>
          <lpage>27</lpage>
        </mixed-citation>
      </ref>
      <ref id="ridm1850345596">
        <label>54.</label>
        <mixed-citation xlink:type="simple" publication-type="journal">
          <name>
            <surname>Vihinen</surname>
            <given-names>M</given-names>
          </name>
          <article-title>Bioinformatics in proteomics</article-title>
          <date>
            <year>2001</year>
          </date>
          <source>Biomolecular engineering</source>
          <volume>18</volume>
          <issue>5</issue>
          <fpage>241</fpage>
          <lpage>248</lpage>
        </mixed-citation>
      </ref>
      <ref id="ridm1850374324">
        <label>55.</label>
        <mixed-citation xlink:type="simple" publication-type="book">
          <name>
            <surname>K</surname>
            <given-names>C Chou</given-names>
          </name>
          <article-title>Progress in protein structural class prediction and its impact to bioinformatics and proteomics</article-title>
          <date>
            <year>2005</year>
          </date>
          <chapter-title>Current Protein and Peptide Science</chapter-title>
          <volume>6</volume>
          <issue>5</issue>
          <fpage>423</fpage>
          <lpage>436</lpage>
        </mixed-citation>
      </ref>
      <ref id="ridm1850373244">
        <label>56.</label>
        <mixed-citation xlink:type="simple" publication-type="journal"><name><surname>G</surname><given-names>B Fogel</given-names></name><name><surname>D</surname><given-names>W Corne</given-names></name><date><year>2002</year></date>
Evolutionary computation in bioinformatics.MorganKaufmann



</mixed-citation>
      </ref>
      <ref id="ridm1850369428">
        <label>57.</label>
        <mixed-citation xlink:type="simple" publication-type="journal">
          <name>
            <surname>Chen</surname>
            <given-names>P</given-names>
          </name>
          <name>
            <surname>Rayner</surname>
            <given-names>S</given-names>
          </name>
          <name>
            <surname>K</surname>
            <given-names>H Hu</given-names>
          </name>
          <article-title>Advances of bioinformatics tools applied in virus epitopes prediction. Virologica sinica</article-title>
          <date>
            <year>2011</year>
          </date>
          <volume>26</volume>
          <issue>1</issue>
          <fpage>1</fpage>
          <lpage>7</lpage>
        </mixed-citation>
      </ref>
      <ref id="ridm1850365684">
        <label>58.</label>
        <mixed-citation xlink:type="simple" publication-type="journal">
          <name>
            <surname>B</surname>
            <given-names>G Pierce</given-names>
          </name>
          <name>
            <surname>Wiehe</surname>
            <given-names>K</given-names>
          </name>
          <name>
            <surname>Hwang</surname>
            <given-names>H</given-names>
          </name>
          <name>
            <surname>B</surname>
            <given-names>H Kim</given-names>
          </name>
          <name>
            <surname>Vreven</surname>
            <given-names>T</given-names>
          </name>
          <name>
            <surname>Weng</surname>
            <given-names>Z</given-names>
          </name>
          <article-title>ZDOCK server: interactive docking prediction of protein–protein complexes and symmetric multimers</article-title>
          <date>
            <year>2014</year>
          </date>
          <source>Bioinformatics</source>
          <volume>30</volume>
          <issue>12</issue>
          <fpage>1771</fpage>
          <lpage>1773</lpage>
        </mixed-citation>
      </ref>
      <ref id="ridm1850361292">
        <label>59.</label>
        <mixed-citation xlink:type="simple" publication-type="journal">
          <name>
            <surname>Chen</surname>
            <given-names>R</given-names>
          </name>
          <name>
            <surname>Mintseris</surname>
            <given-names>J</given-names>
          </name>
          <name>
            <surname>Janin</surname>
            <given-names>J</given-names>
          </name>
          <name>
            <surname>Weng</surname>
            <given-names>Z</given-names>
          </name>
          <article-title>A protein–protein docking benchmark</article-title>
          <date>
            <year>2003</year>
          </date>
          <source>Proteins: Structure, Function, and Bioinformatics</source>
          <volume>52</volume>
          <issue>1</issue>
          <fpage>88</fpage>
          <lpage>91</lpage>
        </mixed-citation>
      </ref>
      <ref id="ridm1850340092">
        <label>60.</label>
        <mixed-citation xlink:type="simple" publication-type="journal">
          <name>
            <surname>B</surname>
            <given-names>G Pierce</given-names>
          </name>
          <name>
            <surname>Wiehe</surname>
            <given-names>K</given-names>
          </name>
          <name>
            <surname>Hwang</surname>
            <given-names>H</given-names>
          </name>
          <name>
            <surname>B</surname>
            <given-names>H Kim</given-names>
          </name>
          <name>
            <surname>Vreven</surname>
            <given-names>T</given-names>
          </name>
          <name>
            <surname>Weng</surname>
            <given-names>Z</given-names>
          </name>
          <article-title>ZDOCK server: interactive docking prediction of protein–protein complexes and symmetric multimers</article-title>
          <date>
            <year>2014</year>
          </date>
          <source>Bioinformatics</source>
          <volume>30</volume>
          <issue>12</issue>
          <fpage>1771</fpage>
          <lpage>1773</lpage>
        </mixed-citation>
      </ref>
      <ref id="ridm1850333756">
        <label>61.</label>
        <mixed-citation xlink:type="simple" publication-type="journal">
          <name>
            <surname>C</surname>
            <given-names>M Smith</given-names>
          </name>
          <article-title>Bioinformatics, genomics, and proteomics</article-title>
          <date>
            <year>2000</year>
          </date>
          <source>The scientist</source>
          <volume>14</volume>
          <issue>23</issue>
          <fpage>26</fpage>
          <lpage>26</lpage>
        </mixed-citation>
      </ref>
      <ref id="ridm1850329796">
        <label>62.</label>
        <mixed-citation xlink:type="simple" publication-type="journal">
          <name>
            <surname>Murray-Rust</surname>
            <given-names>P</given-names>
          </name>
          <article-title>Bioinformatics and drug discovery</article-title>
          <date>
            <year>1994</year>
          </date>
          <source>Current Opinion in Biotechnology</source>
          <volume>5</volume>
          <issue>6</issue>
          <fpage>648</fpage>
          <lpage>653</lpage>
        </mixed-citation>
      </ref>
      <ref id="ridm1850328284">
        <label>63.</label>
        <mixed-citation xlink:type="simple" publication-type="journal">
          <name>
            <surname>Xia</surname>
            <given-names>X</given-names>
          </name>
          <article-title>Bioinformatics and Drug Discovery. Current topics in medicinal chemistry</article-title>
          <date>
            <year>2017</year>
          </date>
          <volume>17</volume>
          <issue>15</issue>
          <fpage>1709</fpage>
          <lpage>1726</lpage>
        </mixed-citation>
      </ref>
      <ref id="ridm1850324396">
        <label>64.</label>
        <mixed-citation xlink:type="simple" publication-type="journal">
          <name>
            <surname>J</surname>
            <given-names>D Wulfkuhle</given-names>
          </name>
          <name>
            <surname>Liotta</surname>
            <given-names>L A</given-names>
          </name>
          <name>
            <surname>E</surname>
            <given-names>F Petricoin</given-names>
          </name>
          <article-title>Proteomic applications for the early detection of cancer</article-title>
          <date>
            <year>2003</year>
          </date>
          <source>Nature reviews cancer</source>
          <volume>3</volume>
          <issue>4</issue>
          <fpage>267</fpage>
          <lpage>275</lpage>
        </mixed-citation>
      </ref>
      <ref id="ridm1850320148">
        <label>65.</label>
        <mixed-citation xlink:type="simple" publication-type="journal">
          <name>
            <surname>Mongkolwat</surname>
            <given-names>P</given-names>
          </name>
          <name>
            <surname>Kleper</surname>
            <given-names>V</given-names>
          </name>
          <name>
            <surname>Talbot</surname>
            <given-names>S</given-names>
          </name>
          <name>
            <surname>Rubin</surname>
            <given-names>D</given-names>
          </name>
          <article-title>The National Cancer Informatics Program (NCIP) Annotation and Image Markup (AIM) Foundation Model</article-title>
          <date>
            <year>2014</year>
          </date>
          <source>Journal of digital imaging</source>
          <volume>27</volume>
          <issue>6</issue>
          <fpage>692</fpage>
          <lpage>701</lpage>
        </mixed-citation>
      </ref>
      <ref id="ridm1850315828">
        <label>66.</label>
        <mixed-citation xlink:type="simple" publication-type="journal">
          <name>
            <surname>Machiela</surname>
            <given-names>M J</given-names>
          </name>
          <name>
            <surname>S</surname>
            <given-names>J Chanock</given-names>
          </name>
          <article-title>LDlink: a web-based application for exploring population-specific haplotype structure and linking correlated alleles of possible functional variants</article-title>
          <date>
            <year>2015</year>
          </date>
          <source>Bioinformatics</source>
          <volume>31</volume>
          <issue>21</issue>
          <fpage>3555</fpage>
          <lpage>3557</lpage>
        </mixed-citation>
      </ref>
      <ref id="ridm1850314316">
        <label>67.</label>
        <mixed-citation xlink:type="simple" publication-type="journal">
          <name>
            <surname>Lancashire</surname>
            <given-names>L J</given-names>
          </name>
          <name>
            <surname>Lemetre</surname>
            <given-names>C</given-names>
          </name>
          <name>
            <surname>G</surname>
            <given-names>R Ball</given-names>
          </name>
          <article-title>An introduction to artificial neural networks in bioinformatics—application to complex microarray and mass spectrometry datasets in cancer studies</article-title>
          <date>
            <year>2009</year>
          </date>
          <source>Briefings in bioinformatics</source>
          <volume>10</volume>
          <issue>3</issue>
          <fpage>315</fpage>
          <lpage>329</lpage>
        </mixed-citation>
      </ref>
      <ref id="ridm1850308196">
        <label>68.</label>
        <mixed-citation xlink:type="simple" publication-type="journal">
          <name>
            <surname>A</surname>
            <given-names>D Baxevanis</given-names>
          </name>
          <name>
            <surname>B</surname>
            <given-names>F Ouellette</given-names>
          </name>
          <article-title>Bioinformatics: a practical guide to the analysis of genes and proteins.JohnWiley&amp;Sons.(Vol</article-title>
          <date>
            <year>2004</year>
          </date>
          <fpage>43</fpage>
        </mixed-citation>
      </ref>
      <ref id="ridm1850242572">
        <label>69.</label>
        <mixed-citation xlink:type="simple" publication-type="journal">
          <name>
            <surname>D</surname>
            <given-names>E Krane</given-names>
          </name>
          <name>
            <surname>Ford</surname>
            <given-names>S</given-names>
          </name>
          <name>
            <surname>J</surname>
            <given-names>R Gilder</given-names>
          </name>
          <name>
            <surname>Inman</surname>
            <given-names>K</given-names>
          </name>
          <name>
            <surname>Jamieson</surname>
            <given-names>A</given-names>
          </name>
          <name>
            <surname>Koppl</surname>
            <given-names>R</given-names>
          </name>
          <article-title>Sequential unmasking: a means of minimizing observer effects in forensic DNA interpretation</article-title>
          <date>
            <year>2008</year>
          </date>
          <source>Journal of Forensic Sciences</source>
          <volume>53</volume>
          <issue>4</issue>
          <fpage>1006</fpage>
          <lpage>1007</lpage>
        </mixed-citation>
      </ref>
      <ref id="ridm1850241636">
        <label>70.</label>
        <mixed-citation xlink:type="simple" publication-type="journal">
          <name>
            <surname>Grada</surname>
            <given-names>A</given-names>
          </name>
          <name>
            <surname>Weinbrecht</surname>
            <given-names>K</given-names>
          </name>
          <article-title>Next-generation sequencing: methodology and application</article-title>
          <date>
            <year>2013</year>
          </date>
          <source>J Invest Dermatol</source>
          <volume>133</volume>
          <issue>8</issue>
          <fpage>11</fpage>
        </mixed-citation>
      </ref>
      <ref id="ridm1850236020">
        <label>71.</label>
        <mixed-citation xlink:type="simple" publication-type="book">
          <name>
            <surname>Budowle</surname>
            <given-names>B</given-names>
          </name>
          <name>
            <surname>M</surname>
            <given-names>R Wilson</given-names>
          </name>
          <name>
            <surname>J</surname>
            <given-names>P Burans</given-names>
          </name>
          <name>
            <surname>R</surname>
            <given-names>G Breeze</given-names>
          </name>
          <name>
            <surname>Chakraborty</surname>
            <given-names>R</given-names>
          </name>
          <article-title>Microbial forensics</article-title>
          <date>
            <year>2005</year>
          </date>
          <chapter-title>In Microbial forensics</chapter-title>
          <fpage>1</fpage>
          <lpage>25</lpage>
        </mixed-citation>
      </ref>
      <ref id="ridm1850232348">
        <label>72.</label>
        <mixed-citation xlink:type="simple" publication-type="journal">
          <name>
            <surname>W</surname>
            <given-names>A Valdivia-Granda</given-names>
          </name>
          <article-title>Bioinformatics for biodefense: challenges and opportunities. Biosecurity and bioterrorism: biodefense strategy, practice, and science</article-title>
          <date>
            <year>2010</year>
          </date>
          <volume>8</volume>
          <issue>1</issue>
          <fpage>69</fpage>
          <lpage>77</lpage>
        </mixed-citation>
      </ref>
      <ref id="ridm1850228676">
        <label>73.</label>
        <mixed-citation xlink:type="simple" publication-type="journal">
          <name>
            <surname>Corthésy-Theulaz</surname>
            <given-names>I</given-names>
          </name>
          <name>
            <surname>Dunnen</surname>
            <given-names>J T den</given-names>
          </name>
          <name>
            <surname>Ferré</surname>
            <given-names>P</given-names>
          </name>
          <name>
            <surname>J</surname>
            <given-names>M Geurts</given-names>
          </name>
          <name>
            <surname>Müller</surname>
            <given-names>M</given-names>
          </name>
          <name>
            <surname>N</surname>
            <given-names>van Belzen</given-names>
          </name>
          <name>
            <surname>B</surname>
            <given-names>van Ommen</given-names>
          </name>
          <article-title>Nutrigenomics: the impact of biomics technology on nutrition research</article-title>
          <date>
            <year>2005</year>
          </date>
          <source>Annals of Nutrition and Metabolism</source>
          <volume>49</volume>
          <issue>6</issue>
          <fpage>355</fpage>
          <lpage>365</lpage>
        </mixed-citation>
      </ref>
      <ref id="ridm1850225076">
        <label>74.</label>
        <mixed-citation xlink:type="simple" publication-type="journal">
          <name>
            <surname>Müller</surname>
            <given-names>M</given-names>
          </name>
          <name>
            <surname>Kersten</surname>
            <given-names>S</given-names>
          </name>
          <article-title>Nutrigenomics: goals and strategies</article-title>
          <date>
            <year>2003</year>
          </date>
          <source>Nature Reviews Genetics</source>
          <volume>4</volume>
          <issue>4</issue>
          <fpage>315</fpage>
          <lpage>322</lpage>
        </mixed-citation>
      </ref>
      <ref id="ridm1850221908">
        <label>75.</label>
        <mixed-citation xlink:type="simple" publication-type="journal">
          <name>
            <surname>Werf</surname>
            <given-names>M V D</given-names>
          </name>
          <name>
            <surname>Schuren</surname>
            <given-names>F H J</given-names>
          </name>
          <name>
            <surname>Bijlsma</surname>
            <given-names>S</given-names>
          </name>
          <name>
            <surname>A</surname>
            <given-names>C Tas</given-names>
          </name>
          <name>
            <surname>B</surname>
            <given-names>V Ommen</given-names>
          </name>
          <article-title>Nutrigenomics: application of genomics technologies in nutritional sciences and food technology</article-title>
          <date>
            <year>2001</year>
          </date>
          <source>Journal of Food Science</source>
          <volume>66</volume>
          <issue>6</issue>
          <fpage>772</fpage>
          <lpage>780</lpage>
        </mixed-citation>
      </ref>
      <ref id="ridm1850218020">
        <label>76.</label>
        <mixed-citation xlink:type="simple" publication-type="journal">
          <name>
            <surname>D</surname>
            <given-names>W Huang</given-names>
          </name>
          <name>
            <surname>B</surname>
            <given-names>T Sherman</given-names>
          </name>
          <name>
            <surname>R</surname>
            <given-names>A Lempicki</given-names>
          </name>
          <article-title>Bioinformatics enrichment tools: paths toward the comprehensive functional analysis of large gene lists. Nucleic acids research</article-title>
          <date>
            <year>2008</year>
          </date>
          <volume>37</volume>
          <issue>1</issue>
          <fpage>1</fpage>
          <lpage>13</lpage>
        </mixed-citation>
      </ref>
      <ref id="ridm1850214852">
        <label>77.</label>
        <mixed-citation xlink:type="simple" publication-type="journal">
          <name>
            <surname>Hoon</surname>
            <given-names>M J de</given-names>
          </name>
          <name>
            <surname>Imoto</surname>
            <given-names>S</given-names>
          </name>
          <name>
            <surname>Nolan</surname>
            <given-names>J</given-names>
          </name>
          <name>
            <surname>Miyano</surname>
            <given-names>S</given-names>
          </name>
          <article-title>Open source clustering software</article-title>
          <date>
            <year>2004</year>
          </date>
          <source>Bioinformatics</source>
          <volume>20</volume>
          <issue>9</issue>
          <fpage>1453</fpage>
          <lpage>1454</lpage>
        </mixed-citation>
      </ref>
      <ref id="ridm1850276484">
        <label>78.</label>
        <mixed-citation xlink:type="simple" publication-type="journal">
          <name>
            <surname>Xia</surname>
            <given-names>J</given-names>
          </name>
          <name>
            <surname>Gill</surname>
            <given-names>E E</given-names>
          </name>
          <name>
            <surname>R</surname>
            <given-names>E Hancock</given-names>
          </name>
          <article-title>NetworkAnalyst for statistical, visual and network-based meta-analysis of gene expression data</article-title>
          <date>
            <year>2015</year>
          </date>
          <source>Nature protocols</source>
          <volume>10</volume>
          <issue>6</issue>
          <fpage>823</fpage>
          <lpage>844</lpage>
        </mixed-citation>
      </ref>
      <ref id="ridm1850272380">
        <label>79.</label>
        <mixed-citation xlink:type="simple" publication-type="journal">
          <name>
            <surname>Zheng</surname>
            <given-names>Y</given-names>
          </name>
          <name>
            <surname>Roberts</surname>
            <given-names>R J</given-names>
          </name>
          <name>
            <surname>Kasif</surname>
            <given-names>S</given-names>
          </name>
          <article-title>Segmentally variable genes: a new perspective on adaptation. PLoS biology</article-title>
          <date>
            <year>2004</year>
          </date>
          <volume>2</volume>
          <issue>4</issue>
          <fpage>81</fpage>
        </mixed-citation>
      </ref>
      <ref id="ridm1850268564">
        <label>80.</label>
        <mixed-citation xlink:type="simple" publication-type="journal">
          <name>
            <surname>Lal</surname>
            <given-names>A</given-names>
          </name>
          <name>
            <surname>A</surname>
            <given-names>E Lash</given-names>
          </name>
          <name>
            <surname>S</surname>
            <given-names>F Altschul</given-names>
          </name>
          <name>
            <surname>Velculescu</surname>
            <given-names>V</given-names>
          </name>
          <name>
            <surname>Zhang</surname>
            <given-names>L</given-names>
          </name>
          <name>
            <surname>R</surname>
            <given-names>E McLendon</given-names>
          </name>
          <article-title>A public database for gene expression in human cancers</article-title>
          <date>
            <year>1999</year>
          </date>
          <source>Cancer Research</source>
          <volume>59</volume>
          <issue>21</issue>
          <fpage>5403</fpage>
          <lpage>5407</lpage>
        </mixed-citation>
      </ref>
      <ref id="ridm1850263740">
        <label>81.</label>
        <mixed-citation xlink:type="simple" publication-type="journal">
          <name>
            <surname>Lerat</surname>
            <given-names>E</given-names>
          </name>
          <article-title>Identifying repeats and transposable elements in sequenced genomes: how to find your way through the dense forest of programs</article-title>
          <date>
            <year>2010</year>
          </date>
          <source>Heredity</source>
          <volume>104</volume>
          <issue>6</issue>
          <fpage>520</fpage>
          <lpage>533</lpage>
        </mixed-citation>
      </ref>
      <ref id="ridm1850262372">
        <label>82.</label>
        <mixed-citation xlink:type="simple" publication-type="journal">
          <name>
            <surname>J</surname>
            <given-names>A Greenbaum</given-names>
          </name>
          <name>
            <surname>Pang</surname>
            <given-names>B</given-names>
          </name>
          <name>
            <surname>Tullius</surname>
            <given-names>T D</given-names>
          </name>
          <article-title>Construction of a genome-scale structural map at single-nucleotide resolution</article-title>
          <date>
            <year>2007</year>
          </date>
          <source>Genome research</source>
          <volume>17</volume>
          <issue>6</issue>
          <fpage>947</fpage>
          <lpage>953</lpage>
        </mixed-citation>
      </ref>
      <ref id="ridm1850257548">
        <label>83.</label>
        <mixed-citation xlink:type="simple" publication-type="journal">
          <name>
            <surname>R</surname>
            <given-names>W Brouwer</given-names>
          </name>
          <name>
            <surname>O</surname>
            <given-names>P Kuipers</given-names>
          </name>
          <name>
            <surname>Hijum</surname>
            <given-names>S A van</given-names>
          </name>
          <article-title>The relative value of operon predictions</article-title>
          <date>
            <year>2008</year>
          </date>
          <source>Briefings in bioinformatics</source>
          <volume>9</volume>
          <issue>5</issue>
          <fpage>367</fpage>
          <lpage>375</lpage>
        </mixed-citation>
      </ref>
      <ref id="ridm1850255748">
        <label>84.</label>
        <mixed-citation xlink:type="simple" publication-type="journal">
          <name>
            <surname>W</surname>
            <given-names>H Pope</given-names>
          </name>
          <name>
            <surname>Jacobs-Sera</surname>
            <given-names>D</given-names>
          </name>
          <name>
            <surname>Best</surname>
            <given-names>A A</given-names>
          </name>
          <name>
            <surname>G</surname>
            <given-names>W Broussard</given-names>
          </name>
          <name>
            <surname>P</surname>
            <given-names>L Connerly</given-names>
          </name>
          <name>
            <surname>R</surname>
            <given-names>M Dedrick</given-names>
          </name>
          <article-title>Cluster J mycobacteriophages: intron splicing in capsid and tail genes</article-title>
          <date>
            <year>2013</year>
          </date>
          <source>PLoS One</source>
          <volume>8</volume>
          <issue>7</issue>
          <fpage>69273</fpage>
        </mixed-citation>
      </ref>
      <ref id="ridm1850250996">
        <label>85.</label>
        <mixed-citation xlink:type="simple" publication-type="journal">
          <name>
            <surname>J</surname>
            <given-names>C Mellor</given-names>
          </name>
          <name>
            <surname>Yanai</surname>
            <given-names>I</given-names>
          </name>
          <name>
            <surname>K</surname>
            <given-names>H Clodfelter</given-names>
          </name>
          <name>
            <surname>Mintseris</surname>
            <given-names>J</given-names>
          </name>
          <name>
            <surname>DeLisi</surname>
            <given-names>C</given-names>
          </name>
          <article-title>Predictome: a database of putative functional links between proteins</article-title>
          <date>
            <year>2002</year>
          </date>
          <source>Nucleic acids research</source>
          <volume>30</volume>
          <issue>1</issue>
          <fpage>306</fpage>
          <lpage>309</lpage>
        </mixed-citation>
      </ref>
      <ref id="ridm1850245884">
        <label>86.</label>
        <mixed-citation xlink:type="simple" publication-type="journal">
          <name>
            <surname>P</surname>
            <given-names>Le Flèche</given-names>
          </name>
          <name>
            <surname>Hauck</surname>
            <given-names>Y</given-names>
          </name>
          <name>
            <surname>Onteniente</surname>
            <given-names>L</given-names>
          </name>
          <name>
            <surname>Prieur</surname>
            <given-names>A</given-names>
          </name>
          <name>
            <surname>Denoeud</surname>
            <given-names>F</given-names>
          </name>
          <name>
            <surname>Ramisse</surname>
            <given-names>V</given-names>
          </name>
          <article-title>A tandem repeats database for bacterial genomes: application to the genotyping of Yersinia pestis and Bacillus anthracis</article-title>
          <date>
            <year>2001</year>
          </date>
          <source>BMC microbiology</source>
          <volume>1</volume>
          <issue>1</issue>
          <fpage>2</fpage>
        </mixed-citation>
      </ref>
      <ref id="ridm1850172884">
        <label>87.</label>
        <mixed-citation xlink:type="simple" publication-type="journal">
          <name>
            <surname>Hu</surname>
            <given-names>Z</given-names>
          </name>
          <name>
            <surname>Mellor</surname>
            <given-names>J</given-names>
          </name>
          <name>
            <surname>Wu</surname>
            <given-names>J</given-names>
          </name>
          <name>
            <surname>DeLisi</surname>
            <given-names>C</given-names>
          </name>
          <article-title>VisANT: an online visualization and analysis tool for biological interaction data</article-title>
          <date>
            <year>2004</year>
          </date>
          <source>BMC bioinformatics</source>
          <volume>5</volume>
          <issue>1</issue>
          <fpage>17</fpage>
        </mixed-citation>
      </ref>
      <ref id="ridm1850169284">
        <label>88.</label>
        <mixed-citation xlink:type="simple" publication-type="journal">
          <name>
            <surname>J</surname>
            <given-names>A Carriço</given-names>
          </name>
          <name>
            <surname>A</surname>
            <given-names>J Sabat</given-names>
          </name>
          <name>
            <surname>A</surname>
            <given-names>W Friedrich</given-names>
          </name>
          <name>
            <surname>Ramirez</surname>
            <given-names>M</given-names>
          </name>
          <article-title>Bioinformatics in bacterial molecular epidemiology and public health: databases, tools and the next-generation sequencing revolution</article-title>
          <date>
            <year>2013</year>
          </date>
          <source>Eurosurveillance</source>
          <volume>18</volume>
          <issue>4</issue>
          <fpage>20382</fpage>
        </mixed-citation>
      </ref>
      <ref id="ridm1850164676">
        <label>89.</label>
        <mixed-citation xlink:type="simple" publication-type="journal">
          <name>
            <surname>D</surname>
            <given-names>T Holloway</given-names>
          </name>
          <name>
            <surname>Kon</surname>
            <given-names>M</given-names>
          </name>
          <name>
            <surname>DeLisi</surname>
            <given-names>C</given-names>
          </name>
          <article-title>Classifying transcription factor targets and discovering relevant biological features</article-title>
          <date>
            <year>2008</year>
          </date>
          <source>Biology Direct</source>
          <volume>3</volume>
          <issue>1</issue>
          <fpage>22</fpage>
        </mixed-citation>
      </ref>
      <ref id="ridm1850162012">
        <label>90.</label>
        <mixed-citation xlink:type="simple" publication-type="book">
          <name>
            <surname>Desiere</surname>
            <given-names>F</given-names>
          </name>
          <name>
            <surname>German</surname>
            <given-names>B</given-names>
          </name>
          <name>
            <surname>Watzke</surname>
            <given-names>H</given-names>
          </name>
          <name>
            <surname>Pfeifer</surname>
            <given-names>A</given-names>
          </name>
          <name>
            <surname>Saguy</surname>
            <given-names>S</given-names>
          </name>
          <article-title>Bioinformatics and data knowledge: the new frontiers for nutrition and foods</article-title>
          <date>
            <year>2001</year>
          </date>
          <chapter-title>Trends in Food Science &amp; Technology</chapter-title>
          <volume>12</volume>
          <issue>7</issue>
          <fpage>215</fpage>
          <lpage>229</lpage>
        </mixed-citation>
      </ref>
      <ref id="ridm1850159348">
        <label>91.</label>
        <mixed-citation xlink:type="simple" publication-type="book">
          <name>
            <surname>Udenigwe</surname>
            <given-names>C C</given-names>
          </name>
          <article-title>Bioinformatics approaches, prospects and challenges of food bioactive peptide research</article-title>
          <date>
            <year>2014</year>
          </date>
          <chapter-title>Trends in Food Science &amp; Technology</chapter-title>
          <volume>36</volume>
          <issue>2</issue>
          <fpage>137</fpage>
          <lpage>143</lpage>
        </mixed-citation>
      </ref>
      <ref id="ridm1850154020">
        <label>92.</label>
        <mixed-citation xlink:type="simple" publication-type="journal">
          <name>
            <surname>L</surname>
            <given-names>A Kelley</given-names>
          </name>
          <name>
            <surname>M</surname>
            <given-names>J Sternberg</given-names>
          </name>
          <article-title>Protein structure prediction on the Web: a case study using the Phyre server</article-title>
          <date>
            <year>2009</year>
          </date>
          <source>Nature protocols</source>
          <volume>4</volume>
          <issue>3</issue>
          <fpage>363</fpage>
          <lpage>371</lpage>
        </mixed-citation>
      </ref>
      <ref id="ridm1850151212">
        <label>93.</label>
        <mixed-citation xlink:type="simple" publication-type="journal">
          <name>
            <surname>C</surname>
            <given-names>A Orengo</given-names>
          </name>
          <name>
            <surname>F</surname>
            <given-names>M Pearl</given-names>
          </name>
          <name>
            <surname>J</surname>
            <given-names>M Thornton</given-names>
          </name>
          <article-title>The CATH domain structure database</article-title>
          <date>
            <year>2005</year>
          </date>
          <source>Structural Bioinformatics, Volume</source>
          <volume>44</volume>
          <fpage>249</fpage>
          <lpage>271</lpage>
        </mixed-citation>
      </ref>
      <ref id="ridm1850148404">
        <label>94.</label>
        <mixed-citation xlink:type="simple" publication-type="journal">
          <name>
            <surname>L</surname>
            <given-names>A Kelley</given-names>
          </name>
          <name>
            <surname>Mezulis</surname>
            <given-names>S</given-names>
          </name>
          <name>
            <surname>C</surname>
            <given-names>M Yates</given-names>
          </name>
          <name>
            <surname>M</surname>
            <given-names>N Wass</given-names>
          </name>
          <name>
            <surname>M</surname>
            <given-names>J Sternberg</given-names>
          </name>
          <article-title>The Phyre2 web portal for protein modeling, prediction and analysis</article-title>
          <date>
            <year>2015</year>
          </date>
          <source>Nature protocols</source>
          <volume>10</volume>
          <issue>6</issue>
          <fpage>845</fpage>
          <lpage>858</lpage>
        </mixed-citation>
      </ref>
      <ref id="ridm1850143868">
        <label>95.</label>
        <mixed-citation xlink:type="simple" publication-type="journal">
          <name>
            <surname>Bystroff</surname>
            <given-names>C</given-names>
          </name>
          <name>
            <surname>Shao</surname>
            <given-names>Y</given-names>
          </name>
          <article-title>Fully automated ab initio protein structure prediction using I-SITES,HMMSTRand ROSETTA.Bioinformatics,18(suppl_1),S54-S61</article-title>
          <date>
            <year>2002</year>
          </date>
        </mixed-citation>
      </ref>
      <ref id="ridm1850141204">
        <label>96.</label>
        <mixed-citation xlink:type="simple" publication-type="journal">
          <name>
            <surname>B</surname>
            <given-names>K Kuntal</given-names>
          </name>
          <name>
            <surname>Aparoy</surname>
            <given-names>P</given-names>
          </name>
          <name>
            <surname>Reddanna</surname>
            <given-names>P</given-names>
          </name>
          <article-title>EasyModeller: A graphical interface to MODELLER. BMC research notes</article-title>
          <date>
            <year>2010</year>
          </date>
          <volume>3</volume>
          <issue>1</issue>
          <fpage>226</fpage>
        </mixed-citation>
      </ref>
      <ref id="ridm1850136884">
        <label>97.</label>
        <mixed-citation xlink:type="simple" publication-type="journal">
          <name>
            <surname>Drozdetskiy</surname>
            <given-names>A</given-names>
          </name>
          <name>
            <surname>Cole</surname>
            <given-names>C</given-names>
          </name>
          <name>
            <surname>Procter</surname>
            <given-names>J</given-names>
          </name>
          <name>
            <surname>G</surname>
            <given-names>J Barton</given-names>
          </name>
          <article-title>JPred4: a protein secondary structure prediction server. Nucleic acids research,43(W1),W389-W394</article-title>
          <date>
            <year>2015</year>
          </date>
        </mixed-citation>
      </ref>
      <ref id="ridm1850135516">
        <label>98.</label>
        <mixed-citation xlink:type="simple" publication-type="book">
          <name>
            <surname>Peng</surname>
            <given-names>J</given-names>
          </name>
          <name>
            <surname>Xu</surname>
            <given-names>J</given-names>
          </name>
          <article-title>RaptorX: exploiting structure information for protein alignment by statistical inference</article-title>
          <date>
            <year>2011</year>
          </date>
          <chapter-title>Proteins: Structure, Function, and Bioinformatics,79(S10)</chapter-title>
          <fpage>161</fpage>
          <lpage>171</lpage>
        </mixed-citation>
      </ref>
      <ref id="ridm1850132276">
        <label>99.</label>
        <mixed-citation xlink:type="simple" publication-type="journal">
          <name>
            <surname>Rost</surname>
            <given-names>B</given-names>
          </name>
          <article-title>[31] PHD: Predicting one-dimensional protein structure by profile-based neural networks</article-title>
          <date>
            <year>1996</year>
          </date>
          <source>Methods in enzymology</source>
          <volume>266</volume>
          <fpage>525</fpage>
          <lpage>539</lpage>
        </mixed-citation>
      </ref>
      <ref id="ridm1850128172">
        <label>100.</label>
        <mixed-citation xlink:type="simple" publication-type="journal">
          <name>
            <surname>G</surname>
            <given-names>H Fernald</given-names>
          </name>
          <name>
            <surname>Capriotti</surname>
            <given-names>E</given-names>
          </name>
          <name>
            <surname>Daneshjou</surname>
            <given-names>R</given-names>
          </name>
          <name>
            <surname>Karczewski</surname>
            <given-names>K J</given-names>
          </name>
          <name>
            <surname>R</surname>
            <given-names>B Altman</given-names>
          </name>
          <article-title>Bioinformatics challenges for personalized medicine</article-title>
          <date>
            <year>2011</year>
          </date>
          <source>Bioinformatics</source>
          <volume>27</volume>
          <issue>13</issue>
          <fpage>1741</fpage>
          <lpage>1748</lpage>
        </mixed-citation>
      </ref>
      <ref id="ridm1850127092">
        <label>101.</label>
        <mixed-citation xlink:type="simple" publication-type="journal">
          <name>
            <surname>Kerkhoven</surname>
            <given-names>R</given-names>
          </name>
          <name>
            <surname>Enckevort</surname>
            <given-names>F H Van</given-names>
          </name>
          <name>
            <surname>Boekhorst</surname>
            <given-names>J</given-names>
          </name>
          <name>
            <surname>Molenaar</surname>
            <given-names>D</given-names>
          </name>
          <name>
            <surname>R</surname>
            <given-names>J Siezen</given-names>
          </name>
          <article-title>Visualization for genomics: the microbial genome viewer. Bioinformatics;</article-title>
          <date>
            <year>2004</year>
          </date>
          <fpage>1812</fpage>
          <lpage>1814</lpage>
        </mixed-citation>
      </ref>
    </ref-list>
  </back>
</article>
