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// OpenMS -- Open-Source Mass Spectrometry
// --------------------------------------------------------------------------
// Copyright The OpenMS Team -- Eberhard Karls University Tuebingen,
// ETH Zurich, and Freie Universitaet Berlin 2002-2013.
//
// This software is released under a three-clause BSD license:
// * Redistributions of source code must retain the above copyright
// notice, this list of conditions and the following disclaimer.
// * Redistributions in binary form must reproduce the above copyright
// notice, this list of conditions and the following disclaimer in the
// documentation and/or other materials provided with the distribution.
// * Neither the name of any author or any participating institution
// may be used to endorse or promote products derived from this software
// without specific prior written permission.
// For a full list of authors, refer to the file AUTHORS.
// --------------------------------------------------------------------------
// THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS"
// AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE
// IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE
// ARE DISCLAIMED. IN NO EVENT SHALL ANY OF THE AUTHORS OR THE CONTRIBUTING
// INSTITUTIONS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL,
// EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO,
// PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS;
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// OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF
// ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
//
// --------------------------------------------------------------------------
// $Maintainer: Clemens Groepl $
// $Authors: $
// --------------------------------------------------------------------------
#ifndef OPENMS_TRANSFORMATIONS_FEATUREFINDER_SIMPLEEXTENDER_H
#define OPENMS_TRANSFORMATIONS_FEATUREFINDER_SIMPLEEXTENDER_H
#include <OpenMS/TRANSFORMATIONS/FEATUREFINDER/FeaFiModule.h>
#include <OpenMS/MATH/STATISTICS/AveragePosition.h>
#include <queue>
#include <iostream>
#include <fstream>
namespace OpenMS
{
/**
@brief Simple feature extension algorithm
This algorithm implements the extension phase of the FeatureFinder
as described by Groepl et al. (2005)
We want to determine a region around a seed that is
provided by the seeder. Initially, this region is
empty. The boundary of this region is implemented
using a MutablePriorityQueue which contains only
the seed at the beginning.
At each step, we choose a data point from the boundary,
move it into the region and explore the neigbourhood of
this point in a cross-wise manner (m/z up, m/z down, rt up
and rt down). During this exploration we compute the priority
of all encountered points as a function of the distance from
the extracted point. If this priority exceeds a threshold,
we insert the corresponding point into the boundary and proceed.
We stop the extension phase if all peaks contained in the
boundary have an intensity lower than a threshold or are too
distant from the centroid of the feature.
@image html SimpleExtender.png
@htmlinclude OpenMS_SimpleExtender.parameters
@ingroup FeatureFinder
*/
template <class PeakType, class FeatureType>
class SimpleExtender :
public FeaFiModule<PeakType, FeatureType>,
public FeatureFinderDefs
{
public:
typedef FeaFiModule<PeakType, FeatureType> Base;
/// Intensity of a data point
typedef typename Base::IntensityType IntensityType;
/// Coordinates of a point (m/z and rt)
typedef typename Base::CoordinateType CoordinateType;
/// Priority of a point (see below)
typedef DoubleReal ProbabilityType;
/// Constructor
SimpleExtender(const MSExperiment<PeakType> * map, FeatureMap<FeatureType> * features, FeatureFinder * ff) :
Base(map, features, ff),
last_pos_extracted_()
{
this->setName("SimpleExtender");
this->defaults_.setValue("dist_mz_up", 6.0, "Maximum high m/z distance of peak in the region/boundary from the seed.");
this->defaults_.setMinFloat("dist_mz_up", 0.0);
this->defaults_.setValue("dist_mz_down", 2.0, "Maximum low m/z distance of peak in the region/boundary from the seed.");
this->defaults_.setMinFloat("dist_mz_down", 0.0);
this->defaults_.setValue("dist_rt_up", 5.0, "Maximum high RT distance of peak in the region/boundary from the seed.");
this->defaults_.setMinFloat("dist_rt_up", 0.0);
this->defaults_.setValue("dist_rt_down", 5.0, "Maximum low RT distance of peak in the region/boundary from the seed.");
this->defaults_.setMinFloat("dist_rt_down", 0.0);
// priority check is per default switched off
// these values were used for the Myoglobin quantification project
// DON'T REMOVE THIS
this->defaults_.setValue("priority_thr", -0.1, "Minimum priority for data points to be included into the boundary of the feature (default 0.0). The priority of a data point is a function of its intensity and its distance to the last point included into the feature region. Setting this threshold to zero or a very small value is usually a good idea.", StringList::create("advanced"));
this->defaults_.setValue("intensity_factor", 0.03, "Influences for intensity (ion count) threshold in the feature extension. We include only raw data points into this region if their intensity is larger than [intensity_factor * (intensity of the seed)].");
this->defaults_.setMinFloat("intensity_factor", 0.0);
this->defaults_.setMaxFloat("intensity_factor", 1.0);
this->defaultsToParam_();
}
/// destructor
virtual ~SimpleExtender()
{
}
/// return next seed
void extend(const ChargedIndexSet & seed_region, ChargedIndexSet & result_region)
{
// empty region and boundary datastructures
result_region.clear();
priorities_.clear();
running_avg_.clear();
boundary_ = std::priority_queue<IndexWithPriority, std::vector<IndexWithPriority>, typename IndexWithPriority::PriorityLess>();
#ifdef DEBUG_FEATUREFINDER
std::vector<IndexPair> debug_vector;
#endif
// find maximum of region (seed)
CoordinateType max_intensity = 0.0;
IndexPair seed;
for (IndexSet::const_iterator citer = seed_region.begin(); citer != seed_region.end(); ++citer)
{
if (this->getPeakIntensity(*citer) > max_intensity)
{
seed = *citer;
max_intensity = this->getPeakIntensity(seed);
}
}
// remember last extracted point (in this case the seed !)
last_pos_extracted_[Peak2D::RT] = this->getPeakRt(seed);
last_pos_extracted_[Peak2D::MZ] = this->getPeakMz(seed);
// Add peaks received from seeder directly to boundary
for (IndexSet::const_iterator citer = seed_region.begin(); citer != seed_region.end(); ++citer)
{
ProbabilityType priority = computePeakPriority_(*citer);
priorities_[*citer] = priority;
boundary_.push(IndexWithPriority(*citer, priority));
}
// pass on charge information
result_region.charge = seed_region.charge;
// re-compute intensity threshold
intensity_threshold_ = (DoubleReal)(this->param_).getValue("intensity_factor") * this->getPeakIntensity(seed);
#ifdef DEBUG_FEATUREFINDER
std::cout << "\n";
std::cout << "Extending from " << this->getPeakRt(seed) << "/" << this->getPeakMz(seed) << std::endl;
std::cout << "Intensity of seed " << this->getPeakIntensity(seed);
std::cout << " (" << seed.first << "/" << seed.second << ")" << std::endl;
std::cout << "Intensity_threshold: " << intensity_threshold_ << std::endl;
#endif
while (!boundary_.empty())
{
// remove peak with highest priority
const IndexPair current_index = boundary_.top().index;
boundary_.pop();
// check for corrupt index
OPENMS_PRECONDITION(current_index.first < (*this->map_).size(), "Scan index outside of map!");
OPENMS_PRECONDITION(current_index.second < (*this->map_)[current_index.first].size(), "Peak index outside of scan!");
// remember last extracted peak
last_pos_extracted_[Peak2D::RT] = this->getPeakRt(current_index);
last_pos_extracted_[Peak2D::MZ] = this->getPeakMz(current_index);
// Now we explore the neighbourhood of the current peak. Points in this area are included
// into the boundary if their intensity is not too low and they are not too
// far away from the seed.
// Add position to the current average of positions weighted by intensity
running_avg_.add(last_pos_extracted_, this->getPeakIntensity(current_index));
// explore neighbourhood of current peak
moveMzUp_(current_index);
moveMzDown_(current_index);
moveRtUp_(current_index);
moveRtDown_(current_index);
// set peak flags and add to boundary
this->ff_->getPeakFlag(current_index) = USED;
#ifdef DEBUG_FEATUREFINDER
debug_vector.push_back(current_index);
#endif
result_region.insert(current_index);
} // end of while ( !boundary_.empty() )
#ifdef DEBUG_FEATUREFINDER
std::cout << "Feature region size: " << result_region.size() << std::endl;
#endif
#ifdef DEBUG_FEATUREFINDER
static UInt number = 1;
writeDebugFile_(debug_vector, number++);
debug_vector.clear();
#endif
return;
} // end of extend
/**
@brief A helper structure to sort indizes by their priority.
This structure is used to keep track of the boundary of a
feature. After a peak is found during the extension phase,
we compute its priority (which is dependant on its distance from
the point that was the last to be extracted from the boundary
and its intensity). If this priority is large enough, we include
the point into the boundary. The boundary (which is implemented
as mutable priority queue) sorts the peaks by this priority.
*/
struct IndexWithPriority
{
IndexWithPriority(const FeatureFinderDefs::IndexPair & i, DoubleReal p) :
index(i),
priority(p)
{
}
IndexPair index;
ProbabilityType priority;
///Compares two indizes by priority.
struct PriorityLess
{
inline bool operator()(const IndexWithPriority & x, const IndexWithPriority & y) const
{
return x.priority < y.priority;
}
};
};
protected:
virtual void updateMembers_()
{
dist_mz_up_ = this->param_.getValue("dist_mz_up");
dist_mz_down_ = this->param_.getValue("dist_mz_down");
dist_rt_up_ = this->param_.getValue("dist_rt_up");
dist_rt_down_ = this->param_.getValue("dist_rt_down");
priority_threshold_ = this->param_.getValue("priority_thr");
}
/// write DTA2D debug file for the feature with index @p nr_feat
void writeDebugFile_(const std::vector<IndexPair> & peaks, UInt nr_feat)
{
String filename = String(nr_feat).fillLeft('0', 4) + "_Extension.dta2d";
std::ofstream file(filename.c_str());
for (Size i = 0; i < peaks.size(); ++i)
{
file << this->getPeakRt(peaks[i]) << " " << this->getPeakMz(peaks[i]) << " " << peaks.size() - i << std::endl;
}
file.close();
}
/// Checks if the current peak is too far from the centroid
bool isTooFarFromCentroid_(const IndexPair & index)
{
//Corrupt index
OPENMS_PRECONDITION(index.first < (*this->map_).size(), "Scan index outside of map!");
OPENMS_PRECONDITION(index.second < (*this->map_)[index.first].size(), "Peak index outside of scan!");
const DPosition<2> & curr_mean = running_avg_.getPosition();
if (this->getPeakMz(index) > curr_mean[Peak2D::MZ] + dist_mz_up_ ||
this->getPeakMz(index) < curr_mean[Peak2D::MZ] - dist_mz_down_ ||
this->getPeakRt(index) > curr_mean[Peak2D::RT] + dist_rt_up_ ||
this->getPeakRt(index) < curr_mean[Peak2D::RT] - dist_rt_down_)
{
//too far
return true;
}
//close enough
return false;
}
/// Extends the seed into positive m/z direction
void moveMzUp_(const IndexPair & index)
{
try
{
IndexPair tmp = index;
while (true)
{
this->getNextMz(tmp);
if (isTooFarFromCentroid_(tmp)) break;
checkNeighbour_(tmp);
}
}
catch (NoSuccessor)
{
}
}
/// Extends the seed into negative m/z direction
void moveMzDown_(const IndexPair & index)
{
try
{
IndexPair tmp = index;
while (true)
{
this->getPrevMz(tmp);
if (isTooFarFromCentroid_(tmp)) break;
checkNeighbour_(tmp);
}
}
catch (NoSuccessor)
{
}
}
/// Extension into positive rt dimension
void moveRtUp_(const IndexPair & index)
{
try
{
IndexPair tmp = index;
while (true)
{
this->getNextRt(tmp);
if (isTooFarFromCentroid_(tmp)) break;
checkNeighbour_(tmp);
}
}
catch (NoSuccessor)
{
}
}
/// Extends the seed into negative retention time direction
void moveRtDown_(const IndexPair & index)
{
try
{
IndexPair tmp = index;
while (true)
{
this->getPrevRt(tmp);
if (isTooFarFromCentroid_(tmp)) break;
checkNeighbour_(tmp);
}
}
catch (NoSuccessor)
{
}
}
/// Computes the priority of a peak as function of intensity and distance from seed.
ProbabilityType computePeakPriority_(const IndexPair & index)
{
return (*this->map_)[index.first][index.second].getIntensity();
}
/// Checks the neighbours of the current for insertion into the boundary.
void checkNeighbour_(const IndexPair & index)
{
//Corrupt index
OPENMS_PRECONDITION(index.first < (*this->map_).size(), "Scan index outside of map!");
OPENMS_PRECONDITION(index.second < (*this->map_)[index.first].size(), "Peak index outside of scan!");
// skip this point if its intensity is too low
if (this->getPeakIntensity(index) <= intensity_threshold_)
{
return;
}
if (this->ff_->getPeakFlag(index) == UNUSED)
{
DoubleReal pr_new = computePeakPriority_(index);
if (pr_new > priority_threshold_)
{
//std::map<IndexPair, DoubleReal>::iterator piter = priorities_.find(index);
this->ff_->getPeakFlag(index) = USED;
priorities_[index] = pr_new;
boundary_.push(IndexWithPriority(index, pr_new));
}
}
}
/// keeps an running average of the peak coordinates weighted by the intensities
Math::AveragePosition<2> running_avg_;
/// Keeps track of peaks already included in the boundary (value is priority of peak)
std::map<IndexPair, ProbabilityType> priorities_;
/// Position of last peak extracted from the boundary (used to compute the priority of neighbouring peaks)
DPosition<2> last_pos_extracted_;
/// Represents the boundary of a feature
std::priority_queue<IndexWithPriority, std::vector<IndexWithPriority>, typename IndexWithPriority::PriorityLess> boundary_;
/// Mininum intensity of a boundary point. Calculated from 'intensity_factor' and the seed intensity
IntensityType intensity_threshold_;
/// Maximum distance to seed in positive m/z
CoordinateType dist_mz_up_;
/// Maximum distance to seed in negative m/z
CoordinateType dist_mz_down_;
/// Maximum distance to seed in positive retention time
CoordinateType dist_rt_up_;
/// Maximum distance to seed in negative retention time
CoordinateType dist_rt_down_;
/// Minium priority for points in the feature region (priority is function of intensity and distance to seed)
ProbabilityType priority_threshold_;
/// charged index set
ChargedIndexSet region_;
private:
/// Not implemented
SimpleExtender();
/// Not implemented
SimpleExtender & operator=(const SimpleExtender &);
/// Not implemented
SimpleExtender(const SimpleExtender &);
};
}
#endif // OPENMS_TRANSFORMATIONS_FEATUREFINDER_SIMPLEEXTENDER_H
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