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| author | deepakjadmin |
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| date | Wed, 20 Jan 2016 09:23:18 -0500 |
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| -1:000000000000 | 0:4816e4a8ae95 |
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| 1 NAME | |
| 2 AtomNeighborhoodsFingerprints | |
| 3 | |
| 4 SYNOPSIS | |
| 5 use Fingerprints::AtomNeighborhoodsFingerprints; | |
| 6 | |
| 7 use Fingerprints::AtomNeighborhoodsFingerprints qw(:all); | |
| 8 | |
| 9 DESCRIPTION | |
| 10 AtomNeighborhoodsFingerprints [ Ref 53-56, Ref 73 ] class provides the | |
| 11 following methods: | |
| 12 | |
| 13 new, GenerateFingerprints, GetDescription, SetAtomIdentifierType, | |
| 14 SetAtomicInvariantsToUse, SetFunctionalClassesToUse, | |
| 15 SetMaxNeighborhoodRadius, SetMinNeighborhoodRadius, | |
| 16 StringifyAtomNeighborhoodsFingerprints | |
| 17 | |
| 18 AtomNeighborhoodsFingerprints is derived from Fingerprints class which | |
| 19 in turn is derived from ObjectProperty base class that provides methods | |
| 20 not explicitly defined in AtomNeighborhoodsFingerprints, Fingerprints or | |
| 21 ObjectProperty classes using Perl's AUTOLOAD functionality. These | |
| 22 methods are generated on-the-fly for a specified object property: | |
| 23 | |
| 24 Set<PropertyName>(<PropertyValue>); | |
| 25 $PropertyValue = Get<PropertyName>(); | |
| 26 Delete<PropertyName>(); | |
| 27 | |
| 28 The current release of MayaChemTools supports generation of | |
| 29 AtomNeighborhoodsFingerprints corresponding to following | |
| 30 AtomIdentifierTypes: | |
| 31 | |
| 32 AtomicInvariantsAtomTypes, DREIDINGAtomTypes, EStateAtomTypes, | |
| 33 FunctionalClassAtomTypes, MMFF94AtomTypes, SLogPAtomTypes, | |
| 34 SYBYLAtomTypes, TPSAAtomTypes, UFFAtomTypes | |
| 35 | |
| 36 Based on the values specified for AtomIdentifierType along with other | |
| 37 specified sucb as AtomicInvariantsToUse and FunctionalClassesToUse, | |
| 38 initial atom types are assigned to all non-hydrogen atoms in a molecule. | |
| 39 Using atom neighborhoods around each non-hydrogen central atom | |
| 40 corresponding to radii between specified values MinNeighborhoodRadius | |
| 41 and MaxNeighborhoodRadius, unique atom types at each radii level are | |
| 42 counted and an atom neighborhood identifier is generated. | |
| 43 | |
| 44 The format of an atom neighborhood identifier around a central | |
| 45 non-hydrogen atom at a specific radius is: | |
| 46 | |
| 47 NR<n>-<AtomType>-ATC<n> | |
| 48 | |
| 49 NR: Neighborhood radius | |
| 50 AtomType: Assigned atom type | |
| 51 ATC: Atom type count | |
| 52 | |
| 53 The atom neighborhood identifier for non-hydrogen central atom | |
| 54 corresponding to all specified radii is generated by concatenating | |
| 55 neighborhood identifiers at each radii by colon as a delimiter: | |
| 56 | |
| 57 NR<n>-<AtomType>-ATC<n>:NR<n>-<AtomType>-ATC<n>:... | |
| 58 | |
| 59 The atom neighborhood identifiers for all non-hydrogen central atoms at | |
| 60 all specified radii are concatenated using space as a delimiter and | |
| 61 constitute atom neighborhood fingerprint of the molecule. | |
| 62 | |
| 63 The current release of MayaChemTools generates the following types of | |
| 64 atom neighborhoods fingerprints vector strings: | |
| 65 | |
| 66 FingerprintsVector;AtomNeighborhoods:AtomicInvariantsAtomTypes:MinRadi | |
| 67 us0:MaxRadius2;41;AlphaNumericalValues;ValuesString;NR0-C.X1.BO1.H3-AT | |
| 68 C1:NR1-C.X3.BO3.H1-ATC1:NR2-C.X1.BO1.H3-ATC1:NR2-C.X3.BO4-ATC1 NR0-C.X | |
| 69 1.BO1.H3-ATC1:NR1-C.X3.BO3.H1-ATC1:NR2-C.X1.BO1.H3-ATC1:NR2-C.X3.BO4-A | |
| 70 TC1 NR0-C.X2.BO2.H2-ATC1:NR1-C.X2.BO2.H2-ATC1:NR1-C.X3.BO3.H1-ATC1:NR2 | |
| 71 -C.X2.BO2.H2-ATC1:NR2-N.X3.BO3-ATC1:NR2-O.X1.BO1.H1-ATC1 NR0-C.X2.B... | |
| 72 | |
| 73 FingerprintsVector;AtomNeighborhoods:DREIDINGAtomTypes:MinRadius0:MaxR | |
| 74 adius2;41;AlphaNumericalValues;ValuesString;NR0-C_2-ATC1:NR1-C_3-ATC1: | |
| 75 NR1-O_2-ATC1:NR1-O_3-ATC1:NR2-C_3-ATC1 NR0-C_2-ATC1:NR1-C_R-ATC1:NR1-N | |
| 76 _3-ATC1:NR1-O_2-ATC1:NR2-C_R-ATC3 NR0-C_3-ATC1:NR1-C_2-ATC1:NR1-C_3-AT | |
| 77 C1:NR2-C_3-ATC1:NR2-O_2-ATC1:NR2-O_3-ATC2 NR0-C_3-ATC1:NR1-C_3-ATC1:NR | |
| 78 1-N_R-ATC1:NR2-C_3-ATC1:NR2-C_R-ATC2 NR0-C_3-ATC1:NR1-C_3-ATC1:NR2-... | |
| 79 | |
| 80 FingerprintsVector;AtomNeighborhoods:EStateAtomTypes:MinRadius0:MaxRad | |
| 81 ius2;41;AlphaNumericalValues;ValuesString;NR0-aaCH-ATC1:NR1-aaCH-ATC1: | |
| 82 NR1-aasC-ATC1:NR2-aaCH-ATC1:NR2-aasC-ATC1:NR2-sF-ATC1 NR0-aaCH-ATC1:NR | |
| 83 1-aaCH-ATC1:NR1-aasC-ATC1:NR2-aaCH-ATC1:NR2-aasC-ATC1:NR2-sF-ATC1 NR0- | |
| 84 aaCH-ATC1:NR1-aaCH-ATC1:NR1-aasC-ATC1:NR2-aaCH-ATC1:NR2-aasC-ATC2 NR0- | |
| 85 aaCH-ATC1:NR1-aaCH-ATC1:NR1-aasC-ATC1:NR2-aaCH-ATC1:NR2-aasC-ATC2 N... | |
| 86 | |
| 87 FingerprintsVector;AtomNeighborhoods:FunctionalClassAtomTypes:MinRadiu | |
| 88 s0:MaxRadius2;41;AlphaNumericalValues;ValuesString;NR0-Ar-ATC1:NR1-Ar- | |
| 89 ATC1:NR1-Ar.HBA-ATC1:NR1-None-ATC1:NR2-Ar-ATC2:NR2-None-ATC4 NR0-Ar-AT | |
| 90 C1:NR1-Ar-ATC2:NR1-Ar.HBA-ATC1:NR2-Ar-ATC5:NR2-None-ATC1 NR0-Ar-ATC1:N | |
| 91 R1-Ar-ATC2:NR1-HBD-ATC1:NR2-Ar-ATC2:NR2-None-ATC1 NR0-Ar-ATC1:NR1-Ar-A | |
| 92 TC2:NR1-Hal-ATC1:NR2-Ar-ATC2 NR0-Ar-ATC1:NR1-Ar-ATC2:NR1-None-ATC1:... | |
| 93 | |
| 94 FingerprintsVector;AtomNeighborhoods:MMFF94AtomTypes:MinRadius0:MaxRad | |
| 95 ius2;41;AlphaNumericalValues;ValuesString;NR0-C5A-ATC1:NR1-C5B-ATC1:NR | |
| 96 1-CB-ATC1:NR1-N5-ATC1:NR2-C5A-ATC1:NR2-C5B-ATC1:NR2-CB-ATC3:NR2-CR-ATC | |
| 97 1 NR0-C5A-ATC1:NR1-C5B-ATC1:NR1-CR-ATC1:NR1-N5-ATC1:NR2-C5A-ATC1:NR2-C | |
| 98 5B-ATC1:NR2-C=ON-ATC1:NR2-CR-ATC3 NR0-C5B-ATC1:NR1-C5A-ATC1:NR1-C5B-AT | |
| 99 C1:NR1-C=ON-ATC1:NR2-C5A-ATC1:NR2-CB-ATC1:NR2-CR-ATC1:NR2-N5-ATC1:N... | |
| 100 | |
| 101 FingerprintsVector;AtomNeighborhoods:SLogPAtomTypes:MinRadius0:MaxRadi | |
| 102 us2;41;AlphaNumericalValues;ValuesString;NR0-C1-ATC1:NR1-C10-ATC1:NR1- | |
| 103 CS-ATC1:NR2-C1-ATC1:NR2-N11-ATC1:NR2-O2-ATC1 NR0-C1-ATC1:NR1-C11-ATC1: | |
| 104 NR2-C1-ATC1:NR2-C21-ATC1 NR0-C1-ATC1:NR1-C11-ATC1:NR2-C1-ATC1:NR2-C21- | |
| 105 ATC1 NR0-C1-ATC1:NR1-C5-ATC1:NR1-CS-ATC1:NR2-C1-ATC1:NR2-O2-ATC2:NR2-O | |
| 106 9-ATC1 NR0-C1-ATC1:NR1-CS-ATC2:NR2-C1-ATC2:NR2-O2-ATC2 NR0-C10-ATC1... | |
| 107 | |
| 108 FingerprintsVector;AtomNeighborhoods:SYBYLAtomTypes:MinRadius0:MaxRadi | |
| 109 us2;41;AlphaNumericalValues;ValuesString;NR0-C.2-ATC1:NR1-C.3-ATC1:NR1 | |
| 110 -O.co2-ATC2:NR2-C.3-ATC1 NR0-C.2-ATC1:NR1-C.ar-ATC1:NR1-N.am-ATC1:NR1- | |
| 111 O.2-ATC1:NR2-C.ar-ATC3 NR0-C.3-ATC1:NR1-C.2-ATC1:NR1-C.3-ATC1:NR2-C.3- | |
| 112 ATC1:NR2-O.3-ATC1:NR2-O.co2-ATC2 NR0-C.3-ATC1:NR1-C.3-ATC1:NR1-N.ar-AT | |
| 113 C1:NR2-C.3-ATC1:NR2-C.ar-ATC2 NR0-C.3-ATC1:NR1-C.3-ATC1:NR2-C.3-ATC... | |
| 114 | |
| 115 FingerprintsVector;AtomNeighborhoods:TPSAAtomTypes:MinRadius0:MaxRadiu | |
| 116 s2;41;AlphaNumericalValues;ValuesString;NR0-N21-ATC1:NR1-None-ATC3:NR2 | |
| 117 -None-ATC5 NR0-N7-ATC1:NR1-None-ATC2:NR2-None-ATC3:NR2-O3-ATC1 NR0-Non | |
| 118 e-ATC1:NR1-N21-ATC1:NR1-None-ATC1:NR2-None-ATC3 NR0-None-ATC1:NR1-N21- | |
| 119 ATC1:NR1-None-ATC2:NR2-None-ATC6 NR0-None-ATC1:NR1-N21-ATC1:NR1-None-A | |
| 120 TC2:NR2-None-ATC6 NR0-None-ATC1:NR1-N7-ATC1:NR1-None-ATC1:NR1-O3-AT... | |
| 121 | |
| 122 FingerprintsVector;AtomNeighborhoods:UFFAtomTypes:MinRadius0:MaxRadius | |
| 123 2;41;AlphaNumericalValues;ValuesString;NR0-C_2-ATC1:NR1-C_3-ATC1:NR1-O | |
| 124 _2-ATC1:NR1-O_3-ATC1:NR2-C_3-ATC1 NR0-C_2-ATC1:NR1-C_R-ATC1:NR1-N_3-AT | |
| 125 C1:NR1-O_2-ATC1:NR2-C_R-ATC3 NR0-C_3-ATC1:NR1-C_2-ATC1:NR1-C_3-ATC1:NR | |
| 126 2-C_3-ATC1:NR2-O_2-ATC1:NR2-O_3-ATC2 NR0-C_3-ATC1:NR1-C_3-ATC1:NR1-N_R | |
| 127 -ATC1:NR2-C_3-ATC1:NR2-C_R-ATC2 NR0-C_3-ATC1:NR1-C_3-ATC1:NR2-C_3-A... | |
| 128 | |
| 129 METHODS | |
| 130 new | |
| 131 $NewAtomNeighborhoodsFingerprints = new AtomNeighborhoodsFingerprints( | |
| 132 %NamesAndValues); | |
| 133 | |
| 134 Using specified *AtomNeighborhoodsFingerprints* property names and | |
| 135 values hash, new method creates a new object and returns a reference | |
| 136 to newly created AtomNeighborhoodsFingerprints object. By default, | |
| 137 the following properties are initialized: | |
| 138 | |
| 139 Molecule = '' | |
| 140 Type = 'AtomNeighborhoods' | |
| 141 MinNeighborhoodRadius = 0 | |
| 142 MaxNeighborhoodRadius = 2 | |
| 143 AtomIdentifierType = '' | |
| 144 AtomicInvariantsToUse = ['AS', 'X', 'BO', 'H', 'FC', 'MN'] | |
| 145 FunctionalClassesToUse = ['HBD', 'HBA', 'PI', 'NI', 'Ar', 'Hal'] | |
| 146 | |
| 147 Examples: | |
| 148 | |
| 149 $AtomNeighborhoodsFingerprints = new AtomNeighborhoodsFingerprints( | |
| 150 'Molecule' => $Molecule, | |
| 151 'AtomIdentifierType' => | |
| 152 "AtomicInvariantsAtomTypes"); | |
| 153 | |
| 154 $AtomNeighborhoodsFingerprints = new AtomNeighborhoodsFingerprints( | |
| 155 'Molecule' => $Molecule, | |
| 156 'MinNeighborhoodRadius' => 0, | |
| 157 'MaxNeighborhoodRadius' => 2, | |
| 158 'AtomIdentifierType' => | |
| 159 'AtomicInvariantsAtomTypes', | |
| 160 'AtomicInvariantsToUse' => | |
| 161 ['AS', 'X', 'BO', 'H', 'FC'] ); | |
| 162 | |
| 163 $AtomNeighborhoodsFingerprints = new AtomNeighborhoodsFingerprints( | |
| 164 'Molecule' => $Molecule, | |
| 165 'AtomIdentifierType' => | |
| 166 'SYBYLAtomTypes'); | |
| 167 | |
| 168 $AtomNeighborhoodsFingerprints = new AtomNeighborhoodsFingerprints( | |
| 169 'Molecule' => $Molecule, | |
| 170 'AtomIdentifierType' => | |
| 171 'MMFF94AtomTypes'); | |
| 172 | |
| 173 $AtomNeighborhoodsFingerprints = new AtomNeighborhoodsFingerprints( | |
| 174 'Molecule' => $Molecule, | |
| 175 'AtomIdentifierType' => | |
| 176 'AtomicInvariantsAtomTypes'); | |
| 177 | |
| 178 $AtomNeighborhoodsFingerprints = new AtomNeighborhoodsFingerprints( | |
| 179 'Molecule' => $Molecule, | |
| 180 'MinNeighborhoodRadius' => 0, | |
| 181 'MaxNeighborhoodRadius' => 2, | |
| 182 'AtomIdentifierType' => | |
| 183 'FunctionalClassAtomTypes', | |
| 184 'FunctionalClassesToUse' => | |
| 185 ['HBD', 'HBA', 'PI', 'NI', 'Ar', 'Hal'] ); | |
| 186 | |
| 187 $AtomNeighborhoodsFingerprints->GenerateFingerprints(); | |
| 188 print "$AtomNeighborhoodsFingerprints\n"; | |
| 189 | |
| 190 GenerateFingerprints | |
| 191 $AtomNeighborhoodsFingerprints->GenerateFingerprints(); | |
| 192 | |
| 193 Generates atom neighborhood fingerprints and returns | |
| 194 *AtomNeighborhoodsFingerprints*. | |
| 195 | |
| 196 GetDescription | |
| 197 $Description = $AtomNeighborhoodsFingerprints->GetDescription(); | |
| 198 | |
| 199 Returns a string containing description of atom neighborhood | |
| 200 fingerprints. | |
| 201 | |
| 202 SetAtomIdentifierType | |
| 203 $AtomNeighborhoodsFingerprints->SetAtomIdentifierType($IdentifierType); | |
| 204 | |
| 205 Sets atom *IdentifierType* to use during atom neighborhood | |
| 206 fingerprints generation and returns *AtomNeighborhoodsFingerprints*. | |
| 207 | |
| 208 Possible values: *AtomicInvariantsAtomTypes, DREIDINGAtomTypes, | |
| 209 EStateAtomTypes, FunctionalClassAtomTypes, MMFF94AtomTypes, | |
| 210 SLogPAtomTypes, SYBYLAtomTypes, TPSAAtomTypes, UFFAtomTypes*. | |
| 211 | |
| 212 SetAtomicInvariantsToUse | |
| 213 $AtomNeighborhoodsFingerprints->SetAtomicInvariantsToUse($ValuesRef); | |
| 214 $AtomNeighborhoodsFingerprints->SetAtomicInvariantsToUse(@Values); | |
| 215 | |
| 216 Sets atomic invariants to use during *AtomicInvariantsAtomTypes* | |
| 217 value of *AtomIdentifierType* for atom neighborhood fingerprints | |
| 218 generation and returns *AtomNeighborhoodsFingerprints*. | |
| 219 | |
| 220 Possible values for atomic invariants are: *AS, X, BO, LBO, SB, DB, | |
| 221 TB, H, Ar, RA, FC, MN, SM*. Default value: *AS,X,BO,H,FC*. | |
| 222 | |
| 223 The atomic invariants abbreviations correspond to: | |
| 224 | |
| 225 AS = Atom symbol corresponding to element symbol | |
| 226 | |
| 227 X<n> = Number of non-hydrogen atom neighbors or heavy atoms | |
| 228 BO<n> = Sum of bond orders to non-hydrogen atom neighbors or heavy atoms | |
| 229 LBO<n> = Largest bond order of non-hydrogen atom neighbors or heavy atoms | |
| 230 SB<n> = Number of single bonds to non-hydrogen atom neighbors or heavy atoms | |
| 231 DB<n> = Number of double bonds to non-hydrogen atom neighbors or heavy atoms | |
| 232 TB<n> = Number of triple bonds to non-hydrogen atom neighbors or heavy atoms | |
| 233 H<n> = Number of implicit and explicit hydrogens for atom | |
| 234 Ar = Aromatic annotation indicating whether atom is aromatic | |
| 235 RA = Ring atom annotation indicating whether atom is a ring | |
| 236 FC<+n/-n> = Formal charge assigned to atom | |
| 237 MN<n> = Mass number indicating isotope other than most abundant isotope | |
| 238 SM<n> = Spin multiplicity of atom. Possible values: 1 (singlet), 2 (doublet) or | |
| 239 3 (triplet) | |
| 240 | |
| 241 Atom type generated by AtomTypes::AtomicInvariantsAtomTypes class | |
| 242 corresponds to: | |
| 243 | |
| 244 AS.X<n>.BO<n>.LBO<n>.<SB><n>.<DB><n>.<TB><n>.H<n>.Ar.RA.FC<+n/-n>.MN<n>.SM<n> | |
| 245 | |
| 246 Except for AS which is a required atomic invariant in atom types, | |
| 247 all other atomic invariants are optional. Atom type specification | |
| 248 doesn't include atomic invariants with zero or undefined values. | |
| 249 | |
| 250 In addition to usage of abbreviations for specifying atomic | |
| 251 invariants, the following descriptive words are also allowed: | |
| 252 | |
| 253 X : NumOfNonHydrogenAtomNeighbors or NumOfHeavyAtomNeighbors | |
| 254 BO : SumOfBondOrdersToNonHydrogenAtoms or SumOfBondOrdersToHeavyAtoms | |
| 255 LBO : LargestBondOrderToNonHydrogenAtoms or LargestBondOrderToHeavyAtoms | |
| 256 SB : NumOfSingleBondsToNonHydrogenAtoms or NumOfSingleBondsToHeavyAtoms | |
| 257 DB : NumOfDoubleBondsToNonHydrogenAtoms or NumOfDoubleBondsToHeavyAtoms | |
| 258 TB : NumOfTripleBondsToNonHydrogenAtoms or NumOfTripleBondsToHeavyAtoms | |
| 259 H : NumOfImplicitAndExplicitHydrogens | |
| 260 Ar : Aromatic | |
| 261 RA : RingAtom | |
| 262 FC : FormalCharge | |
| 263 MN : MassNumber | |
| 264 SM : SpinMultiplicity | |
| 265 | |
| 266 *AtomTypes::AtomicInvariantsAtomTypes* module is used to assign | |
| 267 atomic invariant atom types. | |
| 268 | |
| 269 SetFunctionalClassesToUse | |
| 270 $AtomNeighborhoodsFingerprints->SetFunctionalClassesToUse($ValuesRef); | |
| 271 $AtomNeighborhoodsFingerprints->SetFunctionalClassesToUse(@Values); | |
| 272 | |
| 273 Sets functional classes invariants to use during | |
| 274 *FunctionalClassAtomTypes* value of *AtomIdentifierType* for atom | |
| 275 neighborhoods fingerprints generation and returns | |
| 276 *AtomNeighborhoodsFingerprints*. | |
| 277 | |
| 278 Possible values for atom functional classes are: *Ar, CA, H, HBA, | |
| 279 HBD, Hal, NI, PI, RA*. Default value [ Ref 24 ]: | |
| 280 *HBD,HBA,PI,NI,Ar,Hal*. | |
| 281 | |
| 282 The functional class abbreviations correspond to: | |
| 283 | |
| 284 HBD: HydrogenBondDonor | |
| 285 HBA: HydrogenBondAcceptor | |
| 286 PI : PositivelyIonizable | |
| 287 NI : NegativelyIonizable | |
| 288 Ar : Aromatic | |
| 289 Hal : Halogen | |
| 290 H : Hydrophobic | |
| 291 RA : RingAtom | |
| 292 CA : ChainAtom | |
| 293 | |
| 294 Functional class atom type specification for an atom corresponds to: | |
| 295 | |
| 296 Ar.CA.H.HBA.HBD.Hal.NI.PI.RA or None | |
| 297 | |
| 298 *AtomTypes::FunctionalClassAtomTypes* module is used to assign | |
| 299 functional class atom types. It uses following definitions [ Ref | |
| 300 60-61, Ref 65-66 ]: | |
| 301 | |
| 302 HydrogenBondDonor: NH, NH2, OH | |
| 303 HydrogenBondAcceptor: N[!H], O | |
| 304 PositivelyIonizable: +, NH2 | |
| 305 NegativelyIonizable: -, C(=O)OH, S(=O)OH, P(=O)OH | |
| 306 | |
| 307 SetMaxNeighborhoodRadius | |
| 308 $AtomNeighborhoodsFingerprints->SetMaxNeighborhoodRadius($Radius); | |
| 309 | |
| 310 Sets maximum neighborhood radius to use during atom neighborhood | |
| 311 fingerprints generation and returns *AtomNeighborhoodsFingerprints*. | |
| 312 | |
| 313 SetMinNeighborhoodRadius | |
| 314 $AtomNeighborhoodsFingerprints->SetMinNeighborhoodRadius($Radius); | |
| 315 | |
| 316 Sets minimum neighborhood radius to use during atom neighborhood | |
| 317 fingerprints generation and returns *AtomNeighborhoodsFingerprints*. | |
| 318 | |
| 319 StringifyAtomNeighborhoodsFingerprints | |
| 320 $String = $Fingerprints->StringifyAtomNeighborhoodsFingerprints(); | |
| 321 | |
| 322 Returns a string containing information about | |
| 323 *AtomNeighborhoodsFingerprints* object. | |
| 324 | |
| 325 AUTHOR | |
| 326 Manish Sud <msud@san.rr.com> | |
| 327 | |
| 328 SEE ALSO | |
| 329 Fingerprints.pm, FingerprintsStringUtil.pm, AtomTypesFingerprints.pm, | |
| 330 EStateIndiciesFingerprints.pm, ExtendedConnectivityFingerprints.pm, | |
| 331 MACCSKeys.pm, PathLengthFingerprints.pm, | |
| 332 TopologicalAtomPairsFingerprints.pm, | |
| 333 TopologicalAtomTripletsFingerprints.pm, | |
| 334 TopologicalAtomTorsionsFingerprints.pm, | |
| 335 TopologicalPharmacophoreAtomPairsFingerprints.pm, | |
| 336 TopologicalPharmacophoreAtomTripletsFingerprints.pm | |
| 337 | |
| 338 COPYRIGHT | |
| 339 Copyright (C) 2015 Manish Sud. All rights reserved. | |
| 340 | |
| 341 This file is part of MayaChemTools. | |
| 342 | |
| 343 MayaChemTools is free software; you can redistribute it and/or modify it | |
| 344 under the terms of the GNU Lesser General Public License as published by | |
| 345 the Free Software Foundation; either version 3 of the License, or (at | |
| 346 your option) any later version. | |
| 347 |
