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3 <title>MayaChemTools:Documentation:Fingerprints::TopologicalPharmacophoreAtomTripletsFingerprints.pm</title> | |
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14 <table width="100%" border=0 cellpadding=0 cellspacing=2> | |
15 <tr align="left" valign="top"><td width="33%" align="left"><a href="./TopologicalPharmacophoreAtomPairsFingerprints.html" title="TopologicalPharmacophoreAtomPairsFingerprints.html">Previous</a> <a href="./index.html" title="Table of Contents">TOC</a> <a href="./CyclesDetection.html" title="CyclesDetection.html">Next</a></td><td width="34%" align="middle"><strong>Fingerprints::TopologicalPharmacophoreAtomTripletsFingerprints.pm</strong></td><td width="33%" align="right"><a href="././code/TopologicalPharmacophoreAtomTripletsFingerprints.html" title="View source code">Code</a> | <a href="./../pdf/TopologicalPharmacophoreAtomTripletsFingerprints.pdf" title="PDF US Letter Size">PDF</a> | <a href="./../pdfgreen/TopologicalPharmacophoreAtomTripletsFingerprints.pdf" title="PDF US Letter Size with narrow margins: www.changethemargins.com">PDFGreen</a> | <a href="./../pdfa4/TopologicalPharmacophoreAtomTripletsFingerprints.pdf" title="PDF A4 Size">PDFA4</a> | <a href="./../pdfa4green/TopologicalPharmacophoreAtomTripletsFingerprints.pdf" title="PDF A4 Size with narrow margins: www.changethemargins.com">PDFA4Green</a></td></tr> | |
16 </table> | |
17 </div> | |
18 <p> | |
19 </p> | |
20 <h2>NAME</h2> | |
21 <p>TopologicalPharmacophoreAtomTripletsFingerprints</p> | |
22 <p> | |
23 </p> | |
24 <h2>SYNOPSIS</h2> | |
25 <p>use Fingerprints::TopologicalPharmacophoreAtomTripletsFingerprints;</p> | |
26 <p>use Fingerprints::TopologicalPharmacophoreAtomTripletsFingerprints qw(:all);</p> | |
27 <p> | |
28 </p> | |
29 <h2>DESCRIPTION</h2> | |
30 <p><strong>TopologicalPharmacophoreAtomTripletsFingerprints</strong> [ Ref 66, Ref 68-71 ] class provides | |
31 the following methods:</p> | |
32 <p>new, GenerateFingerprints, , GetDescription, GetAtomTripletIDs, | |
33 SetAtomTypesToUse, SetDistanceBinSize, SetMaxDistance, SetMinDistance, | |
34 StringifyTopologicalPharmacophoreAtomTripletsFingerprints</p> | |
35 <p><strong>TopologicalPharmacophoreAtomTripletsFingerprints</strong> is derived from <strong>Fingerprints</strong> class | |
36 which in turn is derived from <strong>ObjectProperty</strong> base class that provides methods not explicitly | |
37 defined in <strong>TopologicalPharmacophoreAtomTripletsFingerprints</strong>, <strong>Fingerprints</strong> or <strong>ObjectProperty</strong> | |
38 classes using Perl's AUTOLOAD functionality. These methods are generated on-the-fly for a specified | |
39 object property:</p> | |
40 <div class="OptionsBox"> | |
41 Set<PropertyName>(<PropertyValue>); | |
42 <br/> $PropertyValue = Get<PropertyName>(); | |
43 <br/> Delete<PropertyName>();</div> | |
44 <p>Based on the values specified for <strong>AtomTypesToUse</strong>, pharmacophore atom types are | |
45 assigned to all non-hydrogen atoms in a molecule and a distance matrix is generated. | |
46 Using <strong>MinDistance</strong>, <strong>MaxDistance</strong>, and <strong>DistanceBinSize</strong> values, a | |
47 binned distance matrix is generated with lower bound on the distance bin as the distance | |
48 in distance matrix; the lower bound on the distance bin is also used as the distance between | |
49 atom pairs for generation of atom triplet identifiers.</p> | |
50 <p>A pharmacophore atom triplets basis set is generated for all unique atom triplets constituting | |
51 atom pairs binned distances between <strong>--MinDistance</strong> and <strong>--MaxDistance</strong>. The value | |
52 of <strong>--UseTriangleInequality</strong> determines whether the triangle inequality test is applied during | |
53 generation of atom triplets basis set. The lower distance bound, along with specified pharmacophore | |
54 types, is used during generation of atom triplet IDs.</p> | |
55 <div class="OptionsBox"> | |
56 Let:</div> | |
57 <div class="OptionsBox"> | |
58 P = Valid pharmacophore atom type</div> | |
59 <div class="OptionsBox"> | |
60 Px = Pharmacophore atom x | |
61 <br/> Py = Pharmacophore atom y | |
62 <br/> Pz = Pharmacophore atom z</div> | |
63 <div class="OptionsBox"> | |
64 Dmin = Minimum distance corresponding to number of bonds between two atoms | |
65 <br/> Dmax = Maximum distance corresponding to number of bonds between two atoms | |
66 <br/> D = Distance corresponding to number of bonds between two atom</div> | |
67 <div class="OptionsBox"> | |
68 Bsize = Distance bin size | |
69 <br/> Nbins = Number of distance bins</div> | |
70 <div class="OptionsBox"> | |
71 Dxy = Distance or lower bound of binned distance between Px and Py | |
72 <br/> Dxz = Distance or lower bound of binned distance between Px and Pz | |
73 <br/> Dyz = Distance or lower bound of binned distance between Py and Pz</div> | |
74 <div class="OptionsBox"> | |
75 Then:</div> | |
76 <div class="OptionsBox"> | |
77 PxDyz-PyDxz-PzDxy = Pharmacophore atom triplet IDs for atom types Px, | |
78 Py, and Pz</div> | |
79 <div class="OptionsBox"> | |
80 For example: H1-H1-H1, H2-HBA-H2 and so on.</div> | |
81 <div class="OptionsBox"> | |
82 For default values of Dmin = 1 , Dmax = 10 and Bsize = 2, the number of | |
83 <br/> distance bins, Nbins = 5, are:</div> | |
84 <div class="OptionsBox"> | |
85 [1, 2] [3, 4] [5, 6] [7, 8] [9 10]</div> | |
86 <div class="OptionsBox"> | |
87 and atom triplet basis set size is 2692.</div> | |
88 <div class="OptionsBox"> | |
89 Atom triplet basis set size for various values of Dmin, Dmax and Bsize in | |
90 <br/> conjunction with usage of triangle inequality is:</div> | |
91 <div class="OptionsBox"> | |
92 Dmin Dmax Bsize UseTriangleInequality TripletBasisSetSize | |
93 <br/> 1 10 2 No 4960 | |
94 <br/> 1 10 2 Yes 2692 [ Default ] | |
95 <br/> 2 12 2 No 8436 | |
96 <br/> 2 12 2 Yes 4494</div> | |
97 <p>Using binned distance matrix and pharmacohore atom types, occurrence of unique pharmacohore | |
98 atom triplets is counted.</p> | |
99 <p>The final pharmacophore atom triples count along with atom pair identifiers involving all non-hydrogen | |
100 atoms constitute pharmacophore topological atom triplets fingerprints of the molecule.</p> | |
101 <p>For <em>ArbitrarySize</em> value of <strong>AtomTripletsSetSizeToUse</strong>, the fingerprint vector correspond to | |
102 only those topological pharmacophore atom triplets which are present and have non-zero count. However, | |
103 for <em>FixedSize</em> value of <strong>AtomTripletsSetSizeToUse</strong>, the fingerprint vector contains all possible | |
104 valid topological pharmacophore atom triplets with both zero and non-zero count values.</p> | |
105 <p>The current release of MayaChemTools generates the following types of topological pharmacophore | |
106 atom triplets fingerprints vector strings:</p> | |
107 <div class="OptionsBox"> | |
108 FingerprintsVector;TopologicalPharmacophoreAtomTriplets:ArbitrarySize: | |
109 <br/> MinDistance1:MaxDistance10;696;NumericalValues;IDsAndValuesString;Ar1- | |
110 <br/> Ar1-Ar1 Ar1-Ar1-H1 Ar1-Ar1-HBA1 Ar1-Ar1-HBD1 Ar1-H1-H1 Ar1-H1-HBA1 Ar1 | |
111 <br/> -H1-HBD1 Ar1-HBA1-HBD1 H1-H1-H1 H1-H1-HBA1 H1-H1-HBD1 H1-HBA1-HBA1 H1- | |
112 <br/> HBA1-HBD1 H1-HBA1-NI1 H1-HBD1-NI1 HBA1-HBA1-NI1 HBA1-HBD1-NI1 Ar1-...; | |
113 <br/> 46 106 8 3 83 11 4 1 21 5 3 1 2 2 1 1 1 100 101 18 11 145 132 26 14 23 | |
114 <br/> 28 3 3 5 4 61 45 10 4 16 20 7 5 1 3 4 5 3 1 1 1 1 5 4 2 1 2 2 2 1 1 1 | |
115 <br/> 119 123 24 15 185 202 41 25 22 17 3 5 85 95 18 11 23 17 3 1 1 6 4 ...</div> | |
116 <div class="OptionsBox"> | |
117 FingerprintsVector;TopologicalPharmacophoreAtomTriplets:FixedSize:MinD | |
118 <br/> istance1:MaxDistance10;2692;OrderedNumericalValues;ValuesString;46 106 | |
119 <br/> 8 3 0 0 83 11 4 0 0 0 1 0 0 0 0 0 0 0 0 21 5 3 0 0 1 2 2 0 0 1 0 0 0 | |
120 <br/> 0 0 0 1 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 100 101 18 11 0 0 145 132 26 | |
121 <br/> 14 0 0 23 28 3 3 0 0 5 4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 61 45 10 4 0 | |
122 <br/> 0 16 20 7 5 1 0 3 4 5 3 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 0 0 5 ...</div> | |
123 <div class="OptionsBox"> | |
124 FingerprintsVector;TopologicalPharmacophoreAtomTriplets:FixedSize:MinD | |
125 <br/> istance1:MaxDistance10;2692;OrderedNumericalValues;IDsAndValuesString; | |
126 <br/> Ar1-Ar1-Ar1 Ar1-Ar1-H1 Ar1-Ar1-HBA1 Ar1-Ar1-HBD1 Ar1-Ar1-NI1 Ar1-Ar1-P | |
127 <br/> I1 Ar1-H1-H1 Ar1-H1-HBA1 Ar1-H1-HBD1 Ar1-H1-NI1 Ar1-H1-PI1 Ar1-HBA1-HB | |
128 <br/> A1 Ar1-HBA1-HBD1 Ar1-HBA1-NI1 Ar1-HBA1-PI1 Ar1-HBD1-HBD1 Ar1-HBD1-...; | |
129 <br/> 46 106 8 3 0 0 83 11 4 0 0 0 1 0 0 0 0 0 0 0 0 21 5 3 0 0 1 2 2 0 0 1 | |
130 <br/> 0 0 0 0 0 0 1 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 100 101 18 11 0 0 145 | |
131 <br/> 132 26 14 0 0 23 28 3 3 0 0 5 4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 61 ...</div> | |
132 <p> | |
133 </p> | |
134 <h2>METHODS</h2> | |
135 <dl> | |
136 <dt><strong><a name="new" class="item"><strong>new</strong></a></strong></dt> | |
137 <dd> | |
138 <div class="OptionsBox"> | |
139 $TPATFP = new TopologicalPharmacophoreAtomTripletsFingerprints( | |
140 %NamesAndValues);</div> | |
141 <p>Using specified <em>TopologicalPharmacophoreAtomTripletsFingerprints</em> property names and values hash, <strong>new</strong> | |
142 method creates a new object and returns a reference to newly created <strong>TopologicalPharmacophoreAtomTripletsFingerprints</strong> | |
143 object. By default, the following properties are initialized:</p> | |
144 <div class="OptionsBox"> | |
145 Molecule = '' | |
146 <br/> Type = 'TopologicalPharmacophoreAtomTriplets' | |
147 <br/> MinDistance = 1 | |
148 <br/> MaxDistance = 10 | |
149 <br/> DistanceBinSize = 2 | |
150 <br/> UseTriangleInequality = 1 | |
151 <br/> AtomTypesToUse = ['HBD', 'HBA', 'PI', 'NI', 'H', 'Ar']</div> | |
152 <p>Examples:</p> | |
153 <div class="OptionsBox"> | |
154 $TPATFP = new TopologicalPharmacophoreAtomTripletsFingerprints( | |
155 'Molecule' => $Molecule);</div> | |
156 <div class="OptionsBox"> | |
157 $TPATFP = new TopologicalPharmacophoreAtomTripletsFingerprints( | |
158 'Molecule' => $Molecule, | |
159 'AtomTripletsSetSizeToUse' => 'ArbitrarySize'; | |
160 'MinDistance' => 1, | |
161 'MaxDistance' => 10, | |
162 'DistanceBinSize' => 2, | |
163 'AtomTypesToUse' => ['HBD', 'HBA', 'PI', 'NI', 'H', 'Ar'], | |
164 'UseTriangleInequality' => 1);</div> | |
165 <div class="OptionsBox"> | |
166 $TPATFP = new TopologicalPharmacophoreAtomTripletsFingerprints( | |
167 'Molecule' => $Molecule, | |
168 'AtomTripletsSetSizeToUse' => 'FixedSize'; | |
169 'MinDistance' => 1, | |
170 'MaxDistance' => 10, | |
171 'DistanceBinSize' => 2, | |
172 'AtomTypesToUse' => ['HBD', 'HBA', 'PI', 'NI', 'H', 'Ar'], | |
173 'UseTriangleInequality' => 1);</div> | |
174 <div class="OptionsBox"> | |
175 $TPATFP->GenerateFingerprints(); | |
176 <br/> print "$TPATFP\n";</div> | |
177 </dd> | |
178 <dt><strong><a name="getdescription" class="item"><strong>GetDescription</strong></a></strong></dt> | |
179 <dd> | |
180 <div class="OptionsBox"> | |
181 $Description = $TopologicalPharmacophoreAtomTripletsFP->GetDescription();</div> | |
182 <p>Returns a string containing description of topological pharmacophore atom triplets fingerprints.</p> | |
183 </dd> | |
184 <dt><strong><a name="generatefingerprints" class="item"><strong>GenerateFingerprints</strong></a></strong></dt> | |
185 <dd> | |
186 <div class="OptionsBox"> | |
187 $TopologicalPharmacophoreAtomTripletsFP->GenerateFingerprints();</div> | |
188 <p>Generates topological pharmacophore atom triplets fingerprints and returns | |
189 <em>TopologicalPharmacophoreAtomTripletsFP</em>.</p> | |
190 </dd> | |
191 <dt><strong><a name="getatomtripletids" class="item"><strong>GetAtomTripletIDs</strong></a></strong></dt> | |
192 <dd> | |
193 <div class="OptionsBox"> | |
194 $AtomTripletsIDsRef = $TopologicalPharmacophoreATFP->GetAtomTripletIDs(); | |
195 <br/> @AtomTripletIDs = $TopologicalPharmacophoreATFP->GetAtomTripletIDs();</div> | |
196 <p>Returns atom triplet IDs corresponding to atom pairs count values in topological pharmacophore | |
197 atom triplet fingerprints vector as an array or reference to an array.</p> | |
198 </dd> | |
199 <dt><strong><a name="atomtripletssetsizetouse" class="item"><strong>AtomTripletsSetSizeToUse</strong></a></strong></dt> | |
200 <dd> | |
201 <div class="OptionsBox"> | |
202 $TPAFP->AtomTripletsSetSizeToUse($Values);</div> | |
203 <p>Sets pharmacophore atom triplets set size to use for topological pharmacophore fingerprints | |
204 generation and returns <em>TopologicalPharmacophoreAtomTripletsFingerprints</em>.</p> | |
205 <p>Possible values for pharmacophore atom triplets set size are: <em>ArbitrarySize, FizedSize</em>. | |
206 Default value: <em>ArbitrarySize</em>.</p> | |
207 <p>For <em>ArbitrarySize</em> value of <strong>AtomTripletsSetSizeToUse</strong>, the fingerprint vector correspond to | |
208 only those topological pharmacophore atom triplets which are present and have non-zero count. However, | |
209 for <em>FixedSize</em> value of <strong>AtomTripletsSetSizeToUse</strong>, the fingerprint vector contains all possible | |
210 valid topological pharmacophore atom triplets with both zero and non-zero count values.</p> | |
211 </dd> | |
212 <dt><strong><a name="setatomtypestouse" class="item"><strong>SetAtomTypesToUse</strong></a></strong></dt> | |
213 <dd> | |
214 <div class="OptionsBox"> | |
215 $TopologicalPharmacophoreAtomTripletsFP->SetAtomTypesToUse($ValuesRef); | |
216 <br/> $TopologicalPharmacophoreAtomTripletsFP->SetAtomTypesToUse(@Values);</div> | |
217 <p>Sets pharmacophore atom types to use for topological pharmacophore fingerprints | |
218 generation and returns <em>TopologicalPharmacophoreAtomTripletsFingerprints</em>.</p> | |
219 <p>Possible values for pharmacophore atom types are: <em>Ar, CA, H, HBA, HBD, Hal, NI, PI, RA</em>. | |
220 Default value [ Ref 71 ] : <em>HBD,HBA,PI,NI,H,Ar</em>.</p> | |
221 <p>The pharmacophore atom types abbreviations correspond to:</p> | |
222 <div class="OptionsBox"> | |
223 HBD: HydrogenBondDonor | |
224 <br/> HBA: HydrogenBondAcceptor | |
225 <br/> PI : PositivelyIonizable | |
226 <br/> NI : NegativelyIonizable | |
227 <br/> Ar : Aromatic | |
228 <br/> Hal : Halogen | |
229 <br/> H : Hydrophobic | |
230 <br/> RA : RingAtom | |
231 <br/> CA : ChainAtom</div> | |
232 <p><em>AtomTypes::FunctionalClassAtomTypes</em> module is used to assign pharmacophore atom | |
233 types. It uses following definitions [ Ref 60-61, Ref 65-66 ]:</p> | |
234 <div class="OptionsBox"> | |
235 HydrogenBondDonor: NH, NH2, OH | |
236 <br/> HydrogenBondAcceptor: N[!H], O | |
237 <br/> PositivelyIonizable: +, NH2 | |
238 <br/> NegativelyIonizable: -, C(=O)OH, S(=O)OH, P(=O)OH</div> | |
239 </dd> | |
240 <dt><strong><a name="setdistancebinsize" class="item"><strong>SetDistanceBinSize</strong></a></strong></dt> | |
241 <dd> | |
242 <div class="OptionsBox"> | |
243 $TopologicalPharmacophoreAtomTripletsFP->SetDistanceBinSize($Value);</div> | |
244 <p>Sets distance bin size used to bin distances between atom pairs in atom triplets and returns | |
245 <em>TopologicalPharmacophoreAtomTriplesFP</em>.</p> | |
246 <p>For default <strong>MinDistance</strong> and <strong>MaxDistance</strong> values of 1 and 10 with <strong>DistanceBinSize</strong> | |
247 of 2 [ Ref 70 ], the following 5 distance bins are generated:</p> | |
248 <div class="OptionsBox"> | |
249 [1, 2] [3, 4] [5, 6] [7, 8] [9 10]</div> | |
250 <p>The lower distance bound on the distance bin is uses to bin the distance between atom pairs in | |
251 atom triplets. So in the previous example, atom pairs with distances 1 and 2 fall in first distance | |
252 bin, atom pairs with distances 3 and 4 fall in second distance bin and so on.</p> | |
253 <p>In order to distribute distance bins of equal size, the last bin is allowed to go past <strong>MaxDistance</strong> | |
254 by up to distance bin size. For example, <strong>MinDistance</strong> and <strong>MaxDistance</strong> values of 2 and 10 | |
255 with <strong>DistanceBinSize</strong> of 2 generates the following 6 distance bins:</p> | |
256 <div class="OptionsBox"> | |
257 [2, 3] [4, 5] [6, 7] [8, 9] [10 11]</div> | |
258 </dd> | |
259 <dt><strong><a name="setmaxdistance" class="item"><strong>SetMaxDistance</strong></a></strong></dt> | |
260 <dd> | |
261 <div class="OptionsBox"> | |
262 $TopologicalPharmacophoreAtomTriplesFP->SetMaxDistance($Value);</div> | |
263 <p>Sets maximum bond distance between atom pairs corresponding to atom triplets for | |
264 generating topological pharmacophore atom triplets fingerprints and returns | |
265 <em>TopologicalPharmacophoreAtomTriplesFP</em>.</p> | |
266 </dd> | |
267 <dt><strong><a name="setmindistance" class="item"><strong>SetMinDistance</strong></a></strong></dt> | |
268 <dd> | |
269 <div class="OptionsBox"> | |
270 $TopologicalPharmacophoreAtomTriplesFP->SetMinDistance($Value);</div> | |
271 <p>Sets minimum bond distance between atom pairs corresponding to atom triplets for | |
272 generating topological pharmacophore atom triplets fingerprints and returns | |
273 <em>TopologicalPharmacophoreAtomTriplesFP</em>.</p> | |
274 </dd> | |
275 <dt><strong><a name="stringifytopologicalpharmacophoreatomtripletsfingerprints" class="item"><strong>StringifyTopologicalPharmacophoreAtomTripletsFingerprints</strong></a></strong></dt> | |
276 <dd> | |
277 <div class="OptionsBox"> | |
278 $String = $TopologicalPharmacophoreAtomTripletsFingerprints-> | |
279 StringifyTopologicalPharmacophoreAtomTripletsFingerprints();</div> | |
280 <p>Returns a string containing information about <em>TopologicalPharmacophoreAtomTripletsFingerprints</em> object.</p> | |
281 </dd> | |
282 </dl> | |
283 <p> | |
284 </p> | |
285 <h2>AUTHOR</h2> | |
286 <p><a href="mailto:msud@san.rr.com">Manish Sud</a></p> | |
287 <p> | |
288 </p> | |
289 <h2>SEE ALSO</h2> | |
290 <p><a href="./Fingerprints.html">Fingerprints.pm</a>, <a href="./FingerprintsStringUtil.html">FingerprintsStringUtil.pm</a>, <a href="./AtomNeighborhoodsFingerprints.html">AtomNeighborhoodsFingerprints.pm</a>,  | |
291 <a href="./AtomTypesFingerprints.html">AtomTypesFingerprints.pm</a>, <a href="./EStateIndiciesFingerprints.html">EStateIndiciesFingerprints.pm</a>, <a href="./ExtendedConnectivityFingerprints.html">ExtendedConnectivityFingerprints.pm</a>,  | |
292 <a href="./MACCSKeys.html">MACCSKeys.pm</a>, <a href="./PathLengthFingerprints.html">PathLengthFingerprints.pm</a>, <a href="./TopologicalAtomPairsFingerprints.html">TopologicalAtomPairsFingerprints.pm</a>,  | |
293 <a href="./TopologicalAtomTripletsFingerprints.html">TopologicalAtomTripletsFingerprints.pm</a>, <a href="./TopologicalAtomTorsionsFingerprints.html">TopologicalAtomTorsionsFingerprints.pm</a>,  | |
294 <a href="./TopologicalPharmacophoreAtomPairsFingerprints.html">TopologicalPharmacophoreAtomPairsFingerprints.pm</a> | |
295 </p> | |
296 <p> | |
297 </p> | |
298 <h2>COPYRIGHT</h2> | |
299 <p>Copyright (C) 2015 Manish Sud. All rights reserved.</p> | |
300 <p>This file is part of MayaChemTools.</p> | |
301 <p>MayaChemTools is free software; you can redistribute it and/or modify it under | |
302 the terms of the GNU Lesser General Public License as published by the Free | |
303 Software Foundation; either version 3 of the License, or (at your option) | |
304 any later version.</p> | |
305 <p> </p><p> </p><div class="DocNav"> | |
306 <table width="100%" border=0 cellpadding=0 cellspacing=2> | |
307 <tr align="left" valign="top"><td width="33%" align="left"><a href="./TopologicalPharmacophoreAtomPairsFingerprints.html" title="TopologicalPharmacophoreAtomPairsFingerprints.html">Previous</a> <a href="./index.html" title="Table of Contents">TOC</a> <a href="./CyclesDetection.html" title="CyclesDetection.html">Next</a></td><td width="34%" align="middle"><strong>March 29, 2015</strong></td><td width="33%" align="right"><strong>Fingerprints::TopologicalPharmacophoreAtomTripletsFingerprints.pm</strong></td></tr> | |
308 </table> | |
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