SynthonSpace.h

Go to the documentation of this file.

//
// Copyright (C) David Cosgrove 2024.
//
//   @@ All Rights Reserved @@
//  This file is part of the RDKit.
//  The contents are covered by the terms of the BSD license
//  which is included in the file license.txt, found at the root
//  of the RDKit source tree.
//
// This file and others here contain an implementation of
// synthonspace substructure search similar to that described in
// 'Fast Substructure Search in Combinatorial Library Spaces',
// Thomas Liphardt and Thomas Sander,
// J. Chem. Inf. Model. 2023, 63, 16, 5133–5141
// https://doi.org/10.1021/acs.jcim.3c00290
 
#ifndef RDKIT_SYNTHONSPACE_H
#define RDKIT_SYNTHONSPACE_H
 
/*! \file SynthonSpace.h
 
  \brief contains a class for searching combinatorial libraries in
         Synthon format such as Enamine REAL.
 
  \b Note that this functionality is experimental and the API may change
     in future releases.
*/
 
#include <map>
#include <sstream>
#include <string>
#include <vector>
 
#include <boost/dynamic_bitset.hpp>
 
#include <RDGeneral/export.h>
#include <GraphMol/Fingerprints/FingerprintGenerator.h>
#include <GraphMol/GeneralizedSubstruct/XQMol.h>
#include <GraphMol/MolStandardize/Tautomer.h>
#include <GraphMol/SynthonSpaceSearch/SynthonSet.h>
#include <GraphMol/SynthonSpaceSearch/SearchResults.h>
 
namespace RDKit {
class ROMol;
 
namespace RascalMCES {
struct RascalOptions;
}
 
namespace SynthonSpaceSearch {
 
// This the maximum number of connectors that we can deal with at the moment.
// In reality, there may be fewer than this.  However, the key limit is in
// The symbols used for the connectors in Enamine REAL etc.
const std::vector<std::string> CONNECTOR_SYMBOLS{"[U]", "[Np]", "[Pu]", "[Am]"};
constexpr unsigned int MAX_CONNECTOR_NUM{4};
 
struct RDKIT_SYNTHONSPACESEARCH_EXPORT SynthonSpaceSearchParams {
  std::int64_t maxHits{1000};  // The maximum number of hits to return.
                               // Use -1 for no maximum.
  std::uint64_t maxNumFragSets{
      100000};  // The maximum number of fragment sets the query can
                // be broken into.  Big molecules will create huge
                // numbers of fragment sets that may cause excessive
                // memory use.  If the number of fragment sets hits this
                // number, fragmentation stops and the search results
                // will likely be incomplete.
  std::int64_t toTryChunkSize{2500000};  // For similarity searching, especially
  // fingerprint similarity, there can be a
  // very large number of possible hits to
  // screen which can use a lot of memory and
  // crash the program.  It will also be very
  // slow.  To alleviate the memory use, the
  // possible hits are processed in chunks.
  // This parameter sets the chunk size.
 
  std::int64_t hitStart{0};  // Sequence number of hit to start from.  So that
                             // you can return the next N hits of a search
                             // having already obtained N-1.
  bool randomSample{false};  // If true, returns a random sample of the hit
                             // hits, up to maxHits in number.
  int randomSeed{-1};        // Seed for random-number generator.  -1 means use
                             // a random seed (std::random_device).
  bool buildHits{true};  // If false, reports the maximum number of hits that
                         // the search could produce, but doesn't return them.
  int numRandomSweeps{10};  // The random sampling doesn't always produce the
                            // required number of hits in 1 go.  This parameter
                            // controls how many loops it makes to try and get
                            // the hits before giving up.
  double similarityCutoff{0.5};  // Similarity cutoff for returning hits by
                                 // fingerprint similarity.  The default is
                                 // appropriate for a Morgan fingerprint of
                                 // radius=2, it may need changing for other
                                 // fingerprint types.
  double fragSimilarityAdjuster{
      0.1};  // Similarity values for fragments are generally low
             // due to low bit densities.  For the fragment
             // matching, reduce the similarity cutoff
             // by this amount.  A higher number will give slower search
             // times, a lower number will give faster searches at the
             // risk of missing some hits.  The value you use should have
             // a positive correlation with your FOMO.
  double approxSimilarityAdjuster{
      0.1};  // The fingerprint search uses an approximate similarity method
             // before building a product and doing a final check.  The
             // similarityCutoff is reduced by this value for the approximate
             // check.  A lower value will give faster run times at the
             // risk of missing some hits.  The value you use should have a
             // positive correlation with your FOMO.  The default is
             // appropriate for Morgan fingerprints.  With RDKit fingerprints,
             // 0.05 is adequate, and higher than that has been seen to
             // produce long run times.
  unsigned int minHitHeavyAtoms{0};  // Minimum number of heavy atoms in a hit.
  int maxHitHeavyAtoms{-1};          // Maximum number of heavy atoms in a hit.
                                     // -1 means no maximum.
  double minHitMolWt{0};             // Minimum molecular weight for a hit.
  double maxHitMolWt{0};  // Maximum molecular weight for a hit.  0.0 means
                          // no maximum.
  unsigned int minHitChiralAtoms{
      0};                      // Minimum number of chiral atoms in a hit.
  int maxHitChiralAtoms{-1};   // Maximum number of chiral atoms in a hit.
                               // -1 means no maximum.
  std::uint64_t timeOut{600};  // Maximum number of seconds to spend on a single
                               // search.  0 means no maximum.
  int numThreads = 1;  // The number of threads to use.  If > 0, will use that
  // number.  If <= 0, will use the number of hardware
  // threads plus this number.  So if the number of
  // hardware threads is 8, and numThreads is -1, it will
  // use 7 threads.
};
 
class Synthon;
 
class RDKIT_SYNTHONSPACESEARCH_EXPORT SynthonSpace {
  friend class SynthonSet;
  friend class SynthonSpaceSearcher;
  friend class SynthonSpaceFingerprintSearcher;
  friend class SynthonSpaceRascalSearcher;
 
 public:
  explicit SynthonSpace() = default;
  ~SynthonSpace() = default;
  SynthonSpace(const SynthonSpace &other) = delete;
  SynthonSpace &operator=(const SynthonSpace &other) = delete;
  /*!
   * Get the number of different reactions in the SynthonSpace.
   *
   * @return int
   */
  size_t getNumReactions() const;
  /*!
   * Get a list of the names of all the reactions in the SynthonSpace.
   *
   * @return
   */
  std::vector<std::string> getReactionNames() const;
  const std::shared_ptr<SynthonSet> getReaction(std::string reactionName);
  // The Synthons have a PatternFingerprint for screening in substructure
  // searches.  It's important that the screening process creates ones
  // of the same size, so this finds out what size that is.
  unsigned int getPatternFPSize() const;
  // Likewise for the fingerprints used for similarity searching
  unsigned int getFPSize() const;
 
  std::string getInputFileName() const;
 
  /*!
   * Get the total number of products that the SynthonSpace could produce.
   *
   * @return std::int64_t
   */
  std::uint64_t getNumProducts() const;
 
  /*!
   * Get the info string for the fingerprint generator used to
   * generate the stored fingerprints, so the user can query with
   * the same type.
   *
   * @return
   */
  std::string getSynthonFingerprintType() const { return d_fpType; }
 
  /*!
   * Perform a substructure search with the given query molecule across
   * the synthonspace library.  Duplicate SMILES strings produced by
   * different reactions will be returned.
   *
   * @param query : query molecule
   * @param params : (optional) settings for the search
   * @return : the hits as a SearchResults object.
   */
  SearchResults substructureSearch(
      const ROMol &query,
      const SubstructMatchParameters &matchParams = SubstructMatchParameters(),
      const SynthonSpaceSearchParams &params = SynthonSpaceSearchParams());
 
  /*!
   * Perform a substructure search with the given generalized query
   * molecule across the synthonspace library.  Duplicate SMILES strings
   * produced by different reactions will be returned.
   *
   * @param query : query molecule
   * @param params : (optional) settings for the search
   * @return : the hits as a SearchResults object.
   */
  SearchResults substructureSearch(
      const GeneralizedSubstruct::ExtendedQueryMol &query,
      const SubstructMatchParameters &matchParams = SubstructMatchParameters(),
      const SynthonSpaceSearchParams &params = SynthonSpaceSearchParams());
 
  /*!
   * Perform a fingerprint similarity search with the given query molecule
   * across the synthonspace library.  Duplicate SMILES strings produced by
   * different reactions will be returned.
   * @param query : query molecule
   * @param fpGen: a FingerprintGenerator object that will provide the
   *               fingerprints for the similarity calculation
   * @param params : (optional) settings for the search
   * @return : the hits as a SearchResults object.
   */
  SearchResults fingerprintSearch(
      const ROMol &query, const FingerprintGenerator<std::uint64_t> &fpGen,
      const SynthonSpaceSearchParams &params = SynthonSpaceSearchParams());
 
  // Perform a RASCAL similarity search with the given query molecule
  // across the synthonspace library.  Duplicate SMILES strings produced by
  // different reactions will be returned.
  /*!
   *
   * @param query : query molecule
   * @param rascalOptions: RASCAL options.  The similarityThreshold value
   *                       in the rascalOptions will be used rather than
   *                       params.similarityCutoff,
   *                       but params.fragSimilarityAdjuster will be used
   *                       to adjust the threshold for the fragment
   *                       comparisons.
   * @param params : (optional) settings for the search
   * @return : the hits as a SearchResults object.
   */
  SearchResults rascalSearch(
      const ROMol &query, const RascalMCES::RascalOptions &rascalOptions,
      const SynthonSpaceSearchParams &params = SynthonSpaceSearchParams());
 
  /*!
   *
   * @param inFilename: name of the file containing the synthon-based library.
   *
   * The original format is:
   * all lines are tab-separated
   * first line:SMILES  synton_id       synton# reaction_id
   * Note the spelling "synton" from the original paper/example file.
   * Subsequent lines have a single reagent e.g.
   * OCC([U])=NN=[Np]           1-1     0       triazole-1
   * C1CCCC1N([Pu])[U]          2-1     1       triazole-1
   * CC1CCN(C1)C(=[Np])[Pu]             3-1     2       triazole-1
   *
   * Other acceptable formats are as above, but with a 5th column "release":
   * SMILES     synton_id       synton# reaction_id release
   *
   * or a comma-separated equivalent of the first format:
   * SMILES,synton_id,synton_role,reaction_id
   * but with the 3rd column named differently but with the same meaning.
   * The formatting of the first 2 formats has been relaxed such that any
   * whitespace may be used as the field separator.
   *
   * Attachment points are U, Np, Pu and Am for up to 4 synthons per reaction.
   * A product is created by taking a synthon from each synton# value and
   * combining by replacing matching trans-uranic elements and replacing them
   * with a direct bond of the appropriate type.
   * A more (for RDKit) conventional connection flag of isotope labelled
   * dummy atoms is also accepted ([1*] etc.).
   * Throws a std::runtime_error if it doesn't think the format is correct,
   * which it does by checking that the first line is as above and subsequent
   * lines have appropriate number of fields.
   * If it receives a SIGINT, returns cancelled=true.
   */
  void readTextFile(const std::string &inFilename, bool &cancelled);
  void readStream(std::istream &is, bool &cancelled);
 
  /*!
   * Writes to a binary DB File in our format.
   *
   * @param outFilename: the name of the file to write.
   */
  void writeDBFile(const std::string &outFilename) const;
 
  /*!
   * Reads from a binary DB File in our format.
   *
   * @param inFilename: the name of the file to read.
   * @param numThreads: number of threads to use in reading.  If negative,
   *                    adds the number to the number of hardware threads
   *                    available.
   */
  void readDBFile(const std::string &inFilename, int numThreads = 1);
 
  /*!
   * Write a summary of the SynthonSpace to given stream.
   *
   * @param os: stream
   */
  void summarise(std::ostream &os);
 
  /*!
   * Writes the enumerated library to file in SMILES format
   * (1 compound per line, SMILES name)
   *
   * @param outFilename: name of the file to write
   */
  void writeEnumeratedFile(const std::string &outFilename) const;
  void enumerateToStream(std::ostream &os) const;
 
  /*!
   * Create the fingerprints for the synthons ready for fingerprint searches.
   * Will be done by the fingerprint search if not done ahead of time.
   *
   * @param fpGen: a fingerprint generator of the appropriate type
   */
  void buildSynthonFingerprints(
      const FingerprintGenerator<std::uint64_t> &fpGen);
 
 protected:
  unsigned int getMaxNumSynthons() const { return d_maxNumSynthons; }
 
  bool hasFingerprints() const;
 
  bool hasAddAndSubstractFingerprints() const;
 
  // Take the SMILES for a Synthon and if it's not in
  // d_synthonPool make it and add it.  If it is in the pool,
  // just look it up.  Either way, return a pointer to the
  // Synthon.
  Synthon *addSynthonToPool(const std::string &smiles);
  std::shared_ptr<SynthonSet> addReactionToPool(
      const std::string &reactionName);
 
  // Just do the lookup, and return nullptr if not found.
  Synthon *getSynthonFromPool(const std::string &smiles) const;
 
 private:
  std::string d_fileName;
  // The reactions, keyed on their IDs as the first value
  // in the pair.
  std::vector<std::pair<std::string, std::shared_ptr<SynthonSet>>> d_reactions;
  // Keep the value of the maximum number of synthon sets used by
  // any of the reactions.  There's no point fragmenting any
  // query into more than this number of fragments.  Shouldn't
  // ever be higher than 4 at present.
  unsigned int d_maxNumSynthons{0};
  std::uint64_t d_numProducts{0};
 
  // This is actually 1000 * major version + 10 * minor version
  // and hence the full version number.
  std::int32_t d_fileMajorVersion{-1};
 
  // The pool of all synthons, keyed on SMILES string.  Synthons
  // are frequently re-used in different reactions, so this means
  // they're only stored once.  They will be sorted and searched
  // for via first, which is its SMILES string.
  std::vector<std::pair<std::string, std::unique_ptr<Synthon>>> d_synthonPool;
 
  // For the similarity search, this records the generator used for
  // creating synthon fingerprints that are read from a binary file.
  std::string d_fpType;
 
  SearchResults extendedSearch(const MolBundle &query,
                               const SubstructMatchParameters &matchParams,
                               const SynthonSpaceSearchParams &params);
  SearchResults extendedSearch(
      const GeneralizedSubstruct::ExtendedQueryMol::TautomerBundle_T &query,
      const SubstructMatchParameters &matchParams,
      const SynthonSpaceSearchParams &params);
  SearchResults extendedSearch(const TautomerQuery &query,
                               const SubstructMatchParameters &matchParams,
                               const SynthonSpaceSearchParams &params);
};
 
/*!
 * Convert the text file into the binary DB file in our format.
 * Equivalent to readTextFile() followed by writeDBFile().
 * If a fingerprint generator is provided, fingerprints will
 * be created for all the synthons, which can be time-consuming.
 * @param inFilename name of the text file to read
 * @param outFilename name of the binary file to write
 * @param cancelled whether it received a SIGINT
 * @param fpGen optional fingerprint generator
 */
RDKIT_SYNTHONSPACESEARCH_EXPORT void convertTextToDBFile(
    const std::string &inFilename, const std::string &outFilename,
    bool &cancelled,
    const FingerprintGenerator<std::uint64_t> *fpGen = nullptr);
 
/*!
 * Format an integer with spaces every 3 digits for ease
 * of reading.
 *
 * @return std::string
 */
RDKIT_SYNTHONSPACESEARCH_EXPORT std::string formattedIntegerString(
    std::int64_t value);
 
}  // namespace SynthonSpaceSearch
}  // namespace RDKit
 
#endif  // RDKIT_SYNTHONSPACE_H