diff lib/Fingerprints/AtomNeighborhoodsFingerprints.pm @ 0:4816e4a8ae95 draft default tip

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author deepakjadmin
date Wed, 20 Jan 2016 09:23:18 -0500
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--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/lib/Fingerprints/AtomNeighborhoodsFingerprints.pm	Wed Jan 20 09:23:18 2016 -0500
@@ -0,0 +1,1127 @@
+package Fingerprints::AtomNeighborhoodsFingerprints;
+#
+# $RCSfile: AtomNeighborhoodsFingerprints.pm,v $
+# $Date: 2015/02/28 20:48:53 $
+# $Revision: 1.27 $
+#
+# Author: Manish Sud <msud@san.rr.com>
+#
+# Copyright (C) 2015 Manish Sud. All rights reserved.
+#
+# This file is part of MayaChemTools.
+#
+# MayaChemTools is free software; you can redistribute it and/or modify it under
+# the terms of the GNU Lesser General Public License as published by the Free
+# Software Foundation; either version 3 of the License, or (at your option) any
+# later version.
+#
+# MayaChemTools is distributed in the hope that it will be useful, but without
+# any warranty; without even the implied warranty of merchantability of fitness
+# for a particular purpose.  See the GNU Lesser General Public License for more
+# details.
+#
+# You should have received a copy of the GNU Lesser General Public License
+# along with MayaChemTools; if not, see <http://www.gnu.org/licenses/> or
+# write to the Free Software Foundation Inc., 59 Temple Place, Suite 330,
+# Boston, MA, 02111-1307, USA.
+#
+
+use strict;
+use Carp;
+use Exporter;
+use Fingerprints::Fingerprints;
+use TextUtil ();
+use Molecule;
+use AtomTypes::AtomicInvariantsAtomTypes;
+use AtomTypes::DREIDINGAtomTypes;
+use AtomTypes::EStateAtomTypes;
+use AtomTypes::FunctionalClassAtomTypes;
+use AtomTypes::MMFF94AtomTypes;
+use AtomTypes::SLogPAtomTypes;
+use AtomTypes::SYBYLAtomTypes;
+use AtomTypes::TPSAAtomTypes;
+use AtomTypes::UFFAtomTypes;
+
+use vars qw(@ISA @EXPORT @EXPORT_OK %EXPORT_TAGS);
+
+@ISA = qw(Fingerprints::Fingerprints Exporter);
+@EXPORT = qw();
+@EXPORT_OK = qw();
+
+%EXPORT_TAGS = (all  => [@EXPORT, @EXPORT_OK]);
+
+# Setup class variables...
+my($ClassName);
+_InitializeClass();
+
+# Overload Perl functions...
+use overload '""' => 'StringifyAtomNeighborhoodsFingerprints';
+
+# Class constructor...
+sub new {
+  my($Class, %NamesAndValues) = @_;
+
+  # Initialize object...
+  my $This = $Class->SUPER::new();
+  bless $This, ref($Class) || $Class;
+  $This->_InitializeAtomNeighborhoodsFingerprints();
+
+  $This->_InitializeAtomNeighborhoodsFingerprintsProperties(%NamesAndValues);
+
+  return $This;
+}
+
+# Initialize object data...
+#
+sub _InitializeAtomNeighborhoodsFingerprints {
+  my($This) = @_;
+
+  # Type of fingerprint...
+  $This->{Type} = 'AtomNeighborhoods';
+
+  # Type of vector...
+  $This->{VectorType} = 'FingerprintsVector';
+
+  # Type of FingerprintsVector...
+  $This->{FingerprintsVectorType} = 'AlphaNumericalValues';
+
+  # Minimum and maximum atomic neighborhoods radii...
+  $This->{MinNeighborhoodRadius} = 0;
+  $This->{MaxNeighborhoodRadius} = 2;
+
+  # Atom identifier type to use for atom IDs in atom neighborhood atoms...
+  #
+  # Currently supported values are: AtomicInvariantsAtomTypes, DREIDINGAtomTypes,
+  # EStateAtomTypes, FunctionalClassAtomTypes, MMFF94AtomTypes, SLogPAtomTypes,
+  # SYBYLAtomTypes, TPSAAtomTypes, UFFAtomTypes
+  #
+  $This->{AtomIdentifierType} = '';
+
+  # Atom types assigned to each heavy atom...
+  %{$This->{AssignedAtomTypes}} = ();
+
+  # Atom neighorhoods with in specified atom radii..
+  %{$This->{AtomNeighborhoods}} = ();
+
+  # Atom neighborhoods atom types count at different neighborhoods...
+  %{$This->{NeighborhoodAtomTypesCount}} = ();
+
+  # Atom neighborhood identifiers using specified atom identifier types methodology...
+  @{$This->{AtomNeighborhoodsIdentifiers}} = ();
+}
+
+# Initialize class ...
+sub _InitializeClass {
+  #Class name...
+  $ClassName = __PACKAGE__;
+}
+
+# Initialize object properties....
+sub _InitializeAtomNeighborhoodsFingerprintsProperties {
+  my($This, %NamesAndValues) = @_;
+
+  my($Name, $Value, $MethodName);
+  while (($Name, $Value) = each  %NamesAndValues) {
+    $MethodName = "Set${Name}";
+    $This->$MethodName($Value);
+  }
+
+  # Make sure molecule object was specified...
+  if (!exists $NamesAndValues{Molecule}) {
+    croak "Error: ${ClassName}->New: Object can't be instantiated without specifying molecule...";
+  }
+  if (exists $NamesAndValues{Size}) {
+    croak "Error: ${ClassName}->New: Object can't be instantiated with a user specified size: It's an arbitrary length vector...";
+  }
+  if (!exists $NamesAndValues{AtomIdentifierType}) {
+    croak "Error: ${ClassName}->New: Object can't be instantiated without specifying AtomIdentifierType...";
+  }
+
+  $This->_InitializeFingerprintsVector();
+
+  return $This;
+}
+
+# Set atom identifier type..
+#
+sub SetAtomIdentifierType {
+  my($This, $IdentifierType) = @_;
+
+  if ($IdentifierType !~ /^(AtomicInvariantsAtomTypes|DREIDINGAtomTypes|EStateAtomTypes|FunctionalClassAtomTypes|MMFF94AtomTypes|SLogPAtomTypes|SYBYLAtomTypes|TPSAAtomTypes|UFFAtomTypes)$/i) {
+    croak "Error: ${ClassName}->SetAtomIdentifierType: Specified value, $IdentifierType, for AtomIdentifierType is not vaild. Supported types in current release of MayaChemTools: AtomicInvariantsAtomTypes, DREIDINGAtomTypes, EStateAtomTypes, FunctionalClassAtomTypes, MMFF94AtomTypes, SLogPAtomTypes, SYBYLAtomTypes, TPSAAtomTypes, and UFFAtomTypes.";
+  }
+
+  if ($This->{AtomIdentifierType}) {
+    croak "Error: ${ClassName}->SetAtomIdentifierType: Can't change intial atom identifier type:  It's already set...";
+  }
+
+  $This->{AtomIdentifierType} = $IdentifierType;
+
+  # Initialize atom identifier type information...
+  $This->_InitializeAtomIdentifierTypeInformation();
+
+  return $This;
+}
+
+# Set minimum atom neighborhood radius...
+#
+sub SetMinNeighborhoodRadius {
+  my($This, $Value) = @_;
+
+  if (!TextUtil::IsInteger($Value)) {
+    croak "Error: ${ClassName}->SetMinNeighborhoodRadius: MinNeighborhoodRadius value, $Value, is not valid:  It must be an  integer...";
+  }
+
+  if ($Value < 0 ) {
+    croak "Error: ${ClassName}->SetMinNeighborhoodRadius: MinNeighborhoodRadius value, $Value, is not valid:  It must be >= 0...";
+  }
+  $This->{MinNeighborhoodRadius} = $Value;
+
+  return $This;
+}
+
+# Set maximum atom neighborhood radius...
+#
+sub SetMaxNeighborhoodRadius {
+  my($This, $Value) = @_;
+
+  if (!TextUtil::IsInteger($Value)) {
+    croak "Error: ${ClassName}->SetMaxNeighborhoodRadius: MaxNeighborhoodRadius value, $Value, is not valid:  It must be an  integer...";
+  }
+
+  if ($Value < 0 ) {
+    croak "Error: ${ClassName}->SetMaxNeighborhoodRadius: MaxNeighborhoodRadius value, $Value, is not valid:  It must be >= 0...";
+  }
+  $This->{MaxNeighborhoodRadius} = $Value;
+
+  return $This;
+}
+
+# Generate fingerprints description...
+#
+sub GetDescription {
+  my($This) = @_;
+
+  # Is description explicity set?
+  if (exists $This->{Description}) {
+    return $This->{Description};
+  }
+
+  # Generate fingerprints description...
+
+  return "$This->{Type}:$This->{AtomIdentifierType}:MinRadius$This->{MinNeighborhoodRadius}:MaxRadius$This->{MaxNeighborhoodRadius}";
+}
+
+# Generate atom neighborhood [ Ref 53-56, Ref 73 ] fingerprints...
+#
+# Methodology:
+#   . Assign atom types to all non-hydrogen atoms in the molecule
+#   . Get atom neighborhoods up to MaxNeighborhoodRadis
+#   . Count unqiue atom types at each neighborhood radii for all heavy atoms
+#   . Generate neighborhood identifiers for all neighborhoods around central
+#     heavy atom
+#      . Atom neighborhood identifier for a specific radii is generated using neighborhood
+#        radius, assigned atom type and its count as follows:
+#
+#            NR<n>-<AtomType>-ATC<n>
+#
+#      . Atom neighborhood identifier for a central atom at all specified radii is generated
+#        by concatenating neighborhood identifiers at each radii by colon:
+#
+#            NR<n>-<AtomType>-ATC<n>:NR<n>-<AtomType>-ATC<n>:
+#
+#   . Set final fingerprints as list of neighborhood atom indentifiers
+#
+sub GenerateFingerprints {
+  my($This) = @_;
+
+  if ($This->{MinNeighborhoodRadius} > $This->{MaxNeighborhoodRadius}) {
+    croak "Error: ${ClassName}->GenerateFingerprints: No fingerpritns generated: MinLength, $This->{MinNeighborhoodRadius}, must be less than MaxLength, $This->{MaxNeighborhoodRadius}...";
+  }
+
+  # Cache appropriate molecule data...
+  $This->_SetupMoleculeDataCache();
+
+  # Assign atom types to all heavy atoms...
+  if (!$This->_AssignAtomTypes()) {
+    carp "Warning: ${ClassName}->GenerateFingerprints: $This->{AtomIdentifierType} fingerprints generation didn't succeed: Couldn't assign valid $This->{AtomIdentifierType} to all atoms...";
+    return $This;
+  }
+
+  # Intialize atom neighborhoods information...
+  $This->_InitializeAtomNeighborhoods();
+
+  # Identify atom neighborhoods with in specified radii...
+  $This->_GetAtomNeighborhoods();
+
+  # Count atom neighborhoods atom types...
+  $This->_CountAtomNeighborhoodsAtomTypes();
+
+  # Genenerate atom neighborhood identifiers...
+  $This->_GenerateAtomNeighborhoodIdentifiers();
+
+  # Set final fingerprints...
+  $This->_SetFinalFingerprints();
+
+  # Clear cached molecule data...
+  $This->_ClearMoleculeDataCache();
+
+  return $This;
+}
+
+# Assign appropriate atom types to all heavy atoms...
+#
+sub _AssignAtomTypes {
+  my($This) = @_;
+  my($SpecifiedAtomTypes, $Atom, $AtomID, $IgnoreHydrogens);
+
+  %{$This->{AssignedAtomTypes}} = ();
+  $IgnoreHydrogens = 1;
+
+  $SpecifiedAtomTypes = undef;
+
+  IDENTIFIERTYPE: {
+    if ($This->{AtomIdentifierType} =~ /^AtomicInvariantsAtomTypes$/i) {
+      $SpecifiedAtomTypes = new AtomTypes::AtomicInvariantsAtomTypes('Molecule' => $This->{Molecule}, 'IgnoreHydrogens' => $IgnoreHydrogens, 'AtomicInvariantsToUse' => $This->{AtomicInvariantsToUse});
+      last IDENTIFIERTYPE;
+    }
+
+    if ($This->{AtomIdentifierType} =~ /^DREIDINGAtomTypes$/i) {
+      $SpecifiedAtomTypes = new AtomTypes::DREIDINGAtomTypes('Molecule' => $This->{Molecule}, 'IgnoreHydrogens' => $IgnoreHydrogens);
+      last IDENTIFIERTYPE;
+    }
+
+    if ($This->{AtomIdentifierType} =~ /^EStateAtomTypes$/i) {
+      $SpecifiedAtomTypes = new AtomTypes::EStateAtomTypes('Molecule' => $This->{Molecule}, 'IgnoreHydrogens' => $IgnoreHydrogens);
+      last IDENTIFIERTYPE;
+    }
+
+    if ($This->{AtomIdentifierType} =~ /^FunctionalClassAtomTypes$/i) {
+      $SpecifiedAtomTypes = new AtomTypes::FunctionalClassAtomTypes('Molecule' => $This->{Molecule}, 'IgnoreHydrogens' => $IgnoreHydrogens, 'FunctionalClassesToUse' => $This->{FunctionalClassesToUse});
+      last IDENTIFIERTYPE;
+    }
+
+    if ($This->{AtomIdentifierType} =~ /^MMFF94AtomTypes$/i) {
+      $SpecifiedAtomTypes = new AtomTypes::MMFF94AtomTypes('Molecule' => $This->{Molecule}, 'IgnoreHydrogens' => $IgnoreHydrogens);
+      last IDENTIFIERTYPE;
+    }
+
+    if ($This->{AtomIdentifierType} =~ /^SLogPAtomTypes$/i) {
+      $SpecifiedAtomTypes = new AtomTypes::SLogPAtomTypes('Molecule' => $This->{Molecule}, 'IgnoreHydrogens' => $IgnoreHydrogens);
+      last IDENTIFIERTYPE;
+    }
+    if ($This->{AtomIdentifierType} =~ /^SYBYLAtomTypes$/i) {
+      $SpecifiedAtomTypes = new AtomTypes::SYBYLAtomTypes('Molecule' => $This->{Molecule}, 'IgnoreHydrogens' => $IgnoreHydrogens);
+      last IDENTIFIERTYPE;
+    }
+
+    if ($This->{AtomIdentifierType} =~ /^TPSAAtomTypes$/i) {
+      $SpecifiedAtomTypes = new AtomTypes::TPSAAtomTypes('Molecule' => $This->{Molecule}, 'IgnorePhosphorus' => 0, 'IgnoreSulfur' => 0);
+      last IDENTIFIERTYPE;
+    }
+
+    if ($This->{AtomIdentifierType} =~ /^UFFAtomTypes$/i) {
+      $SpecifiedAtomTypes = new AtomTypes::UFFAtomTypes('Molecule' => $This->{Molecule}, 'IgnoreHydrogens' => $IgnoreHydrogens);
+      last IDENTIFIERTYPE;
+    }
+
+    croak "Error: ${ClassName}->_AssignAtomTypes: Unknown atom indentifier type $This->{AtomIdentifierType}...";
+  }
+
+  # Assign atom types...
+  $SpecifiedAtomTypes->AssignAtomTypes();
+
+  # Make sure atom types assignment is successful...
+  if (!$SpecifiedAtomTypes->IsAtomTypesAssignmentSuccessful()) {
+    return undef;
+  }
+
+  # Collect assigned atom types...
+  ATOM: for $Atom (@{$This->{Atoms}}) {
+    if ($Atom->IsHydrogen()) {
+      next ATOM;
+    }
+    $AtomID = $Atom->GetID();
+    $This->{AssignedAtomTypes}{$AtomID} = $SpecifiedAtomTypes->GetAtomType($Atom);
+  }
+
+  return $This;
+}
+
+# Initialize topological atom pairs between specified distance range...
+#
+sub _InitializeAtomNeighborhoods {
+  my($This) = @_;
+  my($Radius);
+
+  # Initialize atom neighborhood count information between specified radii...
+  %{$This->{NeighborhoodAtomTypesCount}} = ();
+
+  for $Radius ($This->{MinNeighborhoodRadius} .. $This->{MaxNeighborhoodRadius}) {
+    %{$This->{NeighborhoodAtomTypesCount}{$Radius}} = ();
+  }
+
+  # Initialize atom neighborhoods atoms information at all specified radii...
+  #
+  %{$This->{AtomNeighborhoods}} = ();
+
+  for $Radius (0 .. $This->{MaxNeighborhoodRadius}) {
+    %{$This->{AtomNeighborhoods}{$Radius}} = ();
+  }
+
+  return $This;
+}
+
+# Collect atom neighborhoods upto maximum neighborhood radius...
+#
+# Notes:
+#  . Fingerprints are only generated for neighborhoods between specified minimum
+#    and maximum neighborhood radii.
+#
+sub _GetAtomNeighborhoods {
+  my($This) = @_;
+  my($Atom, $AtomID, $MaxRadius, $Radius, $Molecule);
+
+  $MaxRadius = $This->{MaxNeighborhoodRadius};
+  $Molecule = $This->GetMolecule();
+
+  # Collect atom neighborhoods...
+
+  ATOM: for $Atom (@{$This->{Atoms}}) {
+    $AtomID = $Atom->GetID();
+    $Radius = 0;
+
+    if ($MaxRadius == 0) {
+      # Atom is its own neighborhood at 0 radius...
+      my(@AtomNeighborhoodsAtoms);
+
+      @AtomNeighborhoodsAtoms = ($Atom);
+      $This->{AtomNeighborhoods}{$Radius}{$AtomID} = \@AtomNeighborhoodsAtoms;
+
+      next ATOM;
+    }
+
+    # Collect available atom neighborhoods at different neighborhood radii levels...
+    my($AtomNeighborhoodAtomsRef);
+
+    for $AtomNeighborhoodAtomsRef ($Molecule->GetAtomNeighborhoodsWithRadiusUpto($Atom, $MaxRadius)) {
+      $This->{AtomNeighborhoods}{$Radius}{$AtomID} = $AtomNeighborhoodAtomsRef;
+      $Radius++;
+    }
+  }
+  return $This;
+}
+
+# Count atom neighborhoods atom types for each non-hydrogen central atoms with
+# neighborhoods in specified radii range...
+#
+sub _CountAtomNeighborhoodsAtomTypes {
+  my($This) = @_;
+  my($AtomID, $NeighborhoodAtomID, $Radius, $NeighborhoodAtom, $NeighborhoodAtomType, $AtomNeighborhoodAtomsRef);
+
+  RADIUS: for $Radius (sort { $a <=> $b } keys %{$This->{AtomNeighborhoods}} ) {
+    if ($Radius < $This->{MinNeighborhoodRadius} || $Radius > $This->{MaxNeighborhoodRadius}) {
+      next RADIUS;
+    }
+    # Go over the neighborhoods of each atom at the current radius...
+    for $AtomID (keys %{$This->{AtomNeighborhoods}{$Radius}}) {
+      $AtomNeighborhoodAtomsRef = $This->{AtomNeighborhoods}{$Radius}{$AtomID};
+      NEIGHBORHOODATOM: for $NeighborhoodAtom (@{$AtomNeighborhoodAtomsRef}) {
+	if ($NeighborhoodAtom->IsHydrogen()) {
+	  next NEIGHBORHOODATOM;
+	}
+	$NeighborhoodAtomID = $NeighborhoodAtom->GetID();
+	$NeighborhoodAtomType = $This->{AssignedAtomTypes}{$NeighborhoodAtomID};
+
+	# Count neighbothood atom types for each atom at different radii...
+	if (!exists $This->{NeighborhoodAtomTypesCount}{$Radius}{$AtomID}) {
+	  %{$This->{NeighborhoodAtomTypesCount}{$Radius}{$AtomID}} = ();
+	}
+	if (exists $This->{NeighborhoodAtomTypesCount}{$Radius}{$AtomID}{$NeighborhoodAtomType}) {
+	  $This->{NeighborhoodAtomTypesCount}{$Radius}{$AtomID}{$NeighborhoodAtomType} += 1;
+	}
+	else {
+	  $This->{NeighborhoodAtomTypesCount}{$Radius}{$AtomID}{$NeighborhoodAtomType} = 1;
+	}
+      }
+    }
+  }
+  return $This;
+}
+
+# Generate atom neighborhood identifiers for each non-hydrogen atom using atom
+# neighborhood atom types and their count information...
+#
+# Let:
+#   NR<n> = Neighborhood radius
+#   AtomType = Assigned atom type
+#   ATC<n> = AtomType count
+#
+# Then:
+#
+#   AtomNeighborhoodAtomIdentifier for a neighborhood atom generated for
+#   AtomTypes::AtomicInvariantsAtomTypes class corresponds to:
+#
+#     NR<n>-<AtomType>-ATC<n>
+#
+#   AtomNeighborhoodsIdentifier for all specified atom neighbothoods of an atom generated for
+#   AtomTypes::AtomicInvariantsAtomTypes class corresponds to:
+#
+#     NR<n>-<AtomType>-ATC<n>;NR<n>-<AtomType>-ATC<n>;...
+#
+sub _GenerateAtomNeighborhoodIdentifiers {
+  my($This) = @_;
+  my($Atom, $AtomID, $Radius, $AtomType, $AtomTypeCount, $AtomNeighborhoodIdentifier, @AtomNeighborhoodIdentifiers);
+
+  @{$This->{AtomNeighborhoodsIdentifiers}} = ();
+
+  for $Atom (@{$This->{Atoms}}) {
+    $AtomID = $Atom->GetID();
+    @AtomNeighborhoodIdentifiers = ();
+    RADIUS: for $Radius ($This->{MinNeighborhoodRadius} .. $This->{MaxNeighborhoodRadius}) {
+      if (!exists $This->{NeighborhoodAtomTypesCount}{$Radius}{$AtomID}) {
+	next RADIUS;
+      }
+      for $AtomType (sort keys %{$This->{NeighborhoodAtomTypesCount}{$Radius}{$AtomID}}) {
+	$AtomTypeCount = $This->{NeighborhoodAtomTypesCount}{$Radius}{$AtomID}{$AtomType};
+	push @AtomNeighborhoodIdentifiers, "NR${Radius}-${AtomType}-ATC${AtomTypeCount}";
+      }
+    }
+    $AtomNeighborhoodIdentifier = join(":", @AtomNeighborhoodIdentifiers);
+    push @{$This->{AtomNeighborhoodsIdentifiers}}, $AtomNeighborhoodIdentifier;
+  }
+
+  return $This;
+}
+
+# Set final fingerprits vector...
+#
+sub _SetFinalFingerprints {
+  my($This) = @_;
+
+  # Mark successful generation of fingerprints...
+  $This->{FingerprintsGenerated} = 1;
+
+  # Sort AtomNeighborhoodsIdentifiers..
+  #
+  @{$This->{AtomNeighborhoodsIdentifiers}} = sort @{$This->{AtomNeighborhoodsIdentifiers}};
+
+  # Add sorted atom neighborhood identifiers to FingerprintsVector which is already defined
+  # during initialization containing AlphaNumericalValues...
+  #
+  $This->{FingerprintsVector}->AddValues(\@{$This->{AtomNeighborhoodsIdentifiers}});
+
+  return $This;
+}
+
+# Cache  appropriate molecule data...
+#
+sub _SetupMoleculeDataCache {
+  my($This) = @_;
+
+  # Get all non-hydrogen atoms...
+  my($NegateAtomCheckMethod);
+  $NegateAtomCheckMethod = 1;
+  @{$This->{Atoms}} = $This->GetMolecule()->GetAtoms("IsHydrogen", $NegateAtomCheckMethod);
+
+  return $This;
+}
+
+# Clear cached molecule data...
+#
+sub _ClearMoleculeDataCache {
+  my($This) = @_;
+
+  @{$This->{Atoms}} = ();
+
+  return $This;
+}
+
+# Set atomic invariants to use for atom identifiers...
+#
+sub SetAtomicInvariantsToUse {
+  my($This, @Values) = @_;
+  my($FirstValue, $TypeOfFirstValue, $AtomicInvariant, $SpecifiedAtomicInvariant, $AtomicInvariantValue, @SpecifiedAtomicInvariants, @AtomicInvariantsToUse);
+
+  if (!@Values) {
+    carp "Warning: ${ClassName}->SetAtomicInvariantsToUse: No values specified...";
+    return;
+  }
+
+  $FirstValue = $Values[0];
+  $TypeOfFirstValue = ref $FirstValue;
+
+  @SpecifiedAtomicInvariants = ();
+  @AtomicInvariantsToUse = ();
+
+  if ($TypeOfFirstValue =~ /^ARRAY/) {
+    push @SpecifiedAtomicInvariants, @{$FirstValue};
+  }
+  else {
+    push @SpecifiedAtomicInvariants, @Values;
+  }
+
+  # Make sure specified AtomicInvariants are valid...
+  for $SpecifiedAtomicInvariant (@SpecifiedAtomicInvariants) {
+    if (!AtomTypes::AtomicInvariantsAtomTypes::IsAtomicInvariantAvailable($SpecifiedAtomicInvariant)) {
+      croak "Error: ${ClassName}->SetAtomicInvariantsToUse: Specified atomic invariant, $SpecifiedAtomicInvariant, is not supported...\n ";
+    }
+    $AtomicInvariant = $SpecifiedAtomicInvariant;
+    push @AtomicInvariantsToUse, $AtomicInvariant;
+  }
+
+  # Set atomic invariants to use...
+  @{$This->{AtomicInvariantsToUse}} = ();
+  push @{$This->{AtomicInvariantsToUse}}, @AtomicInvariantsToUse;
+
+  return $This;
+}
+
+# Set functional classes to use for atom identifiers...
+#
+sub SetFunctionalClassesToUse {
+  my($This, @Values) = @_;
+  my($FirstValue, $TypeOfFirstValue, $FunctionalClass, $SpecifiedFunctionalClass, @SpecifiedFunctionalClasses, @FunctionalClassesToUse);
+
+  if (!@Values) {
+    carp "Warning: ${ClassName}->SetFunctionalClassesToUse: No values specified...";
+    return;
+  }
+
+  if ($This->{AtomIdentifierType} !~ /^FunctionalClassAtomTypes$/i) {
+    carp "Warning: ${ClassName}->SetFunctionalClassesToUse: FunctionalClassesToUse can't be set for InitialAtomIdentifierType of $This->{AtomIdentifierType}...";
+    return;
+  }
+
+  $FirstValue = $Values[0];
+  $TypeOfFirstValue = ref $FirstValue;
+
+  @SpecifiedFunctionalClasses = ();
+  @FunctionalClassesToUse = ();
+
+  if ($TypeOfFirstValue =~ /^ARRAY/) {
+    push @SpecifiedFunctionalClasses, @{$FirstValue};
+  }
+  else {
+    push @SpecifiedFunctionalClasses, @Values;
+  }
+
+  # Make sure specified FunctionalClasses are valid...
+  for $SpecifiedFunctionalClass (@SpecifiedFunctionalClasses) {
+    if (!AtomTypes::FunctionalClassAtomTypes::IsFunctionalClassAvailable($SpecifiedFunctionalClass)) {
+      croak "Error: ${ClassName}->SetFunctionalClassesToUse: Specified functional class, $SpecifiedFunctionalClass, is not supported...\n ";
+    }
+    push @FunctionalClassesToUse, $SpecifiedFunctionalClass;
+  }
+
+  # Set functional classes to use...
+  @{$This->{FunctionalClassesToUse}} = ();
+  push @{$This->{FunctionalClassesToUse}}, @FunctionalClassesToUse;
+
+  return $This;
+}
+
+# Initialize atom indentifier type information...
+#
+# Current supported values:
+#
+# AtomicInvariantsAtomTypes, DREIDINGAtomTypes, EStateAtomTypes, FunctionalClassAtomTypes,
+# MMFF94AtomTypes, SLogPAtomTypes, SYBYLAtomTypes, TPSAAtomTypes, UFFAtomTypes
+#
+sub _InitializeAtomIdentifierTypeInformation {
+  my($This) = @_;
+
+  if ($This->{AtomIdentifierType} =~ /^AtomicInvariantsAtomTypes$/i) {
+    $This->_InitializeAtomicInvariantsAtomTypesInformation();
+  }
+  elsif ($This->{AtomIdentifierType} =~ /^FunctionalClassAtomTypes$/i) {
+    $This->_InitializeFunctionalClassAtomTypesInformation();
+  }
+  elsif ($This->{AtomIdentifierType} =~ /^(DREIDINGAtomTypes|EStateAtomTypes|MMFF94AtomTypes|SLogPAtomTypes|SYBYLAtomTypes|TPSAAtomTypes|UFFAtomTypes)$/i) {
+    # Nothing to do for now...
+  }
+  else {
+    croak "Error: ${ClassName}->_InitializeAtomIdentifierTypeInformation: Unknown atom indentifier type $This->{AtomIdentifierType}...";
+  }
+
+  return $This;
+}
+
+# Initialize atomic invariants atom types to use for generating atom identifiers...
+#
+# Let:
+#   AS = Atom symbol corresponding to element symbol
+#
+#   X<n>   = Number of non-hydrogen atom neighbors or heavy atoms attached to atom
+#   BO<n> = Sum of bond orders to non-hydrogen atom neighbors or heavy atoms attached to atom
+#   LBO<n> = Largest bond order of non-hydrogen atom neighbors or heavy atoms attached to atom
+#   SB<n> = Number of single bonds to non-hydrogen atom neighbors or heavy atoms attached to atom
+#   DB<n> = Number of double bonds to non-hydrogen atom neighbors or heavy atoms attached to atom
+#   TB<n> = Number of triple bonds to non-hydrogen atom neighbors or heavy atoms attached to atom
+#   H<n>   = Number of implicit and explicit hydrogens for atom
+#   Ar     = Aromatic annotation indicating whether atom is aromatic
+#   RA     = Ring atom annotation indicating whether atom is a ring
+#   FC<+n/-n> = Formal charge assigned to atom
+#   MN<n> = Mass number indicating isotope other than most abundant isotope
+#   SM<n> = Spin multiplicity of atom. Possible values: 1 (singlet), 2 (doublet) or 3 (triplet)
+#
+# Then:
+#
+#   Atom type generated by AtomTypes::AtomicInvariantsAtomTypes class corresponds to:
+#
+#     AS.X<n>.BO<n>.LBO<n>.<SB><n>.<DB><n>.<TB><n>.H<n>.Ar.RA.FC<+n/-n>.MN<n>.SM<n>
+#
+# Except for AS which is a required atomic invariant in atom types, all other atomic invariants are
+# optional. Default atomic invariants used for AtomID are: AS, X<n>, BO<n>, H<n>, FC<+n/-n>.
+# AtomID specification doesn't include atomic invariants with zero or undefined values.
+#
+sub _InitializeAtomicInvariantsAtomTypesInformation {
+  my($This) = @_;
+
+  # Default atomic invariants to use for generating atom neighborhood atom IDs: AS, X, BO, H, FC
+  #
+  @{$This->{AtomicInvariantsToUse}} = ();
+  @{$This->{AtomicInvariantsToUse}} = ('AS', 'X', 'BO', 'H', 'FC');
+
+  return $This;
+}
+
+# Initialize functional class atom types, generated by AtomTypes::FunctionalClassAtomTypes
+# class, to use for generating atom identifiers...
+#
+# Let:
+#   HBD: HydrogenBondDonor
+#   HBA: HydrogenBondAcceptor
+#   PI :  PositivelyIonizable
+#   NI : NegativelyIonizable
+#   Ar : Aromatic
+#   Hal : Halogen
+#   H : Hydrophobic
+#   RA : RingAtom
+#   CA : ChainAtom
+#
+# Then:
+#
+#   Functiononal class atom type specification for an atom corresponds to:
+#
+#     Ar.CA.H.HBA.HBD.Hal.NI.PI.RA
+#
+#   Default functional classes used are: HBD, HBA, PI, NI, Ar, Hal
+#
+#   FunctionalAtomTypes are assigned using the following definitions [ Ref 60-61, Ref 65-66 ]:
+#
+#     HydrogenBondDonor: NH, NH2, OH
+#     HydrogenBondAcceptor: N[!H], O
+#     PositivelyIonizable: +, NH2
+#     NegativelyIonizable: -, C(=O)OH, S(=O)OH, P(=O)OH
+#
+sub _InitializeFunctionalClassAtomTypesInformation {
+  my($This) = @_;
+
+  # Default functional class atom typess to use for generating atom identifiers
+  # are: HBD, HBA, PI, NI, Ar, Hal
+  #
+  @{$This->{FunctionalClassesToUse}} = ();
+  @{$This->{FunctionalClassesToUse}} = ('HBD', 'HBA', 'PI', 'NI', 'Ar', 'Hal');
+
+  return $This;
+}
+
+# Return a string containg data for AtomNeighborhoodsFingerprints object...
+#
+sub StringifyAtomNeighborhoodsFingerprints {
+  my($This) = @_;
+  my($FingerprintsString);
+
+  # Type of fingerprint...
+  $FingerprintsString = "Fingerprint type: $This->{Type}; AtomIdentifierType: $This->{AtomIdentifierType}; MinNeighborhoodRadius: $This->{MinNeighborhoodRadius}; MaxNeighborhoodRadius: $This->{MaxNeighborhoodRadius}";
+
+  if ($This->{AtomIdentifierType} =~ /^AtomicInvariantsAtomTypes$/i) {
+    my($AtomicInvariant, @AtomicInvariants, @AtomicInvariantsOrder, %AvailableAtomicInvariants);
+
+    @AtomicInvariantsOrder = AtomTypes::AtomicInvariantsAtomTypes::GetAtomicInvariantsOrder();
+    %AvailableAtomicInvariants = AtomTypes::AtomicInvariantsAtomTypes::GetAvailableAtomicInvariants();
+
+    for $AtomicInvariant (@AtomicInvariantsOrder) {
+      push @AtomicInvariants, "$AtomicInvariant: $AvailableAtomicInvariants{$AtomicInvariant}";
+    }
+
+    $FingerprintsString .= "; AtomicInvariantsToUse: <" . TextUtil::JoinWords(\@{$This->{AtomicInvariantsToUse}}, ", ", 0) . ">";
+    $FingerprintsString .= "; AtomicInvariantsOrder: <" . TextUtil::JoinWords(\@AtomicInvariantsOrder, ", ", 0) . ">";
+    $FingerprintsString .= "; AvailableAtomicInvariants: <" . TextUtil::JoinWords(\@AtomicInvariants, ", ", 0) . ">";
+  }
+  elsif ($This->{AtomIdentifierType} =~ /^FunctionalClassAtomTypes$/i) {
+    my($FunctionalClass, @FunctionalClasses, @FunctionalClassesOrder, %AvailableFunctionalClasses);
+
+    @FunctionalClassesOrder = AtomTypes::FunctionalClassAtomTypes::GetFunctionalClassesOrder();
+    %AvailableFunctionalClasses = AtomTypes::FunctionalClassAtomTypes::GetAvailableFunctionalClasses();
+
+    for $FunctionalClass (@FunctionalClassesOrder) {
+      push @FunctionalClasses, "$FunctionalClass: $AvailableFunctionalClasses{$FunctionalClass}";
+    }
+
+    $FingerprintsString .= "; FunctionalClassesToUse: <" . TextUtil::JoinWords(\@{$This->{FunctionalClassesToUse}}, ", ", 0) . ">";
+    $FingerprintsString .= "; FunctionalClassesOrder: <" . TextUtil::JoinWords(\@FunctionalClassesOrder, ", ", 0) . ">";
+    $FingerprintsString .= "; AvailableFunctionalClasses: <" . TextUtil::JoinWords(\@FunctionalClasses, ", ", 0) . ">";
+  }
+
+  # Total number of atom neighborhood atom IDs...
+  $FingerprintsString .= "; NumOfAtomNeighborhoodAtomIdentifiers: " . $This->{FingerprintsVector}->GetNumOfValues();
+
+  # FingerprintsVector...
+  $FingerprintsString .= "; FingerprintsVector: < $This->{FingerprintsVector} >";
+
+  return $FingerprintsString;
+}
+
+1;
+
+__END__
+
+=head1 NAME
+
+AtomNeighborhoodsFingerprints
+
+=head1 SYNOPSIS
+
+use Fingerprints::AtomNeighborhoodsFingerprints;
+
+use Fingerprints::AtomNeighborhoodsFingerprints qw(:all);
+
+=head1 DESCRIPTION
+
+B<AtomNeighborhoodsFingerprints> [ Ref 53-56, Ref 73 ] class provides the following methods:
+
+new, GenerateFingerprints, GetDescription, SetAtomIdentifierType,
+SetAtomicInvariantsToUse, SetFunctionalClassesToUse, SetMaxNeighborhoodRadius,
+SetMinNeighborhoodRadius, StringifyAtomNeighborhoodsFingerprints
+
+B<AtomNeighborhoodsFingerprints> is derived from B<Fingerprints> class which in turn
+is  derived from B<ObjectProperty> base class that provides methods not explicitly defined
+in B<AtomNeighborhoodsFingerprints>, B<Fingerprints> or B<ObjectProperty> classes using Perl's
+AUTOLOAD functionality. These methods are generated on-the-fly for a specified object property:
+
+    Set<PropertyName>(<PropertyValue>);
+    $PropertyValue = Get<PropertyName>();
+    Delete<PropertyName>();
+
+The current release of MayaChemTools supports generation of B<AtomNeighborhoodsFingerprints>
+corresponding to following B<AtomIdentifierTypes>:
+
+    AtomicInvariantsAtomTypes, DREIDINGAtomTypes, EStateAtomTypes,
+    FunctionalClassAtomTypes, MMFF94AtomTypes, SLogPAtomTypes,
+    SYBYLAtomTypes, TPSAAtomTypes, UFFAtomTypes
+
+Based on the values specified for B<AtomIdentifierType> along with other specified
+sucb as B<AtomicInvariantsToUse> and B<FunctionalClassesToUse>, initial atom types are
+assigned to all non-hydrogen atoms in a molecule. Using atom neighborhoods
+around each non-hydrogen central atom corresponding to radii between specified values
+B<MinNeighborhoodRadius> and B<MaxNeighborhoodRadius>, unique atom types at each radii
+level are counted and an atom neighborhood identifier is generated.
+
+The format of an atom neighborhood identifier around a central non-hydrogen atom at a
+specific radius is:
+
+    NR<n>-<AtomType>-ATC<n>
+
+    NR: Neighborhood radius
+    AtomType: Assigned atom type
+    ATC: Atom type count
+
+The atom neighborhood identifier for non-hydrogen central atom corresponding to all specified radii
+is generated by concatenating neighborhood identifiers at each radii by colon as a delimiter:
+
+    NR<n>-<AtomType>-ATC<n>:NR<n>-<AtomType>-ATC<n>:...
+
+The atom neighborhood identifiers for all non-hydrogen central atoms at all specified radii are
+concatenated using space as a delimiter and constitute atom neighborhood fingerprint of the molecule.
+
+The current release of MayaChemTools generates the following types of atom neighborhoods
+fingerprints vector strings:
+
+    FingerprintsVector;AtomNeighborhoods:AtomicInvariantsAtomTypes:MinRadi
+    us0:MaxRadius2;41;AlphaNumericalValues;ValuesString;NR0-C.X1.BO1.H3-AT
+    C1:NR1-C.X3.BO3.H1-ATC1:NR2-C.X1.BO1.H3-ATC1:NR2-C.X3.BO4-ATC1 NR0-C.X
+    1.BO1.H3-ATC1:NR1-C.X3.BO3.H1-ATC1:NR2-C.X1.BO1.H3-ATC1:NR2-C.X3.BO4-A
+    TC1 NR0-C.X2.BO2.H2-ATC1:NR1-C.X2.BO2.H2-ATC1:NR1-C.X3.BO3.H1-ATC1:NR2
+    -C.X2.BO2.H2-ATC1:NR2-N.X3.BO3-ATC1:NR2-O.X1.BO1.H1-ATC1 NR0-C.X2.B...
+
+    FingerprintsVector;AtomNeighborhoods:DREIDINGAtomTypes:MinRadius0:MaxR
+    adius2;41;AlphaNumericalValues;ValuesString;NR0-C_2-ATC1:NR1-C_3-ATC1:
+    NR1-O_2-ATC1:NR1-O_3-ATC1:NR2-C_3-ATC1 NR0-C_2-ATC1:NR1-C_R-ATC1:NR1-N
+    _3-ATC1:NR1-O_2-ATC1:NR2-C_R-ATC3 NR0-C_3-ATC1:NR1-C_2-ATC1:NR1-C_3-AT
+    C1:NR2-C_3-ATC1:NR2-O_2-ATC1:NR2-O_3-ATC2 NR0-C_3-ATC1:NR1-C_3-ATC1:NR
+    1-N_R-ATC1:NR2-C_3-ATC1:NR2-C_R-ATC2 NR0-C_3-ATC1:NR1-C_3-ATC1:NR2-...
+
+    FingerprintsVector;AtomNeighborhoods:EStateAtomTypes:MinRadius0:MaxRad
+    ius2;41;AlphaNumericalValues;ValuesString;NR0-aaCH-ATC1:NR1-aaCH-ATC1:
+    NR1-aasC-ATC1:NR2-aaCH-ATC1:NR2-aasC-ATC1:NR2-sF-ATC1 NR0-aaCH-ATC1:NR
+    1-aaCH-ATC1:NR1-aasC-ATC1:NR2-aaCH-ATC1:NR2-aasC-ATC1:NR2-sF-ATC1 NR0-
+    aaCH-ATC1:NR1-aaCH-ATC1:NR1-aasC-ATC1:NR2-aaCH-ATC1:NR2-aasC-ATC2 NR0-
+    aaCH-ATC1:NR1-aaCH-ATC1:NR1-aasC-ATC1:NR2-aaCH-ATC1:NR2-aasC-ATC2 N...
+
+    FingerprintsVector;AtomNeighborhoods:FunctionalClassAtomTypes:MinRadiu
+    s0:MaxRadius2;41;AlphaNumericalValues;ValuesString;NR0-Ar-ATC1:NR1-Ar-
+    ATC1:NR1-Ar.HBA-ATC1:NR1-None-ATC1:NR2-Ar-ATC2:NR2-None-ATC4 NR0-Ar-AT
+    C1:NR1-Ar-ATC2:NR1-Ar.HBA-ATC1:NR2-Ar-ATC5:NR2-None-ATC1 NR0-Ar-ATC1:N
+    R1-Ar-ATC2:NR1-HBD-ATC1:NR2-Ar-ATC2:NR2-None-ATC1 NR0-Ar-ATC1:NR1-Ar-A
+    TC2:NR1-Hal-ATC1:NR2-Ar-ATC2 NR0-Ar-ATC1:NR1-Ar-ATC2:NR1-None-ATC1:...
+
+    FingerprintsVector;AtomNeighborhoods:MMFF94AtomTypes:MinRadius0:MaxRad
+    ius2;41;AlphaNumericalValues;ValuesString;NR0-C5A-ATC1:NR1-C5B-ATC1:NR
+    1-CB-ATC1:NR1-N5-ATC1:NR2-C5A-ATC1:NR2-C5B-ATC1:NR2-CB-ATC3:NR2-CR-ATC
+    1 NR0-C5A-ATC1:NR1-C5B-ATC1:NR1-CR-ATC1:NR1-N5-ATC1:NR2-C5A-ATC1:NR2-C
+    5B-ATC1:NR2-C=ON-ATC1:NR2-CR-ATC3 NR0-C5B-ATC1:NR1-C5A-ATC1:NR1-C5B-AT
+    C1:NR1-C=ON-ATC1:NR2-C5A-ATC1:NR2-CB-ATC1:NR2-CR-ATC1:NR2-N5-ATC1:N...
+
+    FingerprintsVector;AtomNeighborhoods:SLogPAtomTypes:MinRadius0:MaxRadi
+    us2;41;AlphaNumericalValues;ValuesString;NR0-C1-ATC1:NR1-C10-ATC1:NR1-
+    CS-ATC1:NR2-C1-ATC1:NR2-N11-ATC1:NR2-O2-ATC1 NR0-C1-ATC1:NR1-C11-ATC1:
+    NR2-C1-ATC1:NR2-C21-ATC1 NR0-C1-ATC1:NR1-C11-ATC1:NR2-C1-ATC1:NR2-C21-
+    ATC1 NR0-C1-ATC1:NR1-C5-ATC1:NR1-CS-ATC1:NR2-C1-ATC1:NR2-O2-ATC2:NR2-O
+    9-ATC1 NR0-C1-ATC1:NR1-CS-ATC2:NR2-C1-ATC2:NR2-O2-ATC2 NR0-C10-ATC1...
+
+    FingerprintsVector;AtomNeighborhoods:SYBYLAtomTypes:MinRadius0:MaxRadi
+    us2;41;AlphaNumericalValues;ValuesString;NR0-C.2-ATC1:NR1-C.3-ATC1:NR1
+    -O.co2-ATC2:NR2-C.3-ATC1 NR0-C.2-ATC1:NR1-C.ar-ATC1:NR1-N.am-ATC1:NR1-
+    O.2-ATC1:NR2-C.ar-ATC3 NR0-C.3-ATC1:NR1-C.2-ATC1:NR1-C.3-ATC1:NR2-C.3-
+    ATC1:NR2-O.3-ATC1:NR2-O.co2-ATC2 NR0-C.3-ATC1:NR1-C.3-ATC1:NR1-N.ar-AT
+    C1:NR2-C.3-ATC1:NR2-C.ar-ATC2 NR0-C.3-ATC1:NR1-C.3-ATC1:NR2-C.3-ATC...
+
+    FingerprintsVector;AtomNeighborhoods:TPSAAtomTypes:MinRadius0:MaxRadiu
+    s2;41;AlphaNumericalValues;ValuesString;NR0-N21-ATC1:NR1-None-ATC3:NR2
+    -None-ATC5 NR0-N7-ATC1:NR1-None-ATC2:NR2-None-ATC3:NR2-O3-ATC1 NR0-Non
+    e-ATC1:NR1-N21-ATC1:NR1-None-ATC1:NR2-None-ATC3 NR0-None-ATC1:NR1-N21-
+    ATC1:NR1-None-ATC2:NR2-None-ATC6 NR0-None-ATC1:NR1-N21-ATC1:NR1-None-A
+    TC2:NR2-None-ATC6 NR0-None-ATC1:NR1-N7-ATC1:NR1-None-ATC1:NR1-O3-AT...
+
+    FingerprintsVector;AtomNeighborhoods:UFFAtomTypes:MinRadius0:MaxRadius
+    2;41;AlphaNumericalValues;ValuesString;NR0-C_2-ATC1:NR1-C_3-ATC1:NR1-O
+    _2-ATC1:NR1-O_3-ATC1:NR2-C_3-ATC1 NR0-C_2-ATC1:NR1-C_R-ATC1:NR1-N_3-AT
+    C1:NR1-O_2-ATC1:NR2-C_R-ATC3 NR0-C_3-ATC1:NR1-C_2-ATC1:NR1-C_3-ATC1:NR
+    2-C_3-ATC1:NR2-O_2-ATC1:NR2-O_3-ATC2 NR0-C_3-ATC1:NR1-C_3-ATC1:NR1-N_R
+    -ATC1:NR2-C_3-ATC1:NR2-C_R-ATC2 NR0-C_3-ATC1:NR1-C_3-ATC1:NR2-C_3-A...
+
+=head2 METHODS
+
+=over 4
+
+=item B<new>
+
+    $NewAtomNeighborhoodsFingerprints = new AtomNeighborhoodsFingerprints(
+                                                   %NamesAndValues);
+
+Using specified I<AtomNeighborhoodsFingerprints> property names and values hash, B<new>
+method creates a new object and returns a reference to newly created B<AtomNeighborhoodsFingerprints>
+object. By default, the following properties are initialized:
+
+    Molecule = ''
+    Type = 'AtomNeighborhoods'
+    MinNeighborhoodRadius = 0
+    MaxNeighborhoodRadius = 2
+    AtomIdentifierType = ''
+    AtomicInvariantsToUse = ['AS', 'X', 'BO', 'H', 'FC', 'MN']
+    FunctionalClassesToUse = ['HBD', 'HBA', 'PI', 'NI', 'Ar', 'Hal']
+
+Examples:
+
+    $AtomNeighborhoodsFingerprints = new AtomNeighborhoodsFingerprints(
+                              'Molecule' => $Molecule,
+                              'AtomIdentifierType' =>
+                                              "AtomicInvariantsAtomTypes");
+
+    $AtomNeighborhoodsFingerprints = new AtomNeighborhoodsFingerprints(
+                              'Molecule' => $Molecule,
+                              'MinNeighborhoodRadius' => 0,
+                              'MaxNeighborhoodRadius' => 2,
+                              'AtomIdentifierType' =>
+                                              'AtomicInvariantsAtomTypes',
+                              'AtomicInvariantsToUse' =>
+                                              ['AS', 'X', 'BO', 'H', 'FC'] );
+
+    $AtomNeighborhoodsFingerprints = new AtomNeighborhoodsFingerprints(
+                              'Molecule' => $Molecule,
+                              'AtomIdentifierType' =>
+                                              'SYBYLAtomTypes');
+
+    $AtomNeighborhoodsFingerprints = new AtomNeighborhoodsFingerprints(
+                              'Molecule' => $Molecule,
+                              'AtomIdentifierType' =>
+                                              'MMFF94AtomTypes');
+
+    $AtomNeighborhoodsFingerprints = new AtomNeighborhoodsFingerprints(
+                              'Molecule' => $Molecule,
+                              'AtomIdentifierType' =>
+                                              'AtomicInvariantsAtomTypes');
+
+    $AtomNeighborhoodsFingerprints = new AtomNeighborhoodsFingerprints(
+                              'Molecule' => $Molecule,
+                              'MinNeighborhoodRadius' => 0,
+                              'MaxNeighborhoodRadius' => 2,
+                              'AtomIdentifierType' =>
+                                              'FunctionalClassAtomTypes',
+                              'FunctionalClassesToUse' =>
+                                          ['HBD', 'HBA', 'PI', 'NI', 'Ar', 'Hal'] );
+
+    $AtomNeighborhoodsFingerprints->GenerateFingerprints();
+    print "$AtomNeighborhoodsFingerprints\n";
+
+=item B<GenerateFingerprints>
+
+    $AtomNeighborhoodsFingerprints->GenerateFingerprints();
+
+Generates atom neighborhood fingerprints and returns I<AtomNeighborhoodsFingerprints>.
+
+=item B<GetDescription>
+
+    $Description = $AtomNeighborhoodsFingerprints->GetDescription();
+
+Returns a string containing description of atom neighborhood fingerprints.
+
+=item B<SetAtomIdentifierType>
+
+    $AtomNeighborhoodsFingerprints->SetAtomIdentifierType($IdentifierType);
+
+Sets atom I<IdentifierType> to use during atom neighborhood fingerprints generation and
+returns I<AtomNeighborhoodsFingerprints>.
+
+Possible values: I<AtomicInvariantsAtomTypes, DREIDINGAtomTypes, EStateAtomTypes,
+FunctionalClassAtomTypes, MMFF94AtomTypes, SLogPAtomTypes, SYBYLAtomTypes,
+TPSAAtomTypes, UFFAtomTypes>.
+
+=item B<SetAtomicInvariantsToUse>
+
+    $AtomNeighborhoodsFingerprints->SetAtomicInvariantsToUse($ValuesRef);
+    $AtomNeighborhoodsFingerprints->SetAtomicInvariantsToUse(@Values);
+
+Sets atomic invariants to use during I<AtomicInvariantsAtomTypes> value of I<AtomIdentifierType>
+for atom neighborhood fingerprints generation and returns I<AtomNeighborhoodsFingerprints>.
+
+Possible values for atomic invariants are: I<AS, X, BO,  LBO, SB, DB, TB,
+H, Ar, RA, FC, MN, SM>. Default value: I<AS,X,BO,H,FC>.
+
+The atomic invariants abbreviations correspond to:
+
+    AS = Atom symbol corresponding to element symbol
+
+    X<n>   = Number of non-hydrogen atom neighbors or heavy atoms
+    BO<n> = Sum of bond orders to non-hydrogen atom neighbors or heavy atoms
+    LBO<n> = Largest bond order of non-hydrogen atom neighbors or heavy atoms
+    SB<n> = Number of single bonds to non-hydrogen atom neighbors or heavy atoms
+    DB<n> = Number of double bonds to non-hydrogen atom neighbors or heavy atoms
+    TB<n> = Number of triple bonds to non-hydrogen atom neighbors or heavy atoms
+    H<n>   = Number of implicit and explicit hydrogens for atom
+    Ar     = Aromatic annotation indicating whether atom is aromatic
+    RA     = Ring atom annotation indicating whether atom is a ring
+    FC<+n/-n> = Formal charge assigned to atom
+    MN<n> = Mass number indicating isotope other than most abundant isotope
+    SM<n> = Spin multiplicity of atom. Possible values: 1 (singlet), 2 (doublet) or
+            3 (triplet)
+
+Atom type generated by AtomTypes::AtomicInvariantsAtomTypes class corresponds to:
+
+    AS.X<n>.BO<n>.LBO<n>.<SB><n>.<DB><n>.<TB><n>.H<n>.Ar.RA.FC<+n/-n>.MN<n>.SM<n>
+
+Except for AS which is a required atomic invariant in atom types, all other atomic invariants are
+optional. Atom type specification doesn't include atomic invariants with zero or undefined values.
+
+In addition to usage of abbreviations for specifying atomic invariants, the following descriptive words
+are also allowed:
+
+    X : NumOfNonHydrogenAtomNeighbors or NumOfHeavyAtomNeighbors
+    BO : SumOfBondOrdersToNonHydrogenAtoms or SumOfBondOrdersToHeavyAtoms
+    LBO : LargestBondOrderToNonHydrogenAtoms or LargestBondOrderToHeavyAtoms
+    SB :  NumOfSingleBondsToNonHydrogenAtoms or NumOfSingleBondsToHeavyAtoms
+    DB : NumOfDoubleBondsToNonHydrogenAtoms or NumOfDoubleBondsToHeavyAtoms
+    TB : NumOfTripleBondsToNonHydrogenAtoms or NumOfTripleBondsToHeavyAtoms
+    H :  NumOfImplicitAndExplicitHydrogens
+    Ar : Aromatic
+    RA : RingAtom
+    FC : FormalCharge
+    MN : MassNumber
+    SM : SpinMultiplicity
+
+I<AtomTypes::AtomicInvariantsAtomTypes> module is used to assign atomic invariant
+atom types.
+
+=item B<SetFunctionalClassesToUse>
+
+    $AtomNeighborhoodsFingerprints->SetFunctionalClassesToUse($ValuesRef);
+    $AtomNeighborhoodsFingerprints->SetFunctionalClassesToUse(@Values);
+
+Sets functional classes invariants to use during I<FunctionalClassAtomTypes> value of I<AtomIdentifierType>
+for atom neighborhoods fingerprints generation and returns I<AtomNeighborhoodsFingerprints>.
+
+Possible values for atom functional classes are: I<Ar, CA, H, HBA, HBD, Hal, NI, PI, RA>.
+Default value [ Ref 24 ]: I<HBD,HBA,PI,NI,Ar,Hal>.
+
+The functional class abbreviations correspond to:
+
+    HBD: HydrogenBondDonor
+    HBA: HydrogenBondAcceptor
+    PI :  PositivelyIonizable
+    NI : NegativelyIonizable
+    Ar : Aromatic
+    Hal : Halogen
+    H : Hydrophobic
+    RA : RingAtom
+    CA : ChainAtom
+
+ Functional class atom type specification for an atom corresponds to:
+
+    Ar.CA.H.HBA.HBD.Hal.NI.PI.RA or None
+
+I<AtomTypes::FunctionalClassAtomTypes> module is used to assign functional class atom
+types. It uses following definitions [ Ref 60-61, Ref 65-66 ]:
+
+    HydrogenBondDonor: NH, NH2, OH
+    HydrogenBondAcceptor: N[!H], O
+    PositivelyIonizable: +, NH2
+    NegativelyIonizable: -, C(=O)OH, S(=O)OH, P(=O)OH
+
+=item B<SetMaxNeighborhoodRadius>
+
+    $AtomNeighborhoodsFingerprints->SetMaxNeighborhoodRadius($Radius);
+
+Sets maximum neighborhood radius to use during atom neighborhood fingerprints generation and
+returns I<AtomNeighborhoodsFingerprints>.
+
+=item B<SetMinNeighborhoodRadius>
+
+    $AtomNeighborhoodsFingerprints->SetMinNeighborhoodRadius($Radius);
+
+Sets minimum neighborhood radius to use during atom neighborhood fingerprints generation and
+returns I<AtomNeighborhoodsFingerprints>.
+
+=item B<StringifyAtomNeighborhoodsFingerprints>
+
+    $String = $Fingerprints->StringifyAtomNeighborhoodsFingerprints();
+
+Returns a string containing information about I<AtomNeighborhoodsFingerprints> object.
+
+=back
+
+=head1 AUTHOR
+
+Manish Sud <msud@san.rr.com>
+
+=head1 SEE ALSO
+
+Fingerprints.pm, FingerprintsStringUtil.pm, AtomTypesFingerprints.pm, EStateIndiciesFingerprints.pm,
+ExtendedConnectivityFingerprints.pm, MACCSKeys.pm, PathLengthFingerprints.pm,
+TopologicalAtomPairsFingerprints.pm, TopologicalAtomTripletsFingerprints.pm,
+TopologicalAtomTorsionsFingerprints.pm, TopologicalPharmacophoreAtomPairsFingerprints.pm,
+TopologicalPharmacophoreAtomTripletsFingerprints.pm
+
+=head1 COPYRIGHT
+
+Copyright (C) 2015 Manish Sud. All rights reserved.
+
+This file is part of MayaChemTools.
+
+MayaChemTools is free software; you can redistribute it and/or modify it under
+the terms of the GNU Lesser General Public License as published by the Free
+Software Foundation; either version 3 of the License, or (at your option)
+any later version.
+
+=cut