Boulder Laboratory for 3-Dimensional Electron Microscopy of Cells
FINDBEADS3D(1) FINDBEADS3D(1)
NAME
findbeads3d - Find spherical densities in a volume
SYNOPSIS
findbeads3d [options] input_image_file output_model_file
DESCRIPTION
Findbeads3d will find gold particles and other spherical densities in
tomograms. Given the diameter of the beads, it will search for particles of
this size and store their locations in a model along with the strengths of
their correlations with an average particle. It will automatically
determine the threshold strength that separates the gold particles from
lesser densities.
The search occurs in two phases. First, density is summed over small cubes
centered on each pixel, about 3/8 of the bead diameter on a side, and local
peaks in the summed density are found. The peak strength is measured by an
integral of the densities relative to the background denisty. When two of
these candidate peaks are too close together, the weaker one is eliminated.
The integrals are scaled so that they range up to 1, a subset of the
strongest peaks are selected, and an average bead is obtained by extracting
a small volume at each selected peak location. By default, the subset is
selected by analyzing a histogram of the peak strengths to find a dip
separating the gold from weaker features; however, the -threshold option can
be used to specify a number of peaks to use or a relative peak strength to
use as the threshold.
In the second phase, the average bead is cross-correlated with subvolumes at
all of the candidate peak locations from the first phase. This time the
value of the cross-correlation (not a normalized correlation coefficient) is
taken as the peak strength, and again they are scaled to range up to 1. A
selection of the strongest peak locations are then written to the output
model. Again, the default method for this selection is to analyze a
histogram of peak strengths for a dip between beads and weaker peaks, but
the number of points stored in the model can also be controlled with the
-store option.
The output model consists of a scattered point object with one point per
contour. The peak strength is stored as a general value, and the object
properties are generally set so that only points above threshold are
displayed. However, points below threshold generally do exist and need to be
removed before reprojecting the points with Tilt. To see all of the
points, adjust the threshold, or delete points below the threshold, load the
model into 3dmod and open the Bead Fixer in Seed mode. The Bead Fixer will
have a slider for adjusting the threshold, a checkbox to controlling whether
points below threshold will be displayed, and a button to delete points
below threshold. Since these points are located on many Z planes, be sure
to check "Delete on all sections" before deleting the points.
The tomogram can be built from binned down aligned images, and the model
will load correctly on an unbinned tomogram. Also, a reprojection of the
points by Tilt will load correctly on an unbinned or a binned aligned
stack. Findbeads3d will work much faster on a binned tomogram and may even
work better, as long as the bead size in the binned tomogram is at least 5
pixels.
The tomogram needs to be thicker than normal because the program cannot find
beads too close to the surfaces of the tomogram. With the typical
elongation taken into account, the program will find only the beads that are
more than ~1.1 bead diameters from the surface. If gold is on two surfaces,
thickness thus needs to be at least 2.2 bead diameters more than the
average distance between the surfaces, which is indicated in the Surface
Analysis output of Tiltalign as "Thickness at Z intercepts". To the
extent that beads do not lie exactly in planes, even more thickness will be
required; 3 diameters might be a good starting point.
Findbeads3d uses the PIP package for input exclusively (see the manual page
for pip). The following options can be specified either as command line
arguments (with the -) or one per line in a command file or parameter file
(without the -):
-input OR -InputFile File name
Input file with image volume
-output OR -OutputFile File name
Output file for model of correlation peaks
-candidate OR -CandidateModel File name
-size OR -BeadSize Floating point
Diameter of beads in pixels, a required entry. If the volume is binned,
this size can be entered in unbinned pixels and the -binning entry used to
specify the binning.
-binning OR -BinningOfVolume Integer
The current binning of the image volume. The entered bead size is divided
by this binning to obtain the actual size of the beads in the volume.
-light OR -LightBeads
Beads are light on dark background
-angle OR -AngleRange Two floats
Starting and ending tilt angles, for computing the elongation factor due
to the missing wedge in single-axis tomograpy. The elongation is computed
using a formula in Radermacher (1988), with the maximum tilt angle for
that formula taken as the mean of the absolute values of the minimum and
maximum angles of the series.
-tilt OR -TiltFile File name
File with tilt angles, for computing elongation factor from the minimum
and maximum tilt angle, as just described. Only one of -angle and -tilt
may be entered.
-ylong OR -YAxisElongated
Features are elongated by the missing wedge along the Y axis instead of
the Z axis. This entry is needed when analyzing a tomogram as produced by
Tilt with Z slices along the tilt axis and Y perpendicular to the plane
of the specimen.
-peakmin OR -MinRelativeStrength Floating point
Minimum relative peak strength for keeping a peak in the analysis. Too
many weak peaks can prevent a dip from showing up in the smoothed
histogram of strengths. The default is 0.05. If the program fails to
find a histogram dip, one strategy is to try raising this value.
-threshold OR -ThresholdForAveraging Floating point
Threshold relative peak strength or number of beads for averaging. With a
non-zero entry, selected beads from the first round of filtering and
correlation are averaged to produce a reference for a second round. If a
negative value is entered, the program will analyze the histogram of peak
strengths and find the dip indicating the best boundary between actual and
false beads. The value has 4 different meanings depending on the range:
Greater than 1: an absolute number of beads with the strongest peaks
Between 0 and 1: minimum relative peak strength
Between 0 and -1: negative of strongest fraction of peaks above
histogram dip (e.g., -0.33 for the strongest 1/3 of the peaks above the
dip)
-2: 1/4 of way from histogram dip to histogram peak (the default)
-store OR -StorageThreshold Floating point
Threshold relative peak strength for storing peaks in model. With a value
of 0 (the default), the program will find the dip in the histogram of peak
strengths, find the mean and SD of the strengths above the dip, and store
all of the beads above the dip plus additional ones below the dip. The
latter will be up to the 5 SD's below the mean or up to the number of ones
above the dip. Enter a number between 0 and 1 to specify a relative
strength above which peaks will be stored. Enter a negative number to
specify the number to store as a fraction of the number above the
histogram dip (e.g., -1 for all points above the dip, -0.33 for the
strongest 1/3 above the dip, -1.33 for all above plus 1/3 that many below
the dip.) If you use the default, or a number below -1, then you must
examine the points in 3dmod, adjust the threshold if necessary, and delete
points below the threshold.
-spacing OR -MinSpacing Floating point
Minimum spacing between peaks as a fraction of the bead size. When two
peaks are closer than this distance apart, the weaker one is eliminated
unless the -both option is entered. The default is 0.9. A value less
than 1 is helpful for picking both beads in a pair.
-both OR -EliminateBoth
Eliminate both peaks when their spacing is below the minimum spacing
-guess OR -GuessNumBeads Integer
A guess for the number of beads. This entry may sometimes be required to
help the program find a dip in the histogram, especially if there are very
few beads. The number can be an underestimate and a very rough estimate.
Use this entry if a histogram dip is found at a rather high peak strength
with few peaks above it.
-max OR -MaxNumBeads Integer
The maximum possible number of beads to look for. Only this number of
peaks will be retained and used for finding the histogram dip. If the
program fails to find a histogram dip, try entering a value that is at
least twice the estimated number of beads. The default is 50000.
-verbose OR -VerboseOutput Integer
Enter 1 for diagnostic output, 2 for listing of peaks, and 3 or 4 for
verbose output from the histogram routines
-param OR -ParameterFile Parameter file
Read parameter entries from file
-help OR -usage
Print help output
-StandardInput
Read parameter entries from standard input.
HISTORY
Written by David Mastronarde 12/10/08