Source code for cryoef.protocols.protocol_cryoef

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# * Authors:     Grigory Sharov (
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# * MRC Laboratory of Molecular Biology (MRC-LMB)
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import pyworkflow.protocol.params as params
from pwem.protocols import ProtAnalysis3D
from pwem.objects import Volume

from cryoef import Plugin
from ..convert import writeAnglesFn, parseOutput

[docs]class ProtCryoEF(ProtAnalysis3D): """ Protocol for analysing the orientation distribution of single-particle EM data. Find more information at """ _label = 'orientation analysis' def __init__(self, **kwargs): ProtAnalysis3D.__init__(self, **kwargs) def _initialize(self): """ This function is mean to be called after the working dir for the protocol have been set. (maybe after recovery from mapper) """ self._createFilenameTemplates() def _createFilenameTemplates(self): """ Centralize how files are called. """ myDict = { 'anglesFn': self._getExtraPath('input_angles.dat'), 'projections': self._getExtraPath('input_projections.sqlite'), 'output_log': self._getExtraPath('input_angles.log'), 'real space PSF': self._getExtraPath('input_angles_R.mrc'), 'fourier space PSF': self._getExtraPath('input_angles_K.mrc'), 'output_hist': self._getExtraPath('input_angles_PSFres.dat') } self._updateFilenamesDict(myDict) # --------------------------- DEFINE param functions ---------------------- def _defineParams(self, form): form.addSection(label='Input') form.addParam('inputParticles', params.PointerParam, pointerClass='SetOfParticles', pointerCondition='hasAlignmentProj', label="Input particles", important=True, help='Provide input particles with angular information.') form.addParam('symmetryGroup', params.StringParam, default='c1', label="Symmetry", help='If the molecule is asymmetric, set Symmetry group ' 'to C1. Look at the XMIPP Wiki for more details:' '' 'WebHome?topic=Symmetry') form.addParam('diam', params.IntParam, default=200, label='Particle diameter (A)', help='Approximate particle diameter, in Angstroms.') form.addParam('angAcc', params.IntParam, default=1, label='Angular accuracy (deg)', expertLevel=params.LEVEL_ADVANCED, help='Angular accuracy in degrees.') form.addParam('Bfact', params.IntParam, default=160, label='B-factor (A^2)', expertLevel=params.LEVEL_ADVANCED, help='B-factor estimate for your data, if one was ' 'estimated for the 3D reconstruction.') form.addParam('FSCres', params.FloatParam, default=-1, label='FSC resolution (A)', expertLevel=params.LEVEL_ADVANCED, help='FSC resolution using 0.143 criterion. ' 'Default (-1) value means that resolution will be ' 'automatically estimated from B-factor.') form.addParam('maxTilt', params.IntParam, default=45, label='Max tilt angle (deg)', expertLevel=params.LEVEL_ADVANCED, help='Maximum tilt angle allowed for prediction ' 'algorithm, in degrees.') # --------------------------- INSERT steps functions ---------------------- def _insertAllSteps(self): # Insert processing steps self._initialize() self._insertFunctionStep('convertInputStep') self._insertFunctionStep('runCryoEFStep') self._insertFunctionStep('createOutputStep') # --------------------------- STEPS functions -----------------------------
[docs] def convertInputStep(self): """ Convert input angles as expected by cryoEF.""" partSet = self._getInputParticles() anglesFn = self._getFileName('anglesFn') with open(anglesFn, 'a') as f: for part in partSet: writeAnglesFn(part, f)
[docs] def runCryoEFStep(self): """ Call cryoEF with the appropriate parameters. """ args = self._getArgs() param = ' '.join(['%s %s' % (k, str(v)) for k, v in args.items()]) program = Plugin.getProgram() self.runJob(program, param, env=Plugin.getEnviron())
[docs] def createOutputStep(self): partSet = self._getInputParticles() vol = Volume() vol.setSamplingRate(partSet.getSamplingRate()) vol.setObjLabel('real space PSF') vol.setFileName(self._getFileName('real space PSF')) vol2 = Volume() vol2.setSamplingRate(partSet.getSamplingRate()) vol2.setObjLabel('fourier space PSF') vol2.setFileName(self._getFileName('fourier space PSF')) outputs = {'outputVolume1': vol, 'outputVolume2': vol2} self._defineOutputs(**outputs) self._defineSourceRelation(self.inputParticles, vol) self._defineSourceRelation(self.inputParticles, vol2)
# --------------------------- INFO functions ------------------------------ def _summary(self): summary = [] if hasattr(self, 'outputVolume1'): results = list(parseOutput(self._getExtraPath('input_angles.log'))) eff, meanRes, stdev, worstRes, bestRes = results summary.append('Efficiency of the orientation distribution: *%0.2f*' % eff) summary.append('Mean PSF resolution: *%0.2f A*' % meanRes) summary.append('Standard deviation: *%0.2f A*' % stdev) summary.append('Worst PSF resolution: *%0.2f A*' % worstRes) summary.append('Best PSF resolution: *%0.2f A*' % bestRes) else: summary.append("Output is not ready yet.") return summary def _validate(self): errors = [] return errors # --------------------------- UTILS functions ----------------------------- def _getArgs(self): """ Prepare the args dictionary.""" args = {'-f': self._getFileName('anglesFn'), '-b': self._getInputParticles().getFirstItem().getXDim(), '-a': self.angAcc.get(), '-B': self.Bfact.get(), '-D': self.diam.get(), '-g': self.symmetryGroup.get() or 'c1', '-m': self.maxTilt.get() } if self.FSCres.get() != -1: args['-r'] = self.FSCres.get() return args def _getInputParticles(self): return self.inputParticles.get()