<?xml version="1.0" encoding="UTF-8"?><!DOCTYPE article PUBLIC "-//NLM//DTD JATS (Z39.96) Journal Publishing DTD v1.2 20190208//EN" "http://jats.nlm.nih.gov/publishing/1.2/JATS-journalpublishing1.dtd"><article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" article-type="other" dtd-version="1.2" xml:lang="en">
    <front>
        <journal-meta>
            <journal-id journal-id-type="pmc">F1000Research</journal-id>
            <journal-title-group>
                <journal-title>F1000Research</journal-title>
            </journal-title-group>
            <issn pub-type="epub">2046-1402</issn>
            <publisher>
                <publisher-name>F1000 Research Limited</publisher-name>
                <publisher-loc>London, UK</publisher-loc>
            </publisher>
        </journal-meta>
        <article-meta>
            <article-id pub-id-type="doi">10.12688/f1000research.4952.3</article-id>
            <article-categories>
                <subj-group subj-group-type="heading">
                    <subject>Software Tool Article</subject>
                </subj-group>
                <subj-group>
                    <subject>Articles</subject>
                    <subj-group>
                        <subject>Bioinformatics</subject>
                    </subj-group>
                    <subj-group>
                        <subject>Protein Chemistry &amp; Proteomics</subject>
                    </subj-group>
                </subj-group>
            </article-categories>
            <title-group>
                <article-title>PAGAL - Properties and corresponding graphics of alpha helical structures in proteins</article-title>
                <fn-group content-type="pub-status">
                    <fn>
                        <p>[version 3; peer review: 2 approved]</p>
                    </fn>
                </fn-group>
            </title-group>
            <contrib-group>
                <contrib contrib-type="author" corresp="yes">
                    <name>
                        <surname>Chakraborty</surname>
                        <given-names>Sandeep</given-names>
                    </name>
                    <uri content-type="orcid">https://orcid.org/0000-0003-0455-0723</uri>
                    <xref ref-type="corresp" rid="c1">a</xref>
                    <xref ref-type="aff" rid="a1">1</xref>
                    <xref ref-type="aff" rid="a2">2</xref>
                </contrib>
                <contrib contrib-type="author" corresp="no">
                    <name>
                        <surname>Rao</surname>
                        <given-names>Basuthkar J.</given-names>
                    </name>
                    <xref ref-type="aff" rid="a2">2</xref>
                </contrib>
                <contrib contrib-type="author" corresp="no">
                    <name>
                        <surname>Dandekar</surname>
                        <given-names>Abhaya M.</given-names>
                    </name>
                    <xref ref-type="aff" rid="a1">1</xref>
                </contrib>
                <aff id="a1">
                    <label>1</label>Plant Sciences Department, University of California, Davis, 95616, USA</aff>
                <aff id="a2">
                    <label>2</label>Department of Biological Sciences, Tata Institute of Fundamental Research, Mumbai, 400 005, India</aff>
            </contrib-group>
            <author-notes>
                <corresp id="c1">
                    <label>a</label>
                    <email xlink:href="mailto:sanchak@gmail.com">sanchak@gmail.com</email>
                </corresp>
                <fn fn-type="con">
                    <p>SC wrote the computer programs. All authors analyzed the data, and contributed equally to the writing and subsequent refinement of the manuscript.</p>
                </fn>
                <fn fn-type="conflict">
                    <p>
                        <bold>Competing interests: </bold>No competing interests were disclosed.</p>
                </fn>
            </author-notes>
            <pub-date pub-type="epub">
                <day>4</day>
                <month>2</month>
                <year>2015</year>
            </pub-date>
            <pub-date pub-type="collection">
                <year>2014</year>
            </pub-date>
            <volume>3</volume>
            <elocation-id>206</elocation-id>
            <history>
                <date date-type="accepted">
                    <day>4</day>
                    <month>2</month>
                    <year>2015</year>
                </date>
            </history>
            <permissions>
                <copyright-statement>Copyright: &#x00a9; 2015 Chakraborty S et al.</copyright-statement>
                <copyright-year>2015</copyright-year>
                <license xlink:href="https://creativecommons.org/licenses/by/4.0/">
                    <license-p>This is an open access article distributed under the terms of the Creative Commons Attribution Licence, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.</license-p>
                </license>
            </permissions>
            <self-uri content-type="pdf" xlink:href="https://f1000research.com/articles/3-206/pdf"/>
            <abstract>
                <p>Alpha helices (AH) are peptide fragments characterized by regular patterns of hydrogen bonding between the carbonyl oxygen and amino nitrogen of residues regularly spaced in sequence, resulting in spiral conformations. Their preponderance in protein structures underlines their importance. Interestingly, AHs are present in most anti-microbial peptides, although they might remain in random-coil conformations depending on the solvent dielectric. For example, the cecropin component of the chimeric anti-microbial protein designed previously by our group comprises of two AHs linked by a short stretch of random coil. These anti-microbial peptides are often amphipathic (quantified by a hydrophobic moment), aligning hydrophobic residues on one surface and charged residues on the others. In the current work, we reproduce previously described computational methods to compute the hydrophobic moment of AHs - and provide open access to the source code (PAGAL). We simultaneously generated input files for TikZ (a package for creating high resolution graphics programmatically) to obtain the Edmundson wheel and showing the direction and magnitude of the hydrophobic moment, and Pymol scripts to generate color coded protein surfaces. Additionally, we have observed an empirical structural property of AHs: the distance between the C
                    <italic toggle="yes">&#x03b1;</italic> atoms of the ith and (i+4)th residue is equal to the distance between the carbonyl oxygens of the ith and (i+4)th residue. We validated this using 100 non-homologous high resolution structures from the PISCES database. The source code and manual available at 
                    <ext-link ext-link-type="uri" xlink:href="http://github.com/sanchak/pagal">http://github.com/sanchak/pagal</ext-link> and on 
                    <ext-link ext-link-type="uri" xlink:href="http://dx.doi.org/10.5281/zenodo.11136">http://dx.doi.org/10.5281/zenodo.11136</ext-link>.</p>
            </abstract>
            <kwd-group kwd-group-type="author">
                <kwd>Anti-microbial peptides</kwd>
                <kwd>protein</kwd>
                <kwd>computational methods</kwd>
            </kwd-group>
            <funding-group>
                <funding-statement>AMD wishes to acknowledge grant support from the California Department of Food and Agriculture PD/GWSS Board. BJ acknowledges financial support from Tata Institute of Fundamental Research (Department of Atomic Energy). Additionally, BJR is thankful to the Department of Science and Technology for the JC Bose Award Grant.</funding-statement>
                <funding-statement>
                    <italic>The funders had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript.</italic>
                </funding-statement>
            </funding-group>
        </article-meta>
        <notes>
            <sec sec-type="version-changes">
                <label>Revised</label>
                <title>Amendments from Version 2</title>
                <p>The author name Basuthkar Rao has been corrected to Basuthkar J. Rao.</p>
            </sec>
        </notes>
    </front>
    <body>
        <sec sec-type="intro">
            <title>Introduction</title>
            <p>A protein structure is formed by well ordered local segments defined by the hydrogen-bonding pattern of the peptide backbone (secondary structures), and conformations that lack any regular arrangement (random coils). The most prevalent secondary structures are alpha helices (AH) and 
                <italic toggle="yes">&#x03b2;</italic> sheets, while other conformations like 
                <italic toggle="yes">&#x03c0;</italic>-helix occur rarely in natural proteins
                <sup>
                    <xref ref-type="bibr" rid="ref-1">1</xref>
                </sup>. AHs are right-handed spiral conformations which have a hydrogen bond between the carbonyl oxygen (C=O) of every residue and the alpha-amino nitrogen (N-H) of the fourth residue away from the N-terminal.</p>
            <p>DSSP is the official program used to assign secondary structure to a protein when the atomic coordinates are known
                <sup>
                    <xref ref-type="bibr" rid="ref-2">2</xref>,
                    <xref ref-type="bibr" rid="ref-3">3</xref>
                </sup>. Several methods can also predict an AH from the sequence
                <sup>
                    <xref ref-type="bibr" rid="ref-4">4</xref>,
                    <xref ref-type="bibr" rid="ref-5">5</xref>
                </sup>. Essentially, any structure prediction tool can be used to predict an AH from the sequence by first predicting the structure and then applying DSSP to the predicted structure
                <sup>
                    <xref ref-type="bibr" rid="ref-6">6</xref>&#x2013;
                    <xref ref-type="bibr" rid="ref-8">8</xref>
                </sup>.</p>
            <p>The niche of AHs in protein structures is widespread. AHs are the functionally significant element in several motifs (DNA binding motifs)
                <sup>
                    <xref ref-type="bibr" rid="ref-9">9</xref>
                </sup>, and the key components of any protein that permeates biological membranes
                <sup>
                    <xref ref-type="bibr" rid="ref-10">10</xref>
                </sup>. AHs are also almost always present in anti-microbial peptides (AMP)
                <sup>
                    <xref ref-type="bibr" rid="ref-11">11</xref>
                </sup>, although they may remain in random-coil conformations depending on the solvent dielectric
                <sup>
                    <xref ref-type="bibr" rid="ref-12">12</xref>,
                    <xref ref-type="bibr" rid="ref-13">13</xref>
                </sup>. For example, it has been recently shown that certain peptides are in random coil conformations, and achieve helical structures only by interacting with the anionic membrane model that has the same head group as the major anionic phosphatidylglycerols in bacterial membranes
                <sup>
                    <xref ref-type="bibr" rid="ref-14">14</xref>
                </sup>. For example, cecropin B, a component of a chimeric protein with anti-microbial properties that provides grapevines with enhanced resistance against the Gram-negative pathogen 
                <italic toggle="yes">Xylella fastidiosa</italic>
                <sup>
                    <xref ref-type="bibr" rid="ref-15">15</xref>
                </sup>, is composed of two AHs connected by a small random coil
                <sup>
                    <xref ref-type="bibr" rid="ref-16">16</xref>
                </sup>. Other AMPs comprise only a single AH
                <sup>
                    <xref ref-type="bibr" rid="ref-17">17</xref>,
                    <xref ref-type="bibr" rid="ref-18">18</xref>
                </sup>. These peptides are characterized by a strong hydrophobic surface (defined by a hydrophobic moment
                <sup>
                    <xref ref-type="bibr" rid="ref-19">19</xref>
                </sup>), and often have charged residues, either anionic or cationic, aligned on the opposite surface
                <sup>
                    <xref ref-type="bibr" rid="ref-19">19</xref>
                </sup>. Previously, Jones 
                <italic toggle="yes">et al.</italic> have implemented computational methods to extract the characteristics of AHs
                <sup>
                    <xref ref-type="bibr" rid="ref-20">20</xref>
                </sup>.</p>
            <p>In the current work, we first observe and propose an empirical structural property of AHs: that the distance between the C
                <italic toggle="yes">&#x03b1;</italic> atoms of the ith and (i+4)th residue is equal to the distance between the carbonyl oxygens of the ith and (i+4)th residue. This hypothesis is validated on a set of high resolution non-homologous 100 proteins (775 AHs) taken from the PISCES database
                <sup>
                    <xref ref-type="bibr" rid="ref-21">21</xref>
                </sup>. Next, we implement the methodologies described previously
                <sup>
                    <xref ref-type="bibr" rid="ref-20">20</xref>
                </sup> to compute the hydrophobic moments for AHs using the hydrophobicity scale used in
                <sup>
                    <xref ref-type="bibr" rid="ref-22">22</xref>
                </sup>: PAGAL - Properties and corresponding graphics of alpha helical structures in proteins. The current work is based on peptides that have solved structures which satisfy the AH property. In reality, due to conformational changes depending on solvent properties, the hydrophobic moment is not unique. There are other programs available online to do similar processing (
                <ext-link ext-link-type="uri" xlink:href="http://rzlab.ucr.edu/scripts/wheel/ for example">http://rzlab.ucr.edu/scripts/wheel/</ext-link> for example). We also specify a metric associated with each helix - the ratio of the positive to the negative residues (RPNR) in the AH - which helps identify AHs with a particular kind of charge distribution on their surface. The results are outputted as the input to a graphical program TikZ (for the Edmundson wheel
                <sup>
                    <xref ref-type="bibr" rid="ref-23">23</xref>
                </sup> and hydrophobic moment), and Pymol scripts (for showing the peptide surface). The source code and manual available at 
                <ext-link ext-link-type="uri" xlink:href="http://github.com/sanchak/pagal">http://github.com/sanchak/pagal</ext-link> and on 
                <ext-link ext-link-type="uri" xlink:href="http://dx.doi.org/10.5281/zenodo.11136">http://dx.doi.org/10.5281/zenodo.11136</ext-link>.</p>
        </sec>
        <sec sec-type="materials | methods">
            <title>Materials and methods</title>
            <p>We first outline the method to obtain the coordinates of each residue in the Edmundson wheel, and the computation of the hydrophobic moment (
                <xref ref-type="other" rid="B1">Algorithm 1</xref>). The input to the function is an alpha helix - either as a PDB structure or as a fasta sequence. The center of the wheel is taken as (0,0) and the radius as 5. The first residue has coordinates (0,5). Each subsequent residue is advanced by 100 degrees on the circle, as 3.6 turns of the helix makes one full circle.</p>
            <p>To compute the hydrophobic moment, we obtain the vector by connecting the center to the coordinate of the residue and giving it a magnitude obtained from the hydrophobic scale (in our case, this scale is obtained from
                <sup>
                    <xref ref-type="bibr" rid="ref-20">20</xref>
                </sup>). These vectors are then added to obtain the final hydrophobic moment.</p>
            <p>The results are outputted as the input to a graphical program TiKz (for the Edmundson wheel
                <sup>
                    <xref ref-type="bibr" rid="ref-23">23</xref>
                </sup> and hydrophobic moment), and Pymol scripts (for showing the peptide surface). The protein structures have been rendered using Pymol, while the figures showing the Edmundson wheel has been obtained from TiKz. The source code is written in Perl, and made available at 
                <ext-link ext-link-type="uri" xlink:href="https://github.com/sanchak/pagal">https://github.com/sanchak/pagal</ext-link> and permanently available on 
                <ext-link ext-link-type="uri" xlink:href="http://dx.doi.org/10.5281/zenodo.11136">http://dx.doi.org/10.5281/zenodo.11136</ext-link>.</p>
            <p>
				
                <boxed-text content-type="website" id="B1" orientation="portrait" position="float">
                    <caption>
                        <title>Algorithm 1. Calculate hydrophobic moment</title>
                    </caption>
                    <p>&#x00a0;&#x00a0;&#x00a0;
                        <bold>Input</bold>: 
                        <italic toggle="yes">&#x03b1;</italic>H: 
                        <italic toggle="yes">&#x03b1;</italic> helix - either PDB or fasta sequence</p>
                    <p>&#x00a0;&#x00a0;&#x00a0;
                        <bold>Input</bold>: 
                        <italic toggle="yes">TableHS</italic>: Hydrophobic scale</p>
                    <p>&#x00a0;&#x00a0;&#x00a0;
                        <bold>Output</bold>: 
                        <italic toggle="yes">TikZIN</italic>: TikZ input file</p>
                    <p>&#x00a0;&#x00a0;&#x00a0;
                        <bold>Output</bold>: 
                        <italic toggle="yes">PymolIN</italic>: Pymol input file</p>
                    <p>&#x00a0;&#x00a0;&#x00a0;
                        <bold>begin</bold>
                    </p>
                    <p>&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;Radius = 5 ; // Radius of Edmundson wheel</p>
                    <p>&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;initangle = 90 ; // first residue is at 12 o&#x2019;clock..</p>
                    <p>&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;loopcnt = 0 ;</p>
                    <p>&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;finalvechydro = undefined ;</p>
                    <p>&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;centre = (0,0);</p>
                    <p>&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;
                        <bold>foreach</bold> 
                        <italic toggle="yes">Residue
                            <sub>i</sub> in &#x03b1;H</italic> 
                        <bold>do</bold>
                    </p>
                    <p>&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;/* Find X,Y coordinate on the Edmundson wheel */</p>
                    <p>&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;angle = initangle - loopcnt * 100 ;</p>
                    <p>&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;x = 
                        <italic toggle="yes">Radius * cos</italic>(
                        <italic toggle="yes">val</italic>) ;</p>
                    <p>&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;y = 
                        <italic toggle="yes">Radius * sin</italic>(
                        <italic toggle="yes">val</italic>) ;</p>
                    <p>&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;thispoint = (x,y);</p>
                    <p>&#x00a0;</p>
                    <p>&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;/* Get Hydrophobic moment */</p>
                    <p>&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;vector = MakeVectorFrom2Points(centre,thispoint) ;</p>
                    <p>&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;hydrophobicvalue = GetHydrophobicScaleForResidue(
                        <italic toggle="yes">TableHS, Residue
                            <sub>i</sub>
                        </italic>) ;</p>
                    <p>&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;tmpvec = normal(vector) * hydrophobicvalue ;</p>
                    <p>&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;finalvechydro = finalvechydro is not defined? tmpvec : finalvechydro + tmpvec;</p>
                    <p>&#x00a0;</p>
                    <p>&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;loopcnt++ ;</p>
                    <p>&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;
                        <bold>end</bold>
                    </p>
                    <p>&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;WriteTikzScript();</p>
                    <p>&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;&#x00a0;WritePymolScript();</p>
                    <p>&#x00a0;&#x00a0;&#x00a0;
                        <bold>end</bold>
                    </p>
                </boxed-text>
			</p>
        </sec>
        <sec sec-type="results | discussion">
            <title>Results and discussion</title>
            <sec>
                <title>Validation of empirical property</title>
                <p>We have observed an empirical structural property that applies to the residues of any AH: the distance between the C
                    <italic toggle="yes">&#x03b1;</italic> atoms of the ith and (i+4)th residue (denoted by D(
                    <italic toggle="yes">C&#x03b1;
                        <sub>i</sub>/C&#x03b1;
                        <sub>i</sub>
                    </italic>
                    <sub>+4</sub>)) is (almost) equal to the distance between the carbonyl oxygens of the ith and (i+4)th residue (D(
                    <italic toggle="yes">O
                        <sub>i</sub>/O
                        <sub>i</sub>
                    </italic>
                    <sub>+4</sub>)). We validate our hypothesis on a set of 100 high resolution, non-homologous proteins (which have 775 AHs) taken from the PISCES database (
                    <ext-link ext-link-type="uri" xlink:href="http://dunbrack.fccc.edu/PISCES.php">http://dunbrack.fccc.edu/PISCES.php</ext-link>)
                    <sup>
                        <xref ref-type="bibr" rid="ref-21">21</xref>
                    </sup>. 
                    <xref ref-type="fig" rid="f1">Figure 1</xref> shows the plot of the difference between D(
                    <italic toggle="yes">C&#x03b1;
                        <sub>i</sub>/C&#x03b1;
                        <sub>i</sub>
                    </italic>
                    <sub>+4</sub>) and D(
                    <italic toggle="yes">O
                        <sub>i</sub>/O
                        <sub>i</sub>
                    </italic>
                    <sub>+4</sub>) for AHs specified in the PDB files (in red, mean=0.16 &#x00c5;, standard deviation (sd)= 0.34 &#x00c5;), and for all residues separated by four residues but not part of a helix (in blue, mean=0.71 &#x00c5;, sd=0.75 &#x00c5;).</p>
                <fig fig-type="figure" id="f1" orientation="portrait" position="float">
                    <label>Figure 1. </label>
                    <caption>
                        <title>Plot of the difference between D(
                            <italic toggle="yes">C&#x03b1;
                                <sub>i</sub>/C&#x03b1;
                                <sub>i</sub>
                            </italic>
                            <sub>+4</sub>) and D(
                            <italic toggle="yes">O
                                <sub>i</sub>/O
                                <sub>i</sub>
                            </italic>
                            <sub>+4</sub>).</title>
                        <p>All 775 AHs specified in the PDB files from the 100 non-homologous high resolution structures taken from the PISCES database are in red (mean=0.16 &#x00c5;, standard deviation (sd)=0.34
                            <italic toggle="yes">&#x03b1;</italic> &#x00c5;). All residues separated by four residues but not part of a helix are in blue (mean=0.71 &#x00c5;, sd=0.75 &#x00c5;). All AHs specified in the PDB files after correction are in green (mean=0.095 &#x00c5; and sd=0.14 &#x00c5;).</p>
                    </caption>
                    <graphic orientation="portrait" position="float" xlink:href="https://f1000research-files.f1000.com/manuscripts/6556/406d5000-d3bb-4c54-8f71-a170bdd1a648_figure1.gif"/>
                </fig>
                <p>These results are conservative, since there are residues that are annotated as part of a helix in the PDB file which seems to be incorrect. For example, in PBD 1JET, the ninth helix spans from residues 169 to 178 - &#x201c;HELIX 9 9 LYS A 169 LYS A 178 1 10&#x201d;. However, the Pymol helix identification program shows part of this stretch as a random coil (Lys178 in 
                    <xref ref-type="fig" rid="f2">Figure 2-a</xref>). Moreover, the distance between the carbonyl oxygen (C=O) and the alpha-amino nitrogen (N-H) of the fourth residue away from the N-terminal is 7.6 &#x00c5;, which makes it improbable for them to have a hydrogen bond, the primary requisite to be part of an AH. The D(
                    <italic toggle="yes">C&#x03b1;
                        <sub>i</sub>/C&#x03b1;
                        <sub>i</sub>
                    </italic>
                    <sub>+4</sub>) and D(
                    <italic toggle="yes">O
                        <sub>i</sub>/O
                        <sub>i</sub>
                    </italic>
                    <sub>+4</sub>) for this pair is 9 &#x00c5; and 8 &#x00c5;, respectively: a difference of 1 &#x00c5;. Even in cases where the distance between C=O and N-H is within the 3.6 &#x00c5; typically required for a hydrogen bond, (PDBid: 1ELU, 12th helix), the distances D(
                    <italic toggle="yes">C&#x03b1;
                        <sub>i</sub>/C&#x03b1;
                        <sub>i</sub>
                    </italic>
                    <sub>+4</sub>) and D(
                    <italic toggle="yes">O
                        <sub>i</sub>/O
                        <sub>i</sub>
                    </italic>
                    <sub>+4</sub>) for the residue pair His292-Gly296 is 6.9 &#x00c5; and 3.4 &#x00c5;, respectively: a difference of 3.4 &#x00c5; (
                    <xref ref-type="fig" rid="f2">Figure 2b</xref>). In short, the helix annotation in the PDB database is often incorrect. Removing these problematic residues reduces the mean distance to 0.095 &#x00c5; and the sd to 0.14 &#x00c5; (
                    <xref ref-type="fig" rid="f1">Figure 1</xref>).</p>
                <fig fig-type="figure" id="f2" orientation="portrait" position="float">
                    <label>Figure 2. </label>
                    <caption>
                        <title>Incorrect annotations of helices in the PDB file.</title>
                        <p>(
                            <bold>a</bold>) Lys178 in PDBid:1JET appears to be part of a random coil, but is annotated in the PDB file as a helix. (
                            <bold>b</bold>) Gly296 in PDBid:1ELU is mis-annotated similarly.</p>
                    </caption>
                    <graphic orientation="portrait" position="float" xlink:href="https://f1000research-files.f1000.com/manuscripts/6556/406d5000-d3bb-4c54-8f71-a170bdd1a648_figure2.gif"/>
                </fig>
                <p>There is variation in the D(
                    <italic toggle="yes">C&#x03b1;
                        <sub>i</sub>/C&#x03b1;
                        <sub>i</sub>
                    </italic>
                    <sub>+4</sub>) even when considering the same pair of residues. For example, taking all pairs of Arg and Lys in the 775 AHs analyzed (
                    <xref ref-type="table" rid="T1">Table 1</xref>), we see that the values can vary from 6.5 &#x00c5; in PDBid:1H16 (helix26, pair Arg583-Lys587) to 5.8 &#x00c5; in PDBid:1EYH (helix5, pair Arg72-Lys76). However, as hypothesized, D(
                    <italic toggle="yes">O
                        <sub>i</sub>/O
                        <sub>i</sub>
                    </italic>
                    <sub>+4</sub>) is the same as D(
                    <italic toggle="yes">C&#x03b1;
                        <sub>i</sub>/C&#x03b1;
                        <sub>i</sub>
                    </italic>
                    <sub>+4</sub>).</p>
                <table-wrap id="T1" orientation="portrait" position="anchor">
                    <label>Table 1. </label>
                    <caption>
                        <title>Occurrences of Arg-Lys pairs in 775 alpha helices found in 100 non-homologous high resolution protein structures taken from the PISCES database:</title>
                        <p>RPair: Residue pair in the alpha helix with a hydrogen bond between carbonyl oxygen (C=O) and the alpha-amino nitrogen (N-H), Dhbond: Distance between carbonyl oxygen (C=O) and the alpha-amino nitrogen (N-H) of RPair, D(
                            <italic toggle="yes">C&#x03b1;
                                <sub>i</sub>/C&#x03b1;
                                <sub>i</sub>
                            </italic>
                            <sub>+4</sub>): Distance between the C
                            <italic toggle="yes">&#x03b1;</italic> atoms of RPair, D(
                            <italic toggle="yes">O
                                <sub>i</sub>/O
                                <sub>i</sub>
                            </italic>
                            <sub>+4</sub>): Distance between the carbonyl oxygen of RPair, 
                            <italic toggle="yes">&#x03b4;</italic>: absolute(D(
                            <italic toggle="yes">C&#x03b1;
                                <sub>i</sub>/C&#x03b1;
                                <sub>i</sub>
                            </italic>
                            <sub>+4</sub>) - D(
                            <italic toggle="yes">O
                                <sub>i</sub>/O
                                <sub>i</sub>
                            </italic>
                            <sub>+4</sub>)).</p>
                    </caption>
                    <table content-type="article-table" frame="hsides">
                        <thead>
                            <tr>
                                <th align="left" colspan="1" rowspan="1">Helix</th>
                                <th align="left" colspan="1" rowspan="1">Residue Pair</th>
                                <th align="left" colspan="1" rowspan="1">Dhbond</th>
                                <th align="left" colspan="1" rowspan="1">D(
                                    <italic toggle="yes">C&#x03b1;
                                        <sub>i</sub>/C&#x03b1;
                                        <sub>i</sub>
                                    </italic>
                                    <sub>+4</sub>)</th>
                                <th align="left" colspan="1" rowspan="1">D(
                                    <italic toggle="yes">O
                                        <sub>i</sub>/O
                                        <sub>i</sub>
                                    </italic>
                                    <sub>+4</sub>)</th>
                                <th align="left" colspan="1" rowspan="1">
                                    <italic toggle="yes">&#x03b4;</italic>
                                </th>
                            </tr>
                        </thead>
                        <tbody>
                            <tr>
                                <td colspan="1" rowspan="1">1E58.helix12</td>
                                <td colspan="1" rowspan="1">Arg188-Lys192</td>
                                <td colspan="1" rowspan="1">2.9</td>
                                <td colspan="1" rowspan="1">6.0</td>
                                <td colspan="1" rowspan="1">6.1</td>
                                <td colspan="1" rowspan="1">0.1</td>
                            </tr>
                            <tr>
                                <td colspan="1" rowspan="1">1H16.helix26</td>
                                <td colspan="1" rowspan="1">Arg583-Lys587</td>
                                <td colspan="1" rowspan="1">3.3</td>
                                <td colspan="1" rowspan="1">6.5</td>
                                <td colspan="1" rowspan="1">6.5</td>
                                <td colspan="1" rowspan="1">0.0</td>
                            </tr>
                            <tr>
                                <td colspan="1" rowspan="1">1ELK.helix4</td>
                                <td colspan="1" rowspan="1">Arg52-Lys56</td>
                                <td colspan="1" rowspan="1">2.9</td>
                                <td colspan="1" rowspan="1">6.1</td>
                                <td colspan="1" rowspan="1">6.2</td>
                                <td colspan="1" rowspan="1">0.1</td>
                            </tr>
                            <tr>
                                <td colspan="1" rowspan="1">1EYH.helix5</td>
                                <td colspan="1" rowspan="1">Arg72-Lys76</td>
                                <td colspan="1" rowspan="1">2.9</td>
                                <td colspan="1" rowspan="1">5.8</td>
                                <td colspan="1" rowspan="1">5.8</td>
                                <td colspan="1" rowspan="1">0.0</td>
                            </tr>
                            <tr>
                                <td colspan="1" rowspan="1">1F1E.helix4</td>
                                <td colspan="1" rowspan="1">Arg89-Lys93</td>
                                <td colspan="1" rowspan="1">2.9</td>
                                <td colspan="1" rowspan="1">6.1</td>
                                <td colspan="1" rowspan="1">6.1</td>
                                <td colspan="1" rowspan="1">0.0</td>
                            </tr>
                            <tr>
                                <td colspan="1" rowspan="1">1GXM.helix9</td>
                                <td colspan="1" rowspan="1">Arg481-Lys485</td>
                                <td colspan="1" rowspan="1">2.7</td>
                                <td colspan="1" rowspan="1">5.9</td>
                                <td colspan="1" rowspan="1">6.0</td>
                                <td colspan="1" rowspan="1">0.1</td>
                            </tr>
                            <tr>
                                <td colspan="1" rowspan="1">1JET.helix14</td>
                                <td colspan="1" rowspan="1">Arg290-Lys294</td>
                                <td colspan="1" rowspan="1">3.0</td>
                                <td colspan="1" rowspan="1">6.3</td>
                                <td colspan="1" rowspan="1">6.2</td>
                                <td colspan="1" rowspan="1">0.1</td>
                            </tr>
                            <tr>
                                <td colspan="1" rowspan="1">1EYH.helix9</td>
                                <td colspan="1" rowspan="1">Arg124-Lys128</td>
                                <td colspan="1" rowspan="1">3.0</td>
                                <td colspan="1" rowspan="1">6.2</td>
                                <td colspan="1" rowspan="1">6.2</td>
                                <td colspan="1" rowspan="1">0.0</td>
                            </tr>
                            <tr>
                                <td colspan="1" rowspan="1">1GCI.helix7</td>
                                <td colspan="1" rowspan="1">Arg247-Lys251</td>
                                <td colspan="1" rowspan="1">3.1</td>
                                <td colspan="1" rowspan="1">6.4</td>
                                <td colspan="1" rowspan="1">6.3</td>
                                <td colspan="1" rowspan="1">0.1</td>
                            </tr>
                            <tr>
                                <td colspan="1" rowspan="1">1EB6.helix3</td>
                                <td colspan="1" rowspan="1">Arg60-Lys64</td>
                                <td colspan="1" rowspan="1">3.1</td>
                                <td colspan="1" rowspan="1">6.4</td>
                                <td colspan="1" rowspan="1">6.4</td>
                                <td colspan="1" rowspan="1">0.0</td>
                            </tr>
                            <tr>
                                <td colspan="1" rowspan="1">1DK8.helix3</td>
                                <td colspan="1" rowspan="1">Arg140-Lys144</td>
                                <td colspan="1" rowspan="1">2.9</td>
                                <td colspan="1" rowspan="1">6.1</td>
                                <td colspan="1" rowspan="1">6.1</td>
                                <td colspan="1" rowspan="1">0.0</td>
                            </tr>
                            <tr>
                                <td colspan="1" rowspan="1">1GKP.helix5</td>
                                <td colspan="1" rowspan="1">Arg192-Lys196</td>
                                <td colspan="1" rowspan="1">2.9</td>
                                <td colspan="1" rowspan="1">6.1</td>
                                <td colspan="1" rowspan="1">6.1</td>
                                <td colspan="1" rowspan="1">0.0</td>
                            </tr>
                            <tr>
                                <td colspan="1" rowspan="1">1D5T.helix8</td>
                                <td colspan="1" rowspan="1">Arg138-Lys142</td>
                                <td colspan="1" rowspan="1">3.1</td>
                                <td colspan="1" rowspan="1">6.4</td>
                                <td colspan="1" rowspan="1">6.4</td>
                                <td colspan="1" rowspan="1">0.0</td>
                            </tr>
                        </tbody>
                    </table>
                </table-wrap>
            </sec>
            <sec>
                <title>Edmundson wheel and the hydrophobic moment</title>
                <p>The Edmundson wheel
                    <sup>
                        <xref ref-type="bibr" rid="ref-23">23</xref>
                    </sup> has been the standard way of visualizing AHs for a long time now, although there are other methods (Wenxiang diagram
                    <sup>
                        <xref ref-type="bibr" rid="ref-24">24</xref>
                    </sup>) to represent AHs. The Edmundson wheel shows the alignment of residues as one looks through the helix, and gives an approximate idea of the various properties of the AH. For example, a color coding differentiation of the polar and non-polar residues gives an approximation of the hydrophobic propensity of the AH. A more mathematical representation of the hydrophobic propensity is to represent each residue with a value and a sign (direction). This results in a vector representation, called the hydrophobic moment
                    <sup>
                        <xref ref-type="bibr" rid="ref-19">19</xref>
                    </sup>. We have chosen the hydrophobic scale from
                    <sup>
                        <xref ref-type="bibr" rid="ref-20">20</xref>
                    </sup> (
                    <xref ref-type="table" rid="T2">Table 2</xref>), although any other hydrophobic scale could be also used. The color coding is as follows: all hydrophobic residues (positive values in 
                    <xref ref-type="table" rid="T2">Table 2</xref>) are colored red, while hydrophilic residues (negative values in 
                    <xref ref-type="table" rid="T2">Table 2</xref>) are colored in blue: dark blue for positively charged residues, medium blue for negatively charged residues and light blue for amides. We now show the PAGAL representation of a few AH peptides.</p>
                <table-wrap id="T2" orientation="portrait" position="anchor">
                    <label>Table 2. </label>
                    <caption>
                        <title>Hydrophobicity scale taken from
                            <sup>
                                <xref ref-type="bibr" rid="ref-17">17</xref>
                            </sup>.</title>
                    </caption>
                    <table content-type="article-table" frame="hsides">
                        <tbody>
                            <tr>
                                <td align="center" colspan="1" rowspan="1">MET
                                    <break/>0.975</td>
                                <td align="center" colspan="1" rowspan="1">ILE
                                    <break/>0.913</td>
                                <td align="center" colspan="1" rowspan="1">LEU
                                    <break/>0.852</td>
                                <td align="center" colspan="1" rowspan="1">VAL
                                    <break/>0.811</td>
                                <td align="center" colspan="1" rowspan="1">CYS
                                    <break/>0.689</td>
                                <td align="center" colspan="1" rowspan="1">ALA
                                    <break/>0.607</td>
                                <td align="center" colspan="1" rowspan="1">THR
                                    <break/>0.525</td>
                                <td align="center" colspan="1" rowspan="1">GLY
                                    <break/>0.484</td>
                                <td align="center" colspan="1" rowspan="1">SER
                                    <break/>0.402</td>
                                <td align="center" colspan="1" rowspan="1">HIS
                                    <break/>0.333</td>
                            </tr>
                            <tr>
                                <td align="center" colspan="1" rowspan="1">PRO
                                    <break/>0.239</td>
                                <td align="center" colspan="1" rowspan="1">PHE
                                    <break/>1.036</td>
                                <td align="center" colspan="1" rowspan="1">TRP
                                    <break/>0.668</td>
                                <td align="center" colspan="1" rowspan="1">TYR
                                    <break/>0.137</td>
                                <td align="center" colspan="1" rowspan="1">GLN
                                    <break/>-0.558</td>
                                <td align="center" colspan="1" rowspan="1">ASN
                                    <break/>-0.701</td>
                                <td align="center" colspan="1" rowspan="1">GLU
                                    <break/>-1.396</td>
                                <td align="center" colspan="1" rowspan="1">LYS
                                    <break/>-1.518</td>
                                <td align="center" colspan="1" rowspan="1">ASP
                                    <break/>-1.600</td>
                                <td align="center" colspan="1" rowspan="1">ARG
                                    <break/>-2.233</td>
                            </tr>
                        </tbody>
                    </table>
                </table-wrap>
                <p>
                    <bold>
                        <italic toggle="yes">Cecropin.</italic>
                    </bold> A synergistic combination of two critical immune functions, pathogen surface recognition and lysis, resulted in a chimeric protein with anti-microbial properties against the Gram-negative 
                    <italic toggle="yes">Xylella fastidiosa</italic>
                    <sup>
                        <xref ref-type="bibr" rid="ref-15">15</xref>
                    </sup>. The lytic domain is cecropin B, which attacks conserved lipid moieties and creates pores in the 
                    <italic toggle="yes">X. fastidiosa</italic> outer membrane
                    <sup>
                        <xref ref-type="bibr" rid="ref-16">16</xref>
                    </sup>. Cecropin B consists of two AHs, joined by a short stretch of random coil. 
                    <xref ref-type="fig" rid="f3">Figure 3a and b</xref> shows the Edmundson wheel and hydrophobic moment of the two AHs. It can be seen that the N-Terminal AH has a large hydrophobic moment, as well as a specific positive charge distribution. The hydrophobicity of this amphipathic AH has significant bearing on the anti-microbial properties of the peptide
                    <sup>
                        <xref ref-type="bibr" rid="ref-25">25</xref>
                    </sup>. This can also be seen in a Pymol rendering of the peptide surface (
                    <xref ref-type="fig" rid="f4">Figure 4</xref>). The Pymol script for this rendering is automatically generated by PAGAL. On the other hand, the C-Terminal AH comprises mostly of hydrophobic residues. Cecropin-like peptides use the synergy of these two helices - the N-terminal attaches to charged ion on the membrane, and the hydrophobic C-terminal permeates the hydrophobic inter-membrane region (known as the &#x2018;carpet&#x2019; model
                    <sup>
                        <xref ref-type="bibr" rid="ref-26">26</xref>
                    </sup>).</p>
                <fig fig-type="figure" id="f3" orientation="portrait" position="float">
                    <label>Figure 3. </label>
                    <caption>
                        <title>Visualizing the Edmundson wheel and hydrophobic moment of some alpha helices.</title>
                        <p>All hydrophobic residues are colored in red, while hydrophilic residues are colored in blue: dark blue for positively charged residues, medium blue for negatively charged residues and light blue for amides. (
                            <bold>a</bold>) N-Terminal helix of cecropin B. (
                            <bold>b</bold>) C-Terminal helix of cecropin B. (
                            <bold>c</bold>) KR-12 peptide fragment from cathelicidin LL-37. (
                            <bold>d</bold>) 
                            <italic toggle="yes">De novo</italic> designed peptide (SP1-1) with anti-microbial activity.</p>
                    </caption>
                    <graphic orientation="portrait" position="float" xlink:href="https://f1000research-files.f1000.com/manuscripts/6556/406d5000-d3bb-4c54-8f71-a170bdd1a648_figure3.gif"/>
                </fig>
                <fig fig-type="figure" id="f4" orientation="portrait" position="float">
                    <label>Figure 4. </label>
                    <caption>
                        <title>Pymol rendering of peptides showing the hydrophobic and charged surfaces for the N-terminal helix of cecropin B.</title>
                        <p>All hydrophobic residues are colored in red, while hydrophilic residues are colored in blue.</p>
                    </caption>
                    <graphic orientation="portrait" position="float" xlink:href="https://f1000research-files.f1000.com/manuscripts/6556/406d5000-d3bb-4c54-8f71-a170bdd1a648_figure4.gif"/>
                </fig>
                <p>
                    <bold>
                        <italic toggle="yes">Cathelicidin LL-37.</italic>
                    </bold> Cathelicidin LL-37 is a critical component of the innate human immune system that protects humans against infectious diseases by targeting anionic phosphatidylglycerols in the pathogenic bacterial membranes
                    <sup>
                        <xref ref-type="bibr" rid="ref-27">27</xref>
                    </sup>.</p>
                <p>Recent work has demonstrated a 12-residue peptide (KR-12) corresponding to residues 18 to 29 of LL-37 is toxic to bacterial, but not human cells
                    <sup>
                        <xref ref-type="bibr" rid="ref-17">17</xref>
                    </sup>. 
                    <xref ref-type="fig" rid="f3">Figure 3c</xref> shows the Edmundson wheel and hydrophobic moment of KR-12. The demarcation of the polar and non-polar residues is quite evident. The predominance of positively charged residues in the polar side of the peptide is also clearly visible.</p>
                <p>
                    <bold>
                        <italic toggle="yes">De novo designed AMPs for plant protection.</italic>
                    </bold> The 
                    <italic toggle="yes">de novo</italic> design of small AMPs that inhibit plant pathogens was the focus of a recent work
                    <sup>
                        <xref ref-type="bibr" rid="ref-18">18</xref>
                    </sup>. One of the most promising candidates was a small peptide (SP1-1 - RKKRLKLLKRL, 
                    <xref ref-type="fig" rid="f3">Figure 3d</xref>), which was &#x201c;highly active against a broad spectrum of bacteria, but showed low hemolytic activity&#x201d;
                    <sup>
                        <xref ref-type="bibr" rid="ref-18">18</xref>
                    </sup>. Although the hydrophobic moment of this peptide is much smaller than that of KR-12 (
                    <xref ref-type="fig" rid="f3">Figure 3c</xref>), possibly due to the presence of Arg4 on the hydrophobic surface, the distribution of positively charged residues in this peptide is greater than for KR-12.</p>
            </sec>
            <sec>
                <title>Ratio of the positive to the negative residues (RPNR)</title>
                <p>Often, it is desirable to choose a large distribution of charged residues of a certain kind (anionic or cationic) on the hydrophilic surface. One possible method for quantifying this would be to compute a &#x2018;charge moment&#x2019;, similar to the computation of hydrophobic moments. However, such an evaluation would determine certain clearly distributions to be the same. For example, assume one semicircle of the wheel comprised only positive residues, and the other hydrophobic residues (
                    <xref ref-type="fig" rid="f5">Figure 5a</xref>). This is a slightly modified version of KR-12 from cathelicidin LL-37. If one positive residue (R5) were moved from the hydrophilic side to the hydrophobic side (I7) and replaced with a negative residue (D7) (
                    <xref ref-type="fig" rid="f5">Figure 5b</xref>), the &#x2018;charge moment&#x2019; would remain the same, although the two conformations are clearly not the same. Note that the hydrophobic moment is also different, as expected. Therefore, the &#x2018;charge moment&#x2019; is not an accurate metric. This is underlined by the fact that replacing a hydrophilic serine on the hydrophobic face with a hydrophobic residue (Ala or Val) enhanced the antimicrobial peptide activity in LL-23, a natural peptide derived from the N-terminal of LL-37
                    <sup>
                        <xref ref-type="bibr" rid="ref-28">28</xref>
                    </sup>. Thus, we resort to a simple metric to allow one to choose peptides with a large proportion of charged residue of a single kind: the ratio of the positive to the negative residues (RPNR). The two peptides mentioned above will have different RPNRs: 1 (
                    <xref ref-type="fig" rid="f5">Figure 5a</xref>) and 0.85 (
                    <xref ref-type="fig" rid="f5">Figure 5b</xref>). Also, the current method is unable to discriminate the possible effects of substituting similar amino acids (for example replacing an arginine by a lysine). These effects are complex and difficult to computationally model, for the &#x2018;consequences of the substitution of arginines for lysines is also modulated by the nature of the peptide into which the substitution is made&#x2019;
                    <sup>
                        <xref ref-type="bibr" rid="ref-14">14</xref>
                    </sup>. Such substitutions (applied to 
                    <italic toggle="yes">&#x03b2;</italic>-defensins also, and not AH peptides) also hold promise as future therapeutic drugs
                    <sup>
                        <xref ref-type="bibr" rid="ref-29">29</xref>
                    </sup>.</p>
                <fig fig-type="figure" id="f5" orientation="portrait" position="float">
                    <label>Figure 5. </label>
                    <caption>
                        <title>The problem in evaluating a &#x2018;charge moment&#x2019; similar to the way the hydrophobic moment is computed.</title>
                        <p>All hydrophobic residues are colored in red, while the hydrophilic residues are colored in blue: dark blue for positively charged residues, medium blue for negatively charged residues and light blue for amides. (
                            <bold>a</bold>) Edmundson wheel of a KR-12 like peptide showing the hydrophobic moment and the &#x2018;charge moment&#x2019;. (
                            <bold>b</bold>) Swapping one positive residue (R5) from the hydrophilic side with I7 and replacing it with a negative residue (D7), results in the same &#x2018;charge moment&#x2019;, although the characteristics of the helix has clearly changed.</p>
                    </caption>
                    <graphic orientation="portrait" position="float" xlink:href="https://f1000research-files.f1000.com/manuscripts/6556/406d5000-d3bb-4c54-8f71-a170bdd1a648_figure5.gif"/>
                </fig>
            </sec>
            <sec>
                <title>Output formats</title>
                <p>PAGAL generates a TikZ input file for drawing the Edmundson wheel and showing the hydrophobic moment (Supplementary File TikzInput.doc). TikZ is a package &#x201c;for creating graphics programmatically&#x201d; - 
                    <ext-link ext-link-type="uri" xlink:href="http://www.texample.net/tikz/">http://www.texample.net/tikz/</ext-link>. PAGAL also generates a Pymol script to the peptide structure using the same color coding used in for the Edmundson wheel (Supplementary File PymolInput.doc).</p>
            </sec>
        </sec>
        <sec>
            <title>Software availability</title>
            <sec>
                <title>Latest source code</title>
                <p>
                    <ext-link ext-link-type="uri" xlink:href="http://github.com/sanchak/pagal">http://github.com/sanchak/pagal</ext-link>
                </p>
            </sec>
            <sec>
                <title>Source code as at the time of publication</title>
                <p>
                    <ext-link ext-link-type="uri" xlink:href="http://github.com/F1000Research/pagal/tree/v1.0">http://github.com/F1000Research/pagal/tree/v1.0</ext-link>
                </p>
            </sec>
            <sec>
                <title>Archived source code as at the time of publication</title>
                <p>
                    <ext-link ext-link-type="uri" xlink:href="http://dx.doi.org/10.5281/zenodo.11136">http://dx.doi.org/10.5281/zenodo.11136</ext-link>
                    <sup>
                        <xref ref-type="bibr" rid="ref-30">30</xref>
                    </sup>
                </p>
            </sec>
        </sec>
    </body>
    <back>
        <ref-list>
            <ref id="ref-1">
                <label>1</label>
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">
						
                        <name name-style="western">
                            <surname>Pauling</surname>
                            <given-names>L</given-names>
                        </name>
						
                        <name name-style="western">
                            <surname>Corey</surname>
                            <given-names>RB</given-names>
                        </name>
						
                        <name name-style="western">
                            <surname>Branson</surname>
                            <given-names>HR</given-names>
                        </name>
					</person-group>:
                    <article-title>The structure of proteins; two hydrogen-bonded helical configurations of the polypeptide chain.</article-title>
                    <source>
						
                        <italic toggle="yes">Proc Natl Acad Sci U S A.</italic>
					</source>
                    <year>1951</year>;<volume>37</volume>(<issue>4</issue>):<fpage>205</fpage>&#x2013;<lpage>211</lpage>.
                    <pub-id pub-id-type="pmid">14816373</pub-id>
                    <pub-id pub-id-type="doi">10.1073/pnas.37.4.205</pub-id>
                    <pub-id pub-id-type="pmcid">1063337</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref-2">
                <label>2</label>
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">
						
                        <name name-style="western">
                            <surname>Kabsch</surname>
                            <given-names>W</given-names>
                        </name>
						
                        <name name-style="western">
                            <surname>Sander</surname>
                            <given-names>C</given-names>
                        </name>
					</person-group>:
                    <article-title>Dictionary of protein secondary structure: pattern recognition of hydrogen-bonded and geometrical features.</article-title>
                    <source>
						
                        <italic toggle="yes">Biopolymers.</italic>
					</source>
                    <year>1983</year>;<volume>22</volume>(<issue>12</issue>):<fpage>2577</fpage>&#x2013;<lpage>2637</lpage>.
                    <pub-id pub-id-type="pmid">6667333</pub-id>
                    <pub-id pub-id-type="doi">10.1002/bip.360221211</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref-3">
                <label>3</label>
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">
						
                        <name name-style="western">
                            <surname>Joosten</surname>
                            <given-names>RP</given-names>
                        </name>
						
                        <name name-style="western">
                            <surname>te Beek</surname>
                            <given-names>TA</given-names>
                        </name>
						
                        <name name-style="western">
                            <surname>Krieger</surname>
                            <given-names>E</given-names>
                        </name>
						
                        <etal/>
					</person-group>:
                    <article-title>A series of PDB related databases for everyday needs.</article-title>
                    <source>
						
                        <italic toggle="yes">Nucleic Acids Res.</italic>
					</source>
                    <year>2011</year>;<volume>39</volume>(<issue>Database issue</issue>):<fpage>D411</fpage>&#x2013;<lpage>419</lpage>.
                    <pub-id pub-id-type="pmid">21071423</pub-id>
                    <pub-id pub-id-type="doi">10.1093/nar/gkq1105</pub-id>
                    <pub-id pub-id-type="pmcid">3013697</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref-4">
                <label>4</label>
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">
						
                        <name name-style="western">
                            <surname>Maupetit</surname>
                            <given-names>J</given-names>
                        </name>
						
                        <name name-style="western">
                            <surname>Derreumaux</surname>
                            <given-names>P</given-names>
                        </name>
						
                        <name name-style="western">
                            <surname>Tuffery</surname>
                            <given-names>P</given-names>
                        </name>
					</person-group>:
                    <article-title>PEP-FOLD: an online resource for 
                        <italic toggle="yes">de novo</italic> peptide structure prediction.</article-title>
                    <source>
						
                        <italic toggle="yes">Nucleic Acids Res.</italic>
					</source>
                    <year>2009</year>;<volume>37</volume>(<issue>Web Server issue</issue>):<fpage>W498</fpage>&#x2013;<lpage>W503</lpage>.
                    <pub-id pub-id-type="pmid">19433514</pub-id>
                    <pub-id pub-id-type="doi">10.1093/nar/gkp323</pub-id>
                    <pub-id pub-id-type="pmcid">2703897</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref-5">
                <label>5</label>
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">
						
                        <name name-style="western">
                            <surname>Kaur</surname>
                            <given-names>H</given-names>
                        </name>
						
                        <name name-style="western">
                            <surname>Garg</surname>
                            <given-names>A</given-names>
                        </name>
						
                        <name name-style="western">
                            <surname>Raghava</surname>
                            <given-names>GP</given-names>
                        </name>
					</person-group>:
                    <article-title>PEPstr: a 
                        <italic toggle="yes">de novo</italic> method for tertiary structure prediction of small bioactive peptides.</article-title>
                    <source>
						
                        <italic toggle="yes">Protein Pept Lett.</italic>
					</source>
                    <year>2007</year>;<volume>14</volume>(<issue>7</issue>):<fpage>626</fpage>&#x2013;<lpage>631</lpage>.
                    <pub-id pub-id-type="pmid">17897087</pub-id>
                    <pub-id pub-id-type="doi">10.2174/092986607781483859</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref-6">
                <label>6</label>
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">
						
                        <name name-style="western">
                            <surname>Arnold</surname>
                            <given-names>K</given-names>
                        </name>
						
                        <name name-style="western">
                            <surname>Bordoli</surname>
                            <given-names>L</given-names>
                        </name>
						
                        <name name-style="western">
                            <surname>Kopp</surname>
                            <given-names>J</given-names>
                        </name>
						
                        <etal/>
					</person-group>:
                    <article-title>The SWISS-MODEL workspace: a web-based environment for protein structure homology modelling.</article-title>
                    <source>
						
                        <italic toggle="yes">Bioinformatics.</italic>
					</source>
                    <year>2006</year>;<volume>22</volume>(<issue>2</issue>):<fpage>195</fpage>&#x2013;<lpage>201</lpage>.
                    <pub-id pub-id-type="pmid">16301204</pub-id>
                    <pub-id pub-id-type="doi">10.1093/bioinformatics/bti770</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref-7">
                <label>7</label>
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">
						
                        <name name-style="western">
                            <surname>Zhang</surname>
                            <given-names>Y</given-names>
                        </name>
					</person-group>:
                    <article-title>I-TASSER server for protein 3D structure prediction.</article-title>
                    <source>
						
                        <italic toggle="yes">BMC Bioinformatics.</italic>
					</source>
                    <year>2008</year>;<volume>9</volume>:<fpage>40</fpage>.
                    <pub-id pub-id-type="pmid">18215316</pub-id>
                    <pub-id pub-id-type="doi">10.1186/1471-2105-9-40</pub-id>
                    <pub-id pub-id-type="pmcid">2245901</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref-8">
                <label>8</label>
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">
						
                        <name name-style="western">
                            <surname>Rohl</surname>
                            <given-names>CA</given-names>
                        </name>
						
                        <name name-style="western">
                            <surname>Strauss</surname>
                            <given-names>CE</given-names>
                        </name>
						
                        <name name-style="western">
                            <surname>Misura</surname>
                            <given-names>KM</given-names>
                        </name>
						
                        <etal/>
					</person-group>:
                    <article-title>Protein structure prediction using Rosetta.</article-title>
                    <source>
						
                        <italic toggle="yes">Methods Enzymol.</italic>
					</source>
                    <year>2004</year>;<volume>383</volume>:<fpage>66</fpage>&#x2013;<lpage>93</lpage>.
                    <pub-id pub-id-type="pmid">15063647</pub-id>
                    <pub-id pub-id-type="doi">10.1016/S0076-6879(04)83004-0</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref-9">
                <label>9</label>
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">
						
                        <name name-style="western">
                            <surname>Landschulz</surname>
                            <given-names>WH</given-names>
                        </name>
						
                        <name name-style="western">
                            <surname>Johnson</surname>
                            <given-names>PF</given-names>
                        </name>
						
                        <name name-style="western">
                            <surname>McKnight</surname>
                            <given-names>SL</given-names>
                        </name>
					</person-group>:
                    <article-title>The leucine zipper: a hypothetical structure common to a new class of DNA binding proteins.</article-title>
                    <source>
						
                        <italic toggle="yes">Science.</italic>
					</source>
                    <year>1988</year>;<volume>240</volume>(<issue>4860</issue>):<fpage>1759</fpage>&#x2013;<lpage>1764</lpage>.
                    <pub-id pub-id-type="pmid">3289117</pub-id>
                    <pub-id pub-id-type="doi">10.1126/science.3289117</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref-10">
                <label>10</label>
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">
						
                        <name name-style="western">
                            <surname>Dathe</surname>
                            <given-names>M</given-names>
                        </name>
						
                        <name name-style="western">
                            <surname>Wieprecht</surname>
                            <given-names>T</given-names>
                        </name>
					</person-group>:
                    <article-title>Structural features of helical antimicrobial peptides: their potential to modulate activity on model membranes and biological cells.</article-title>
                    <source>
						
                        <italic toggle="yes">Biochim Biophys Acta.</italic>
					</source>
                    <year>1999</year>;<volume>1462</volume>(<issue>1&#x2013;2</issue>):<fpage>71</fpage>&#x2013;<lpage>87</lpage>.
                    <pub-id pub-id-type="pmid">10590303</pub-id>
                    <pub-id pub-id-type="doi">10.1016/S0005-2736(99)00201-1</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref-11">
                <label>11</label>
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">
						
                        <name name-style="western">
                            <surname>Brogden</surname>
                            <given-names>KA</given-names>
                        </name>
					</person-group>:
                    <article-title>Antimicrobial peptides: pore formers or metabolic inhibitors in bacteria?</article-title>
                    <source>
						
                        <italic toggle="yes">Nat Rev Microbiol.</italic>
					</source>
                    <year>2005</year>;<volume>3</volume>(<issue>3</issue>):<fpage>238</fpage>&#x2013;<lpage>250</lpage>.
                    <pub-id pub-id-type="pmid">15703760</pub-id>
                    <pub-id pub-id-type="doi">10.1038/nrmicro1098</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref-12">
                <label>12</label>
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">
						
                        <name name-style="western">
                            <surname>Okamoto</surname>
                            <given-names>Y</given-names>
                        </name>
					</person-group>:
                    <article-title>Dependence on the dielectric model and pH in a synthetic helical peptide studied by Monte Carlo simulated annealing.</article-title>
                    <source>
						
                        <italic toggle="yes">Biopolymers.</italic>
					</source>
                    <year>1994</year>;<volume>34</volume>(<issue>4</issue>):<fpage>529</fpage>&#x2013;<lpage>539</lpage>.
                    <pub-id pub-id-type="pmid">8186363</pub-id>
                    <pub-id pub-id-type="doi">10.1002/bip.360340408</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref-13">
                <label>13</label>
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">
						
                        <name name-style="western">
                            <surname>Sitaram</surname>
                            <given-names>N</given-names>
                        </name>
						
                        <name name-style="western">
                            <surname>Nagaraj</surname>
                            <given-names>R</given-names>
                        </name>
					</person-group>:
                    <article-title>Interaction of antimicrobial peptides with biological and model membranes: structural and charge requirements for activity.</article-title>
                    <source>
						
                        <italic toggle="yes">Biochim Biophys Acta.</italic>
					</source>
                    <year>1999</year>;<volume>1462</volume>(<issue>1&#x2013;2</issue>):<fpage>29</fpage>&#x2013;<lpage>54</lpage>.
                    <pub-id pub-id-type="pmid">10590301</pub-id>
                    <pub-id pub-id-type="doi">10.1016/S0005-2736(99)00199-6</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref-14">
                <label>14</label>
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">
						
                        <name name-style="western">
                            <surname>Mishra</surname>
                            <given-names>B</given-names>
                        </name>
						
                        <name name-style="western">
                            <surname>Epand</surname>
                            <given-names>RF</given-names>
                        </name>
						
                        <name name-style="western">
                            <surname>Epand</surname>
                            <given-names>RM</given-names>
                        </name>
						
                        <etal/>
					</person-group>:
                    <article-title>Structural location determines functional roles of the basic amino acids of KR-12, the smallest antimicrobial peptide from human cathelicidin LL-37.</article-title>
                    <source>
						
                        <italic toggle="yes">RSC Adv.</italic>
					</source>
                    <year>2013</year>;<volume>3</volume>(<issue>42</issue>):<fpage>19560</fpage>&#x2013;<lpage>19571</lpage>.
                    <pub-id pub-id-type="pmid">24307932</pub-id>
                    <pub-id pub-id-type="doi">10.1039/C3RA42599A </pub-id>
                    <pub-id pub-id-type="pmcid">3844289</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref-15">
                <label>15</label>
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">
						
                        <name name-style="western">
                            <surname>Dandekar</surname>
                            <given-names>AM</given-names>
                        </name>
						
                        <name name-style="western">
                            <surname>Gouran</surname>
                            <given-names>H</given-names>
                        </name>
						
                        <name name-style="western">
                            <surname>Ibanez</surname>
                            <given-names>AM</given-names>
                        </name>
						
                        <etal/>
					</person-group>:
                    <article-title>An engineered innate immune defense protects grapevines from Pierce disease.</article-title>
                    <source>
						
                        <italic toggle="yes">Proc Natl Acad Sci U S A.</italic>
					</source>
                    <year>2012</year>;<volume>109</volume>(<issue>10</issue>):<fpage>3721</fpage>&#x2013;<lpage>3725</lpage>.
                    <pub-id pub-id-type="pmid">22355130</pub-id>
                    <pub-id pub-id-type="doi">10.1073/pnas.1116027109</pub-id>
                    <pub-id pub-id-type="pmcid">3309795</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref-16">
                <label>16</label>
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">
						
                        <name name-style="western">
                            <surname>Moore</surname>
                            <given-names>AJ</given-names>
                        </name>
						
                        <name name-style="western">
                            <surname>Beazley</surname>
                            <given-names>WD</given-names>
                        </name>
						
                        <name name-style="western">
                            <surname>Bibby</surname>
                            <given-names>MC</given-names>
                        </name>
						
                        <etal/>
					</person-group>:
                    <article-title>Antimicrobial activity of cecropins.</article-title>
                    <source>
						
                        <italic toggle="yes">J Antimicrob Chemother.</italic>
					</source>
                    <year>1996</year>;<volume>37</volume>(<issue>6</issue>):<fpage>1077</fpage>&#x2013;<lpage>1089</lpage>.
                    <pub-id pub-id-type="pmid">8836811</pub-id>
                    <pub-id pub-id-type="doi">10.1093/jac/37.6.1077</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref-17">
                <label>17</label>
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">
						
                        <name name-style="western">
                            <surname>Wang</surname>
                            <given-names>G</given-names>
                        </name>
					</person-group>:
                    <article-title>Structures of human host defense cathelicidin LL-37 and its smallest antimicrobial peptide KR-12 in lipid micelles.</article-title>
                    <source>
						
                        <italic toggle="yes">J Biol Chem.</italic>
					</source>
                    <year>2008</year>;<volume>283</volume>(<issue>47</issue>):<fpage>32637</fpage>&#x2013;<lpage>32643</lpage>.
                    <pub-id pub-id-type="pmid">18818205</pub-id>
                    <pub-id pub-id-type="doi">10.1074/jbc.M805533200</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref-18">
                <label>18</label>
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">
						
                        <name name-style="western">
                            <surname>Zeitler</surname>
                            <given-names>B</given-names>
                        </name>
						
                        <name name-style="western">
                            <surname>Herrera Diaz</surname>
                            <given-names>A</given-names>
                        </name>
						
                        <name name-style="western">
                            <surname>Dangel</surname>
                            <given-names>A</given-names>
                        </name>
						
                        <etal/>
					</person-group>:
                    <article-title>
						
                        <italic toggle="yes">De-novo</italic> design of antimicrobial peptides for plant protection.</article-title>
                    <source>
						
                        <italic toggle="yes">PLoS One.</italic>
					</source>
                    <year>2013</year>;<volume>8</volume>(<issue>8</issue>):<fpage>e71687</fpage>.
                    <pub-id pub-id-type="pmid">23951222</pub-id>
                    <pub-id pub-id-type="doi">10.1371/journal.pone.0071687</pub-id>
                    <pub-id pub-id-type="pmcid">3741113</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref-19">
                <label>19</label>
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">
						
                        <name name-style="western">
                            <surname>Eisenberg</surname>
                            <given-names>D</given-names>
                        </name>
						
                        <name name-style="western">
                            <surname>Weiss</surname>
                            <given-names>RM</given-names>
                        </name>
						
                        <name name-style="western">
                            <surname>Terwilliger</surname>
                            <given-names>TC</given-names>
                        </name>
					</person-group>:
                    <article-title>The helical hydrophobic moment: a measure of the amphiphilicity of a helix.</article-title>
                    <source>
						
                        <italic toggle="yes">Nature.</italic>
					</source>
                    <year>1982</year>;<volume>299</volume>(<issue>5881</issue>):<fpage>371</fpage>&#x2013;<lpage>374</lpage>.
                    <pub-id pub-id-type="pmid">7110359</pub-id>
                    <pub-id pub-id-type="doi">10.1038/299371a0</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref-20">
                <label>20</label>
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">
						
                        <name name-style="western">
                            <surname>Jones</surname>
                            <given-names>MK</given-names>
                        </name>
						
                        <name name-style="western">
                            <surname>Anantharamaiah</surname>
                            <given-names>GM</given-names>
                        </name>
						
                        <name name-style="western">
                            <surname>Segrest</surname>
                            <given-names>JP</given-names>
                        </name>
					</person-group>:
                    <article-title>Computer programs to identify and classify amphipathic alpha helical domains.</article-title>
                    <source>
						
                        <italic toggle="yes">J Lipid Res.</italic>
					</source>
                    <year>1992</year>;<volume>33</volume>(<issue>2</issue>):<fpage>287</fpage>&#x2013;<lpage>296</lpage>.
                    <pub-id pub-id-type="pmid">1569380</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref-21">
                <label>21</label>
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">
						
                        <name name-style="western">
                            <surname>Wang</surname>
                            <given-names>G</given-names>
                        </name>
						
                        <name name-style="western">
                            <surname>Dunbrack</surname>
                            <given-names>RL</given-names>
                            <suffix>Jr</suffix>
                        </name>
					</person-group>:
                    <article-title>PISCES: a protein sequence culling server.</article-title>
                    <source>
						
                        <italic toggle="yes">Bioinformatics.</italic>
					</source>
                    <year>2003</year>;<volume>19</volume>(<issue>12</issue>):<fpage>1589</fpage>&#x2013;<lpage>1591</lpage>.
                    <pub-id pub-id-type="pmid">12912846</pub-id>
                    <pub-id pub-id-type="doi">10.1093/bioinformatics/btg224</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref-22">
                <label>22</label>
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">
						
                        <name name-style="western">
                            <surname>Engelman</surname>
                            <given-names>DM</given-names>
                        </name>
						
                        <name name-style="western">
                            <surname>Steitz</surname>
                            <given-names>TA</given-names>
                        </name>
						
                        <name name-style="western">
                            <surname>Goldman</surname>
                            <given-names>A</given-names>
                        </name>
					</person-group>:
                    <article-title>Identifying nonpolar transbilayer helices in amino acid sequences of membrane proteins.</article-title>
                    <source>
						
                        <italic toggle="yes">Annu Rev Biophys Biophys Chem.</italic>
					</source>
                    <year>1986</year>;<volume>15</volume>:<fpage>321</fpage>&#x2013;<lpage>353</lpage>.
                    <pub-id pub-id-type="pmid">3521657</pub-id>
                    <pub-id pub-id-type="doi">10.1146/annurev.bb.15.060186.001541</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref-23">
                <label>23</label>
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">
						
                        <name name-style="western">
                            <surname>Schiffer</surname>
                            <given-names>M</given-names>
                        </name>
						
                        <name name-style="western">
                            <surname>Edmundson</surname>
                            <given-names>AB</given-names>
                        </name>
					</person-group>:
                    <article-title>Use of helical wheels to represent the structures of proteins and to identify segments with helical potential.</article-title>
                    <source>
						
                        <italic toggle="yes">Biophys J.</italic>
					</source>
                    <year>1967</year>;<volume>7</volume>(<issue>2</issue>):<fpage>121</fpage>&#x2013;<lpage>135</lpage>.
                    <pub-id pub-id-type="pmid">6048867</pub-id>
                    <pub-id pub-id-type="doi">10.1016/S0006-3495(67)86579-2</pub-id>
                    <pub-id pub-id-type="pmcid">1368002</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref-24">
                <label>24</label>
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">
						
                        <name name-style="western">
                            <surname>Chou</surname>
                            <given-names>KC</given-names>
                        </name>
						
                        <name name-style="western">
                            <surname>Zhang</surname>
                            <given-names>CT</given-names>
                        </name>
						
                        <name name-style="western">
                            <surname>Maggiora</surname>
                            <given-names>GM</given-names>
                        </name>
					</person-group>:
                    <article-title>Disposition of amphiphilic helices in heteropolar environments.</article-title>
                    <source>
						
                        <italic toggle="yes">Proteins.</italic>
					</source>
                    <year>1997</year>;<volume>28</volume>(<issue>1</issue>):<fpage>99</fpage>&#x2013;<lpage>108</lpage>.
                    <pub-id pub-id-type="pmid">9144795</pub-id>
                    <pub-id pub-id-type="doi">10.1002/(SICI)1097-0134(199705)28:1&lt;99::AID-PROT10&gt;3.0.CO;2-C</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref-25">
                <label>25</label>
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">
						
                        <name name-style="western">
                            <surname>Chen</surname>
                            <given-names>Y</given-names>
                        </name>
						
                        <name name-style="western">
                            <surname>Guarnieri</surname>
                            <given-names>MT</given-names>
                        </name>
						
                        <name name-style="western">
                            <surname>Vasil</surname>
                            <given-names>AI</given-names>
                        </name>
						
                        <etal/>
					</person-group>:
                    <article-title>Role of peptide hydrophobicity in the mechanism of action of alpha-helical antimicrobial peptides.</article-title>
                    <source>
						
                        <italic toggle="yes">Antimicrob Agents Chemother.</italic>
					</source>
                    <year>2007</year>;<volume>51</volume>(<issue>4</issue>):<fpage>1398</fpage>&#x2013;<lpage>1406</lpage>.
                    <pub-id pub-id-type="pmid">17158938</pub-id>
                    <pub-id pub-id-type="doi">10.1128/AAC.00925-06</pub-id>
                    <pub-id pub-id-type="pmcid">1855469</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref-26">
                <label>26</label>
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">
						
                        <name name-style="western">
                            <surname>Steiner</surname>
                            <given-names>H</given-names>
                        </name>
						
                        <name name-style="western">
                            <surname>Andreu</surname>
                            <given-names>D</given-names>
                        </name>
						
                        <name name-style="western">
                            <surname>Merrifield</surname>
                            <given-names>RB</given-names>
                        </name>
					</person-group>:
                    <article-title>Binding and action of cecropin and cecropin analogues: antibacterial peptides from insects.</article-title>
                    <source>
						
                        <italic toggle="yes">Biochim Biophys Acta.</italic>
					</source>
                    <year>1988</year>;<volume>939</volume>(<issue>2</issue>):<fpage>260</fpage>&#x2013;<lpage>266</lpage>.
                    <pub-id pub-id-type="pmid">3128324</pub-id>
                    <pub-id pub-id-type="doi">10.1016/0005-2736(88)90069-7</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref-27">
                <label>27</label>
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">
						
                        <name name-style="western">
                            <surname>Yang</surname>
                            <given-names>D</given-names>
                        </name>
						
                        <name name-style="western">
                            <surname>Chertov</surname>
                            <given-names>O</given-names>
                        </name>
						
                        <name name-style="western">
                            <surname>Oppenheim</surname>
                            <given-names>JJ</given-names>
                        </name>
					</person-group>:
                    <article-title>Participation of mammalian defensins and cathelicidins in anti-microbial immunity: receptors and activities of human defensins and cathelicidin (LL-37).</article-title>
                    <source>
						
                        <italic toggle="yes">J Leukoc Biol.</italic>
					</source>
                    <year>2001</year>;<volume>69</volume>(<issue>5</issue>):<fpage>691</fpage>&#x2013;<lpage>697</lpage>.
                    <pub-id pub-id-type="pmid">11358975</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref-28">
                <label>28</label>
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">
						
                        <name name-style="western">
                            <surname>Wang</surname>
                            <given-names>G</given-names>
                        </name>
						
                        <name name-style="western">
                            <surname>Elliott</surname>
                            <given-names>M</given-names>
                        </name>
						
                        <name name-style="western">
                            <surname>Cogen</surname>
                            <given-names>AL</given-names>
                        </name>
						
                        <etal/>
					</person-group>:
                    <article-title>Structure, dynamics, and antimicrobial and immune modulatory activities of human LL-23 and its single-residue variants mutated on the basis of homologous primate cathelicidins.</article-title>
                    <source>
						
                        <italic toggle="yes">Biochemistry.</italic>
					</source>
                    <year>2012</year>;<volume>51</volume>(<issue>2</issue>):<fpage>653</fpage>&#x2013;<lpage>664</lpage>.
                    <pub-id pub-id-type="pmid">22185690</pub-id>
                    <pub-id pub-id-type="doi">10.1021/bi2016266</pub-id>
                    <pub-id pub-id-type="pmcid">3302206</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref-29">
                <label>29</label>
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">
						
                        <name name-style="western">
                            <surname>Olli</surname>
                            <given-names>S</given-names>
                        </name>
						
                        <name name-style="western">
                            <surname>Rangaraj</surname>
                            <given-names>N</given-names>
                        </name>
						
                        <name name-style="western">
                            <surname>Nagaraj</surname>
                            <given-names>R</given-names>
                        </name>
					</person-group>:
                    <article-title>Effect of selectively introducing arginine and D-amino acids on the antimicrobial activity and salt sensitivity in analogs of human beta-defensins.</article-title>
                    <source>
						
                        <italic toggle="yes">PloS One.</italic>
					</source>
                    <year>2013</year>;<volume>8</volume>(<issue>9</issue>):<fpage>e77031</fpage>.
                    <pub-id pub-id-type="pmid">24086767</pub-id>
                    <pub-id pub-id-type="doi">10.1371/journal.pone.0077031</pub-id>
                    <pub-id pub-id-type="pmcid">3785448</pub-id>
                </mixed-citation>
            </ref>
            <ref id="ref-30">
                <label>30</label>
                <mixed-citation publication-type="journal">
                    <person-group person-group-type="author">
						
                        <name name-style="western">
                            <surname>Chakraborty</surname>
                            <given-names>S</given-names>
                        </name>
						
                        <name name-style="western">
                            <surname>Rao</surname>
                            <given-names>BJ</given-names>
                        </name>
						
                        <name name-style="western">
                            <surname>Dandekar</surname>
                            <given-names>AM</given-names>
                        </name>
					</person-group>:
                    <article-title>PAGAL: alpha helices structures.</article-title>
                    <source>
						
                        <italic toggle="yes">Zenodo.</italic>
					</source>
                    <year>2014</year>.
                    <ext-link ext-link-type="uri" xlink:href="http://dx.doi.org/10.5281/zenodo.11136">Data Source</ext-link>
                </mixed-citation>
            </ref>
        </ref-list>
    </back>
    <sub-article article-type="reviewer-report" id="report6394">
        <front-stub>
            <article-id pub-id-type="doi">10.5256/f1000research.5695.r6394</article-id>
            <title-group>
                <article-title>Reviewer response for version 2</article-title>
            </title-group>
            <contrib-group>
                <contrib contrib-type="author">
                    <name>
                        <surname>Nagaraj</surname>
                        <given-names>Ramakrishnan</given-names>
                    </name>
                    <xref ref-type="aff" rid="r6394a1">1</xref>
                    <role>Referee</role>
                </contrib>
                <aff id="r6394a1">
                    <label>1</label>Centre for Cellular and Molecular Biology, Hyderabad, India</aff>
            </contrib-group>
            <author-notes>
                <fn fn-type="conflict">
                    <p>
                        <bold>Competing interests: </bold>No competing interests were disclosed.</p>
                </fn>
            </author-notes>
            <pub-date pub-type="epub">
                <day>13</day>
                <month>10</month>
                <year>2014</year>
            </pub-date>
            <permissions>
                <copyright-statement>Copyright: &#x00a9; 2014 Nagaraj R</copyright-statement>
                <copyright-year>2014</copyright-year>
                <license xlink:href="https://creativecommons.org/licenses/by/4.0/">
                    <license-p>This is an open access peer review report distributed under the terms of the Creative Commons Attribution Licence, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.</license-p>
                </license>
            </permissions>
            <related-article ext-link-type="doi" id="relatedArticleReport6394" related-article-type="peer-reviewed-article" xlink:href="10.12688/f1000research.4952.2"/>
            <custom-meta-group>
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                    <meta-value>approve</meta-value>
                </custom-meta>
            </custom-meta-group>
        </front-stub>
        <body>
            <p>Reviewer Expertise:</p>
            <p>NA</p>
            <p>I confirm that I have read this submission and believe that I have an appropriate level of expertise to confirm that it is of an acceptable scientific standard.</p>
        </body>
        <sub-article article-type="response" id="comment1047-6394">
            <front-stub>
                <contrib-group>
                    <contrib contrib-type="author">
                        <name>
                            <surname>Chakraborty</surname>
                            <given-names>Sandeep</given-names>
                        </name>
                        <aff>Tata Institute of Fundamental Research, India</aff>
                    </contrib>
                </contrib-group>
                <author-notes>
                    <fn fn-type="conflict">
                        <p>
                            <bold>Competing interests: </bold>No competing interests were disclosed.</p>
                    </fn>
                </author-notes>
                <pub-date pub-type="epub">
                    <day>27</day>
                    <month>10</month>
                    <year>2014</year>
                </pub-date>
            </front-stub>
            <body>
                <p>We would like to thank you once again for reviewing our paper. We would also like bring to your notice an application of the PAGAL program in characterizing the proteome of the Ebola virus -&#x00a0;
                    <ext-link ext-link-type="uri" xlink:href="http://f1000research.com/articles/3-251/v1">http://f1000research.com/articles/3-251/v1</ext-link>
                </p>
            </body>
        </sub-article>
    </sub-article>
    <sub-article article-type="reviewer-report" id="report6250">
        <front-stub>
            <article-id pub-id-type="doi">10.5256/f1000research.5695.r6250</article-id>
            <title-group>
                <article-title>Reviewer response for version 2</article-title>
            </title-group>
            <contrib-group>
                <contrib contrib-type="author">
                    <name>
                        <surname>Wang</surname>
                        <given-names>Guangshun</given-names>
                    </name>
                    <xref ref-type="aff" rid="r6250a1">1</xref>
                    <role>Referee</role>
                </contrib>
                <aff id="r6250a1">
                    <label>1</label>Department of Pathology and Microbiology, College of Medicine, University of Nebraska Medical Center, Omaha, NE, USA</aff>
            </contrib-group>
            <author-notes>
                <fn fn-type="conflict">
                    <p>
                        <bold>Competing interests: </bold>No competing interests were disclosed.</p>
                </fn>
            </author-notes>
            <pub-date pub-type="epub">
                <day>29</day>
                <month>9</month>
                <year>2014</year>
            </pub-date>
            <permissions>
                <copyright-statement>Copyright: &#x00a9; 2014 Wang G</copyright-statement>
                <copyright-year>2014</copyright-year>
                <license xlink:href="https://creativecommons.org/licenses/by/4.0/">
                    <license-p>This is an open access peer review report distributed under the terms of the Creative Commons Attribution Licence, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.</license-p>
                </license>
            </permissions>
            <related-article ext-link-type="doi" id="relatedArticleReport6250" related-article-type="peer-reviewed-article" xlink:href="10.12688/f1000research.4952.2"/>
            <custom-meta-group>
                <custom-meta>
                    <meta-name>recommendation</meta-name>
                    <meta-value>approve</meta-value>
                </custom-meta>
            </custom-meta-group>
        </front-stub>
        <body>
            <p>Reviewer Expertise:</p>
            <p>NA</p>
            <p>I confirm that I have read this submission and believe that I have an appropriate level of expertise to confirm that it is of an acceptable scientific standard.</p>
        </body>
        <sub-article article-type="response" id="comment1048-6250">
            <front-stub>
                <contrib-group>
                    <contrib contrib-type="author">
                        <name>
                            <surname>Chakraborty</surname>
                            <given-names>Sandeep</given-names>
                        </name>
                        <aff>Tata Institute of Fundamental Research, India</aff>
                    </contrib>
                </contrib-group>
                <author-notes>
                    <fn fn-type="conflict">
                        <p>
                            <bold>Competing interests: </bold>No competing interests were disclosed.</p>
                    </fn>
                </author-notes>
                <pub-date pub-type="epub">
                    <day>27</day>
                    <month>10</month>
                    <year>2014</year>
                </pub-date>
            </front-stub>
            <body>
                <p>We would like to thank you once again for reviewing our paper. We would also like bring to your notice an application of the PAGAL program in characterizing the proteome of the Ebola virus - 
                    <ext-link ext-link-type="uri" xlink:href="http://f1000research.com/articles/3-251/v1">http://f1000research.com/articles/3-251/v1</ext-link>.</p>
            </body>
        </sub-article>
    </sub-article>
    <sub-article article-type="reviewer-report" id="report6102">
        <front-stub>
            <article-id pub-id-type="doi">10.5256/f1000research.5288.r6102</article-id>
            <title-group>
                <article-title>Reviewer response for version 1</article-title>
            </title-group>
            <contrib-group>
                <contrib contrib-type="author">
                    <name>
                        <surname>Wang</surname>
                        <given-names>Guangshun</given-names>
                    </name>
                    <xref ref-type="aff" rid="r6102a1">1</xref>
                    <role>Referee</role>
                </contrib>
                <aff id="r6102a1">
                    <label>1</label>Department of Pathology and Microbiology, College of Medicine, University of Nebraska Medical Center, Omaha, NE, USA</aff>
            </contrib-group>
            <author-notes>
                <fn fn-type="conflict">
                    <p>
                        <bold>Competing interests: </bold>No competing interests were disclosed.</p>
                </fn>
            </author-notes>
            <pub-date pub-type="epub">
                <day>12</day>
                <month>9</month>
                <year>2014</year>
            </pub-date>
            <permissions>
                <copyright-statement>Copyright: &#x00a9; 2014 Wang G</copyright-statement>
                <copyright-year>2014</copyright-year>
                <license xlink:href="https://creativecommons.org/licenses/by/4.0/">
                    <license-p>This is an open access peer review report distributed under the terms of the Creative Commons Attribution Licence, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.</license-p>
                </license>
            </permissions>
            <related-article ext-link-type="doi" id="relatedArticleReport6102" related-article-type="peer-reviewed-article" xlink:href="10.12688/f1000research.4952.1"/>
            <custom-meta-group>
                <custom-meta>
                    <meta-name>recommendation</meta-name>
                    <meta-value>approve-with-reservations</meta-value>
                </custom-meta>
            </custom-meta-group>
        </front-stub>
        <body>
            <p>The authors aimed at further define features for helices, which are key structural elements in polypeptides. Based on the traditional hydrophobic moment, they proposed the concept of charge moment. It is interesting but I am a little bit of doubtful how useful the charge moment will be. In particular, the authors found the &#x201c;Swapping one positive residue (R5) from the hydrophilic side with I7 and replacing it with a negative residue (D7), results in the same &#x2018;charge moment&#x2019;&#x201d; (Figure 5). In the case of helical antimicrobial peptides, such a swap may have a detrimental effect on peptide antimicrobial activity. For example, even a change of a hydrophilic residue serine on the hydrophobic face with a hydrophobic residue influenced peptide activity (
                <ext-link ext-link-type="uri" xlink:href="http://www.ncbi.nlm.nih.gov/pubmed/22185690">Wang G 
                    <italic>et al.</italic>, 2012</ext-link>). The authors may refine this idea and conceive the possible use of charge moment. Based on charge moment, is there any clue that interfacial charged residues of antimicrobial peptides play a larger role than non-interfacial ones in determining antimicrobial activity? Will it be possible to incorporate the observation that arginines are usually more important than lysines in determining peptide activity (see 
                <ext-link ext-link-type="uri" xlink:href="http://www.ncbi.nlm.nih.gov/pubmed/24307932">Mishra B 
                    <italic>et al.</italic>, 2013</ext-link>)?</p>
            <p>Reviewer Expertise:</p>
            <p>NA</p>
            <p>I confirm that I have read this submission and believe that I have an appropriate level of expertise to confirm that it is of an acceptable scientific standard, however I have significant reservations, as outlined above.</p>
        </body>
        <sub-article article-type="response" id="comment989-6102">
            <front-stub>
                <contrib-group>
                    <contrib contrib-type="author">
                        <name>
                            <surname>Chakraborty</surname>
                            <given-names>Sandeep</given-names>
                        </name>
                        <aff>Tata Institute of Fundamental Research, India</aff>
                    </contrib>
                </contrib-group>
                <author-notes>
                    <fn fn-type="conflict">
                        <p>
                            <bold>Competing interests: </bold>No competing interests were disclosed.</p>
                    </fn>
                </author-notes>
                <pub-date pub-type="epub">
                    <day>17</day>
                    <month>9</month>
                    <year>2014</year>
                </pub-date>
            </front-stub>
            <body>
                <p>We would like to thank you for taking the time and reviewing our paper. Please find our response to your suggestions below. We have incorporated the changes in the new version.</p>
                <p>
                    <bold>The authors aimed at further define features for helices, which are key structural elements in polypeptides. Based on the traditional hydrophobic moment, they proposed the concept of charge moment. It is interesting but I am a little bit of doubtful how useful the charge moment will be. In particular, the authors found the &#x201c;Swapping one positive residue (R5) from the hydrophilic side with I7 and replacing it with a negative residue (D7), results in the same &#x2018;charge moment&#x2019;&#x201d; (Figure 5). In the case of helical antimicrobial peptides, such a swap may have a detrimental effect on peptide antimicrobial activity. For example, even a change of a hydrophilic residue serine on the hydrophobic face with a hydrophobic residue influenced peptide activity (Wang G et al., 2012). The authors may refine this idea and conceive the possible use of charge moment. Based on charge moment, is there any clue that interfacial charged residues of antimicrobial peptides play a larger role than non-interfacial ones in determining antimicrobial activity? Will it be possible to incorporate the observation that arginines are usually more important than lysines in determining peptide activity (see Mishra B et al., 2013)?</bold>
                </p>
                <p>The relevant reference you have pointed out (Wang G et al., 2012) underlines the point are making - that the charge moment (analogous to the hydrophobic moment) is not a good metric. Thus, `we resort to a simple metric to allow one to choose peptides with a large proportion of charged residue of a single kind: the ratio of the positive to the negative residues (RPNR).'.&#x00a0;I apologize that this point has been confusing, so I have explicitly clarified this aspect. Also, the reference helps to establish our point.</p>
                <p>Unfortunately, we would be unable to differentiate between lysines and arginines using the current methodology.&#x00a0;However, this is a salient point that we need to discuss so that future work may address this.</p>
                <p>We hope to have addressed your concerns with these modifications.</p>
            </body>
        </sub-article>
    </sub-article>
    <sub-article article-type="reviewer-report" id="report5988">
        <front-stub>
            <article-id pub-id-type="doi">10.5256/f1000research.5288.r5988</article-id>
            <title-group>
                <article-title>Reviewer response for version 1</article-title>
            </title-group>
            <contrib-group>
                <contrib contrib-type="author">
                    <name>
                        <surname>Nagaraj</surname>
                        <given-names>Ramakrishnan</given-names>
                    </name>
                    <xref ref-type="aff" rid="r5988a1">1</xref>
                    <role>Referee</role>
                </contrib>
                <aff id="r5988a1">
                    <label>1</label>Centre for Cellular and Molecular Biology, Hyderabad, India</aff>
            </contrib-group>
            <author-notes>
                <fn fn-type="conflict">
                    <p>
                        <bold>Competing interests: </bold>No competing interests were disclosed.</p>
                </fn>
            </author-notes>
            <pub-date pub-type="epub">
                <day>12</day>
                <month>9</month>
                <year>2014</year>
            </pub-date>
            <permissions>
                <copyright-statement>Copyright: &#x00a9; 2014 Nagaraj R</copyright-statement>
                <copyright-year>2014</copyright-year>
                <license xlink:href="https://creativecommons.org/licenses/by/4.0/">
                    <license-p>This is an open access peer review report distributed under the terms of the Creative Commons Attribution Licence, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.</license-p>
                </license>
            </permissions>
            <related-article ext-link-type="doi" id="relatedArticleReport5988" related-article-type="peer-reviewed-article" xlink:href="10.12688/f1000research.4952.1"/>
            <custom-meta-group>
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                    <meta-value>approve-with-reservations</meta-value>
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            </custom-meta-group>
        </front-stub>
        <body>
            <p>
                <list list-type="order">
                    <list-item>
                        <p>AHs are not invariably present in 
                            <bold>ALL</bold> antimicrobial peptides. The formation of AHs in antimicrobial peptides is dependent on solvent conditions. The statement to this effect should be edited appropriately.</p>
                    </list-item>
                    <list-item>
                        <p>The proposed empirical structural property of AHs is OK as it is validated on a set of high resolution non-homologous proteins from a database.</p>
                    </list-item>
                    <list-item>
                        <p>Extension of the analysis to antibacterial peptides such as cecropin and LL37 may not be valid. These peptides are unstructured in water and fold into amphipathic helical structure only in media of low dielectric constant. Also, the helical structures are not rigid as observed in protein crystal structures and show considerable conformational flexibility in solution. Hence, a unique value of hydrophobic moment will not be very meaningful.&#x00a0; Solvent effects need to be taken into account. This point (3) needs to be addressed and clarified.</p>
                    </list-item>
                </list>
            </p>
            <p>Reviewer Expertise:</p>
            <p>NA</p>
            <p>I confirm that I have read this submission and believe that I have an appropriate level of expertise to confirm that it is of an acceptable scientific standard, however I have significant reservations, as outlined above.</p>
        </body>
        <sub-article article-type="response" id="comment990-5988">
            <front-stub>
                <contrib-group>
                    <contrib contrib-type="author">
                        <name>
                            <surname>Chakraborty</surname>
                            <given-names>Sandeep</given-names>
                        </name>
                        <aff>Tata Institute of Fundamental Research, India</aff>
                    </contrib>
                </contrib-group>
                <author-notes>
                    <fn fn-type="conflict">
                        <p>
                            <bold>Competing interests: </bold>No competing interests were disclosed.</p>
                    </fn>
                </author-notes>
                <pub-date pub-type="epub">
                    <day>17</day>
                    <month>9</month>
                    <year>2014</year>
                </pub-date>
            </front-stub>
            <body>
                <p>We would like to thank you for taking the time and reviewing our paper, and for your helpful comments. We have modified our manuscript to reflect this changes, and hope that these are satisfactory.</p>
            </body>
        </sub-article>
    </sub-article>
</article>
