Chapter 5
Warping 2D Gel Images
5.1 The Gel Image Pair View
The Gel Image Pair View shows a gel pair and lets you create or refine a warp transform between
them.
| Figure 5.1: | The Gel Image Pair View, also named Dual Image View, or, in short, Dual View |
|
Open the Gel Image Pair View of Delta2D by double clicking on the gel pair's cell in the Project
Manager table. The Gel Image Pair View will open and the referred gel pair is automatically
loaded.
The images are loaded after a fixed scheme: the gel image in the table row is loaded as the master
image, the other one (in the table column) takes the role of the sample image that will be
warped.
From the gel images, a dual channel image is automatically generated: the master image
is colored blue while the sample image will be displayed in orange color. Shades of
black1
are generated where both images have dark regions, i.e. spots. You can click on the tabs at the bottom of
the Dual View window to switch quickly between displaying the master, sample, or dual channel
image. You can use as well Ctrl + Space and Ctrl + Shift + Space to switch between these
tabs.
________________________________________________________________________________
-
Note:
- Delta2D can use any color scheme to produce a dual channel image. When you first
start it, it will be set to the default color scheme: white for background, a shade of blue
for master spots, and a shade of orange for sample spots. Regions with overlapping
spots are colored black. For changing the color scheme, please refer to section 5.13.
| Figure 5.2: | The tabs for controlling image visibility |
|
At the top you see the menu bar and an icon bar. On the left-hand side is a vertical panel, the Tool
Panel (Figure 5.3).
The Tool Panel
is a vertical panel with five tool buttons. They are used for activating the match
,
spots
, edit spots
, zoom
, and labels tool
, respectively.
| Figure 5.3: | The tool panel. |
|
Table 5.1 explains the meaning of the tool buttons in detail. At any given time there can be only one
tool active. Depending on the tool you have activated, Delta2D will react differently to your mouse
actions and adapt the visible overlays. For example, activating the label tool and then clicking on a gel
image will create a new label. If the match tool is activated however, a mouse click will create a new
match vector.
 | Match vector tool. In match vector mode, only the match vector
overlay is visible, mouse clicks define corresponding gel positions. |
 | Spots tool. Only the spots overlay will be visible. If no spot boundaries
are present, spot detection and quantitation will be started. On present
spots, this tool enables you to select, mark, hide, and cancel spots,
and to exclude spots from or include them into normalization. allow
selection of spots and spot groups. |
 | Edit Spots tool. Click here to switch to the edit spots mode. Available
edit markers become visible, you can add, split and fuse spots (details
in sec. 6.5). |
 | Zoom tool. This is the initially active tool. All other layers (except edit
markers) are visible. Use this tool to control image zoom by clicking
into or dragging a rectangle around interesting regions of the image. |
 | Labels tool. The labels overlay remains or becomes visible, the other
overlays are hidden. Use this tool to create and edit labels. |
| Table 5.1: | Buttons on the tool panel. |
|
The Icon Bar
| Figure 5.4: | The icon bar of the Gel Pair View |
|
The tool bar is located at the top of the window, right below the menu bar. Table 5.2 shows the
meaning of the buttons.
| |
|
|
|
| | Export the warped or unwarped sample image as image to disk. |
| Export the dual channel image as image to disk. |
| Open a snapshot window, that contains the whole gel image as it is now. |
|
| | Open the preferences dialog |
|
| | Zoom in |
| Zoom out |
| Zoom 1:1 |
| Fit the image into the window, such that it can be seen completely inside the
window. |
|
| | Import a match map |
| Export the current match map |
|
| Warp | Apply the current warp mode to the sample image |
| Disable warping operations and show sample image in its unwarped state. |
| Current warp mode: Select the warp mode for this sample gel image. |
| Find Match Vectors: Apply the SmartVectors Technology to receive an
automatically genreated match map. |
|
| | Show image histograms |
| Equalize images |
| Show or hide the foreground of images |
| Show or hide the background of images |
|
| | Help. . . |
| About. . . |
|
|
|
| | |
| Table 5.2: | Buttons on the icon bar and what they do. |
|
_________________________________________________________________________________________________________________________________________________________
-
Note:
- The icon bar, the tool panel and any similar looking component of Delta2D can be torn
off and placed anywhere on your screen by clicking on its "handle" at its beginning
and dragging it to the desired place. To reattach it to the main window, simply close
the small window of the respective bar.
The Status Bar
| Figure 5.5: | The status bar of the Gel Pair View |
|
The status bar, located at the bottom of the Gel Image Pair View window, shows some useful
information about your work:
-
Position and zoom level
- The left field of the status bar shows the coordinates of the mouse
cursor in relation to the gel image. This makes it easy to evaluate the mouse position in a
higher zoom level, to locate a certain spot quickly, as well as to access the size of a spot.
In brackets near the coordinates, the zoom level is indicated.
-
Image Size, Match Vector count, Spots count
- The middle field indicates the outer
bounds of both images. This means the horizontal size of the broader of both images and
the vertical size of the higher one. This value refers to the original images, no matter how
the prescale is used. Besides, you get a quick information on how many match vectors and
how many spot boundaries are present in this pair of images.
-
Memory use
- The right part shows the amount of memory currently used in relation to
currently reserved memory. Double click on this field to free unused memory.
5.2 Configuring the Display Using Rollups
Rollups are little windows that are floating above the main window. They can be collapsed to use only a
minimum of screen space.
The Colors Rollup
The Colors rollup contains the current color scheme. You see a colored square
that shows how master and sample image intensities map to colors. Consider it as a diagram with two
axes: on the vertical axis is the intensity of a sample spot, and master spot intensities are shown on
the horizontal axis. The color code for common background pixels is in the bottom left
corner, common spots have the color of the top right corner. For any possible combination
of master and sample intensities, the diagram shows the color code that is displayed by
Delta2D.
Move the mouse pointer over the dual channel image and watch the color square. A small circle inside
the color square shows the current location in the color diagram. A numerical display of the intensity
ratio (sample / master) is shown below the color square. Even though these values are computed only
for small regions of the gel images, they are already quite useful indicators for the expression ratio of a
spot.
Click inside the color square to change the color scheme. A menu appears, giving you the
opportunity to change the used color scheme (see sec.5.13) and to switch directly between the absolute
mode (standard setting) and the ratio mode (see sec.5.13).
| Figure 5.6: | The colors rollup |
|
The Overlays Rollup
The Overlays containing the various objects that are overlaid on top of
the gel images: match vectors, spots, and labels, are generally controlled by the working
context, i.e. the activated tool; but you can controll them manually as well with the Overlays
Rollup.
| Figure 5.7: | The overlays rollup |
|
You can control the visibility of the spots and labels on both images separately using the
left or right button, respectively. Match vectors can only be controlled as a whole for both
images.
Clicking one of the small control buttons will toggle the visibility of the respective objects between
three modes: visible, non-visible, and auto-visibility (controlled by context).
The button Gel images only is useful to blind out the overlaid objects temporarily for a short,
undisturbed glance on the original images, e.g. during spot editing. The overlays will reappear
according to the overlay rollup settings when you release the button.
|
| Figure 5.8: | Button to temporarily hide all objects |
|
The Navigator Rollup
The Navigator rollup shows an overview of the whole gel image. The current
window is represented by a rectangle. Click and drag this rectangle to move around within the
image.
| Figure 5.9: | The navigator rollup |
|
The Zoom Rollup
The Zoom rollup displays a fourfold zoom of the gel image around the current
mouse position.
| Figure 5.10: | The zoom rollup |
|
The Expression Profile Rollup
The Expression Profile rollup shows you at a glance the normalized
volume of a certain spot on each gel image of your project in comparison. Simply point with the mouse
pointer on a detected spot you want to examine.
| Figure 5.11: | The Expression Profile rollup. The columns are colored according to the replicate
group. The black lines indicate the mean plus minus the relative standard deviation. |
|
The 3D Spots Rollup
The 3D spots rollup visualizes a selected spot in a three-dimensional
representation. It is highly configurable:
- show single spots, whereas the shown region dynamically adapts to the size of the chosen
spot (default setting), or show bigger regions of a fixed size
- show the spots opaque or as wire frame model (useful to make interlocking spots visible
when viewing both gels in the Dual View)
- change the color of spots and background
- adapt the height scale to your needs (e.g. for very flat or very tall spots)
Choose Preferences... from the File menu of the Dual View and switch to the 3D Spots tab to change
the settings. Please refer to section 9.10 for more details.
| Figure 5.12: | The 3D spots rollup |
|
Using the 3D Spots Rollup
After opening the rollup, please switch to the Spots Tool on the Tool
Panel and left click somewhere on the gel image in the Dual View. You can click on any spot (within
the spot boundary) to see the spot focused in the rollup, or between spots, anywhere on the background,
and see the area around the point you clicked on. Control the view in the rollup by clicking right into
it:
- click with the left mouse button and drag the area within the rollup, you can turn the view
in any direction
- To zoom in or out, drag up and down while holding the middle button pressed
- With the right mouse button you can move the scene inside the rollup in any direction
without changing the view angle
- When wiewing an area with multiple spots just click on a spot inside the rollup and watch
the same spot being selected in the Dual View. Thus you can e.g. regain orientation on a
3D view in case you lost it, without shifting the viewed area , or simply locate interesting
spots.
The pI/MW Calibration Rollup
The rollup shows the estimated pI and MW for the current mouse position, it updates as you move the
mouse. Delta2D can estimate the isoelectric point and molecular weight of a spot according to known
data for other spots on the gel. This is accomplished by building a mathematical model of the relation
between pI/MW values and a spot's position on the gel. The known data is taken from label aspects
(Scout data), in the pI and MW attributes. More spots with known pI/MW values make the model more
accurate.
| Figure 5.13: | The pI/MW Calibration rollup |
|
Configuring the Data Source for pI/MW estimation
The precondition to configure pI/MW estimation is the availability of applicable reference data in any
scout (for more about scouts please refer to section 7.7) of some labels. This can be the manually edited
physicochemical properties scout, the table data scout with arbitrary defineable data fields, or any web
scout providing adequate data.
Go to the Project Manager and select Preferences from the File menu. Switch to the Labeling tab.
The Source field lets you choose from all scouts containing adequate data. Select the scout you want to
use for the estimation and specify in the fields below which data fields are to be interpreted as pI and
MW values.
Example
You know the pI/MW values for 4 points on your gel and want to be able to see them for other
interesting spots or regions. Here is how to proceed:
- If not already existing, place a label on every point you know the pI and MW of. The label
can but needs not be connected to a spot on the gel. The names of the labels are of no
importance for this purpose; they can be e.g. simple consecutive numbers.
- Right click on the first label and choose from the context menu Edit scout data
Physicochemical properties, a new dialog shows.
- Insert the values for pI and MW in the respective data fields.
- Close this dialog with OK.
- Repeat the last three steps for every label you know the pI and MW for.
- Now open the Preferences dialog (File
Preferences from the Dual View) and switch
to the Labeling tab.
- On the bottom of the left side you see three drop-down boxes. Click on the first one and
make sure Physiochemical properties is selected.
- Click on the second drop-down box and make sure Isoelectric point is selected.
- Click on the third box and make sure Molecular Weight is selected.
- Close this dialog with OK
Now you can open the pI/MW Calibration rollup and just read the pI/MW for any region on this gel
you are pointing to.
| Figure 5.14: | Setting the data source for pI/MW-Calibration |
|
The Rollups Menu
You can use the Rollups menu to control the appearance of rollups – either as a
group or individually (see table 5.3).
| |
| Show all | Show all rollups. |
| Hide all | Hide all rollups. |
| Expand all | Expand all rollups. |
| Collapse all | Collapse all rollups. |
| Colors | Show or hide the Colors rollup. |
| Overlays | Show or hide the Overlays rollup. |
| Navigator | Show or hide the Navigator rollup. |
| Zoom | Show or hide the Zoom rollup. |
| Expression Profiles | Show or hide the Expression Profiles rollup. |
| 3D spots | Show or hide the 3D spots rollup. |
| pI/MW Calibration | Shor or hide the pI/MW calibration rollup. |
| |
| Table 5.3: | The Rollups menu. |
|
5.3 Navigating in Images
There are two possibilities to adjust the view: The zoom tool bar 


for quick access to predefined views
and the zoom tool
for precise determination of the current view. With the buttons
and
you zoom in
(resp. out), whereas the button
resets the view to the natural size of the image. With
you fit the image
size to the actual window size.
The zoom tool allows you to adjust more precisely the region you want to magnify. It is activated by
using the tool panel in the top left area of the main window (Figure 5.3).
Press the zoom tool button
to activate zoom mode. The mouse cursor will change to a magnifying
glass. Click anywhere inside the image to enlarge it. Click and drag to specify a region that should be
zoomed in. Clicking and dragging with the right mouse button will change the mouse cursor
temporarily to act as a magnifying glass as long as the right mouse button is pressed. If you need a
magnifying glass also while working with the label tool or others, it might be more convenient to use
the Zoom Rollup (See Figure 5.10).
Use the Navigator Rollup (Figure 5.9) to shift the visible region of your image without changing
your zoom ratio.
5.4 Enhancing the Images View
Controlling Background Display
Depending on the background level of your images, it may now be
advisable to enhance the images. In Delta2D, background is computed for the whole image, and
background levels may vary from one region to another. For each gel image, Delta2D generates an
adaptive background image that can be subtracted from the original to give a "background free
image".
Try it: Use Images
Show background to switch background visibility on and off. You can use the
tabs at the bottom of the Dual View window to switch between the gel images and the dual channel
image. Often the dual channel image without background is clearer than the complete dual channel
image.
| Figure 5.15: | A dual channel image with background switched on and off. |
|
The same background subtraction mechanism will be used later in the quantitation step. You can
adjust background subtraction either when quantifying spots manually with Spots
Quantify
...(see
6.3 for details), or directly for the actual view: Select Images
Background Region
gelname.
| Figure 5.16: | Visual background settings |
|
The now upcoming dialog lets you set the same parameter for background detection as described in
section 6.3, but with one difference: changing the background parameter here affects only the current
view. There are two more options you can switch on or off. They determine how the Visual
background region set here interacts with the Local background region set in the Quantitation
dialog.
-
Show visual background region in spot detection dialog
- means that this setting will
be handed over to the Spot detection dialog. It can be seen, when you open the Spot
detection dialog, but will not be applied to quantitative data before you start a new
quantitation.
-
Overwrite visual background region after spot detection
- means the opposite way of
communication: if you change this parameter in the spot detection dialog, it will be
changed here as well.
The purpose of these options is to keep the visual background region in sync with the technical
background region, thus the default setting for both options is checked. Please note that the visual
background is linked to the background detection controlled by the quantitation dialog. With the default
settings it has influence on spot quantity.
The Histograms Dialog
Adjusting histograms is advisable when your image does not use the full dynamic range (i.e. there is no
bright white or no black in it), or if there is a homogeneous background.
Delta2D allows you to compensate for differences in brightness and contrast between master and
sample gel images by adjusting the image histograms. This can result in production of clearer dual
channel images. Histogram adjustments are controlled with the Histograms dialog, illustrated in figure
5.17.
| Figure 5.17: | The histograms dialog. |
|
You can invoke the Histograms dialog from the Images menu by choosing the Images
Histograms. . . menu entry, by using the keyboard shortcut Ctrl-H, or by clicking on the Histograms
icon
in the tool bar.
________________________________________________________________________________
-
Note:
- Histogram adjustment is saved individually for each image. It affects the generation of
dual channel images and the representation of images in the Gel Regions View, but
leaves the spot quantities unchanged. It is meant to enhance the view of the gel images
without changing quantitative data. This is in accordance with Delta2D's principle of
leaving original data unchanged as far as possible.
Histograms or Amplitude Rescaling?
Delta2D offers two tools to correct the visual representation of gel images with poor contrast:
amplitude rescaling and Histogram adjusting. They complement one another and can be used solely
or in combination, just as required.
Amplitude rescale is a standard approach in image processing, which rescales the effectively used
range of gray values in an image to the maximum usable range. For example: if you have an 8-bit image
(which can define one of 256 gray values for each pixel, and let 0 being black and 256 being white),
where the darkest pixel has the gray value 40 (dark gray) and the lightest 180 (light gray;
quite a gray and shallow looking image), amplitude rescale represents the value of 40
as 0 (perfect black), 180 as 256 (perfect white) and the intermediate gray values rescaled
respectively. Thus you have a much more plastic and vivid representation of your image
without having altered the information contained. Depending on your gel images, the effect of
amplitude rescale you can observe can vary in a wide range: the enhancement can be either
hardly visible if your images already use a wide range of gray values, or it can even make
spots visible you could not see before if your images use only a small bandwidth of gray
values.
But of course this approach has a drawback as well: loading and displaying images in the Gel Image
View takes slightly more time, especially if according to your zoom settings only a part of the image
would be loaded, because for amplitude rescale the complete image has to be analyzed. Thus, the
recommended setting depends on your gel images: if the effect of amplitude rescale is hardly visible,
you can switch it off (please refer to section 5.5 on how to do so) to load images faster; if
your images are generally more flat and poor in contrast, amplitude rescale can be a great
help.
Amplitude rescale is no more than a rough pre-enhancement, which can be sufficient in many cases,
but cannot take into account problems with artificial signals like speckles or gel breaks. This evokes the
necessity of additional fine tuning the enhancement process. Histogram adjusting gives you the full
control of the enhancement process. You can change the rescale settings smoothly while watching how
the representation alters with your changes. But you can also let Delta2D adjust the histogram settings
of an image automatically in consideration of another images contrast situation to make them both
better comparable.
Automatic Histogram Equalization
Delta2D can automatically balance different levels of brightness
and contrast bitween your gel images. Simply open the Histograms dialog and click on the Equalize
button. Alternatively, you can click directly on the Equalize icon
in the tool bar. Delta2D will
automatically balance the gray scale levels in your images. After equalization, the total gray scale
volume in both images will be the same. This result will always be achieved by making the darker of the
two images lighter.
Manual Histogram Equalization
You also have complete manual control over the brightness and
contrast balance of your images.
The current gray scale histogram of both images of the Gel Image View is displayed in the dialog. The
histogram display shows you how many pixels are contained at each gray scale level in the
corresponding images.
To achieve optimal equalization please proceed as follows:
- Move the sliders of each image until the contrast settings fullfill your needs.
- Press the Equalize button and look at the vertical slider. If the vertical slider indicates
that one histogram is higher weighted compared to the other move the left slider of that
histogram a little to the right and press the equalize button again.
- Do this iteratively until the vertical slider is located exactly in the center.
If done that way you have perfectly equalized images in the dual view.
Manually Adjusting the Balance Between Two Images
The vertical slider in the center of the dialog
can be moved manually as well. Move it towards the image you would like to see more
dominantly to adjust the relative gray scale levels between the two images. The results of the
changes you make will be displayed dynamically in the image on the right hand side of the
dialog.
Modifying the Histogram for a Single Image
Two sliders below each image histogram allow you to
modify the histogram. The position of the left-hand (black) slider indicates the point in the histogram
that will be represented by the darkest pixel in the displayed image. The right-hand (white) slider
indicates the point in the histogram that will be represented by the lightest pixel in the displayed
image.
Manipulating the slider positions allows you to suppress image regions containing pixel values outside
a specified range from the display.
Managing the Histograms Dialog
It may be worthwhile to bear a couple of tricks in mind while
working with the Histograms dialog.
-
Locking the dual channel image
- Normally, if you make adjustments to the histogram of
an individual image, the dynamic image display will change to show only that image. If
you want to be able to watch the effect on the dual channel image while you make the
adjustments, check the box marked Lock dual channel.
-
Resizing the dialog
- Enlarging the dialog itself may give you better control over fine
histogram adjustments, since the histograms and image display will be scaled up to fit in
a larger dialog.
-
Repacking the dialog
- After rescaling the dialog, you can use the keyboard shortcut Ctrl-* to
tidy up the layout of the dialog.
-
Applying or discarding changes
- Clicking the dialog's OK button will apply the changes
to the images displayed in Delta2D's main frame. Clicking the dialog's Reset button will
reset all the histogram values to the values that existed at the time the dialog was invoked.
Clicking the Cancel button will dispose of the dialog without any changes being applied.
About the Histogram Adjustment Process
Histogram adjustment is a classical image processing
technique that works by applying the following rules to each pixel in the image:
- if the pixel is brighter than a given threshold, make it completely white
- if the pixel is darker than another threshold, make it completely black
- otherwise apply a linear change to the gray-level of the pixel
Adjusting histograms is advisable when your image does not use the full dynamic range (i.e. there is no
bright white or no black in it) or if there is a homogeneous background.
You may also wish to keep the following points in mind when making adjustments to the image
histograms:
- Most importantly, remember that adjustments to the image histograms affect only the
visual presentation of your gel images – there is no affect on the spot detection and
quantitation process.
- If you have the image background subtraction feature activated, histogram adjustments
will be made to the images after the background has been subtracted.
- If you have enabled amplitude rescaling, both gel images will already utilize the available
range of gray scale values. You only need to make changes to the histograms if the gray
levels are different in the two images, or if you want to suppress lighter or darker regions
of the images from the display.
5.5 Preferences for Image Preparation
The preferences dialog, reachable via File
Preferences and there on the tab Image Preparation lets
you set different groups of options as follows:
| Figure 5.18: | Preferences: Image preparation |
|
-
Prescale
- Scales larger images down to the given pixel count. Smaller images are not affected.
Prescaling happens when images are loaded and is transparent to the user. Use this option
to improve performance for large images. The scale factor for both images is determined
by the first image loaded. The pixel count must be set to 50 at least.
-
Amplitude rescale
- Enhance images by amplitude rescale when they are loaded. If this option
is checked the gray values of an image are rescaled linearly so that the darkest pixel
becomes black and the lightest pixel becomes white.
5.6 Visual Comparison of two Gel Images
Delta2D's approach to analyzing 2D gel electrophoresis images relies on advanced image processing
technology that compensates for the differences in spot positions between gel images. These
differences are due to variations in running conditions and the gel casting process. They are
what makes comparing and analyzing 2D gel electrophoresis images so difficult and error
prone.
When you hold two similar gel images next to each other, you may have the impression that the
spot patterns on one gel are more or less a distorted version of the patterns on the other.
The process of distorting (or "un-distorting") images is called warping. Delta2D's warping
algorithms help you to generate dual channel images on which corresponding spots are perfectly
overlaid. In the dual channel image, differences in protein expression levels can then be
easily recognized. The same algorithm that is used in producing dual channel images will
be used in the subsequent quantitation step to obtain accurate and reliable spot matching
information.
| Figure 5.19: | A region of the dual channel image, before and after exact warp. Corresponding
spots are overlaid exactly, allowing for easy identification of spots with changed expression
level. |
|
5.7 Warping Gel Images
In Delta2D 3.6 there is one warp mode per gel pair. It can be exact, global, automatic, implicit, or
identical. Here is a more detailed description of the warp modes:
-
exact
- All spots that are connected by a match vector will be perfectly overlaid after warping.
Other spots will be warped according to match vectors in their neighborhood. This is the
recommended warp mode in combination with the SmartVectors.
-
global
- Corrects for global gel distortions such as growing or shrinking, rotation, stretching.
Set a few match vectors then use global to see more correspondences. Global warp is a
good start for setting more and more match vectors by hand. It is almost never suitable for
producing the final dual channel image because there are local distortions, too.
-
automatic
- Let Delta2D try to automatically find match vectors using the SmartVectors
Technology and apply this match map to an exact warp. If match vectors are present they
will be used to guide the automatic warping process. As with exact warping, spots that are
connected by a match vector will be perfectly overlaid.
-
identical
- This is just no warping at all. Identical transforms can be used for registering images
that are from the same gel but display different samples or multiple aspects of a sample.
-
implicit
- Warp the images by a combination of explicit transforms (these can be exact, global,
automatic, or identical) that connects them. Example: Image B has a valid warping to
image A, image C is also connected to image A, then image C can be compared to B using
implicitly the existing warpings: C
A
B. You will usually have implicit warps for most
of the gel pairs in your project.
The mode is used for producing the dual channel image as well as for matching spots in the
quantitation tables.
Automatic Warping
To start the automatic warping process, set the warp mode
to automatic and
click on the button
. Alternatively, you can select first Matches
Warp mode
Automatic and then
Matches
Warp from the menu. Using the SmartVectors Technology, Delta2D will analyze similarities
in the gel images and propose a match map containing non-approved match vectors. This match map
will be applied for an exact warp. The result is displayed as a dual channel image. In general,
the more similar the images, the better the result of the automatic warping process will
be.
Improving the Results of Automatic Warping
You can assist the SmartVectors Technology
by setting a few initial match vectors (see section 5.8), and then using Matches
Warp
again.
________________________________________________________________________________
-
Note:
- You can employ the SmartVectors Technology and manually define match vectors
iteratively to improve the result, if needed.
Read more at www.decodon.com/Support/Howto/SmartVectors.html
Do a Global Warp
Set the warp mode to global by selecting Matches
Warp Mode
Global and
select Matches
Warp to do a global warp operation. To warp the sample image, Delta2D will use a
special smooth transformation, so that corresponding spots are roughly aligned, but not perfectly
overlapped yet. As a result you will see that the match vectors (connecting corresponding spots
in the sample and the master image) are shortened substantially. Many common global
distortions of gel images, like shrinking or rotation, can be compensated by a global warp
operation.
| Figure 5.20: | A region of the dual channel image, before and after global warp. Corresponding
spots are not overlaid exactly, but much closer than in the original image. Further
correspondences can be identified more easily. |
|
After the global warp you will see more corresponding spot patterns because the sample
image is better aligned to the master image. Fix some more matches. You do not have to fix
every correspondence you see, assigning a single spot pair is usually sufficient to align the
region around it. Since all vectors are weighted similarly for the global transform outliers can
be recognized very easily. That's why the global warp is often used for finding warping
errors.
Do an Exact Warp
Set the warp mode to exact by selecting Matches
Warp Mode
Exact and
select Matches
Warp to do an exact warp. Exact Warp means that Delta2D will warp the sample
image such that the corresponding spots given by the match vectors are exactly overlapping.
Delta2D's image processing makes sure that all other spots are overlaid as accurately as
possible. The difference of result in comparison to the global warp can be seen in figure
5.21.
Add More Match Vectors if Necessary
After the exact warp you may see some spot pairs that are not
exactly aligned. You can add more match vectors, then warp again to see the effect of your new
match vectors. Warping (either exactly or globally) can be done anytime, match vectors
will always be properly adjusted. Use Warp
Unwarp to see the unwarped dual channel
image.
| Figure 5.21: | An image region with well-aligned spots after exact warp (left image) in comparison
to the same region after global warp (right image). |
|
_________________________________________________________________________________________________________________________________________________________
-
Note:
- Whatever you have selected as the warp mode for the gel image pair will take
precedence over the match vectors that you have provided. For example, when you
have a match map and selected implicit warp mode, the gel images will be warped
using whatever indirect connection is available, ignoring your match map. Switching
the warp mode to exact or automatic will let Delta2D use the match map for warping.
5.8 More About Match Vectors
Match vectors connect corresponding spots (Figure 5.22). They are used by Delta2D to warp one image
to another reference image to eliminate the differences in spot positions. The warping can be specified
by using match vectors alone, or by using them to guide the SmartVectors Technlogy. Only a tiny
fraction of all spot pairs has to be connected by match vectors because Delta2D uses a match vector to
align an entire image region.
Before you start to set match vectors, make sure that match vector tool is activated by clicking
in the
tool panel.
________________________________________________________________________________
-
Note:
- With version 3.4 we have introduced Undo and Redo for match vector operations.
Thus you can try setting a couple of match vectors, study the resulting dual channel
image and go back to previous match maps if you like.
| Figure 5.22: | Setting match vectors. |
|
Some corresponding spot patterns are immediately visible in the dual channel image. To set one
correspondence:
- Click on a spot in the sample image. It is marked by a solid circle.
- Click again to set the corresponding position in the master image. It is marked by a solid
circle.
________________________________________________________________________________
-
Note:
- It is important to draw all match vectors from sample (orange) to master image (blue).
_________________________________________________________________________________________________________________________________________________________
-
Note:
- In order to use automatic snapping of match vectors the option Match Vector Snap
in the preferences dialog (Section 5.9) must be enabled.
Now specify some more spots in the sample image (orange) which correspond to spots in the master
image (blue). These correspondences will be used to warp the sample image onto the master image. Go
ahead and fix about 15 corresponding spots this way, starting with the most obvious ones. Try to find
matches that are well-distributed over the whole image. You can change a match vector by dragging one
of its points with the mouse. Matches can be deleted by right-clicking on one of their end
points.
Match Vector Snap
By default, any match vector you set will snap to the nearest spot maximum. This speeds up the setting
of match vectors substantially. You can change this behavior using the Matching tab in File
Preferences. To switch snapping temporarily, hold down the control key while you are creating or
editing match vectors. Double clicking on the match vector will place both ends at their nearest spot
maxima.
Creating Match Vectors by Double Click
If you want to connect two corresponding spots with a
match vector and both spots are close to the mouse pointer, you can double click somewhere
between the spots to create the new match vector. Usually, this situation can occur after
doing a global warp or when you want to do some corrections on an exact or automatic
warp.
Right-clicking on a match vector opens a context menu. Select Delete to delete the match vector, use
Adjust to adjust both ends to their nearest spot maximum.
Saving the Match Map
The match map contains the information about the spot correspondences
that you have assigned. It is saved automatically in the gel pool. If you wish to save it to
an external file, select Matches
Export. You can reload it later by selecting Matches
Import....
________________________________________________________________________________
-
Note:
- Saving match maps is not available in the evaluation version.
Saving the Warped Image
The warped sample image is not retained in the pool, but it can be
recomputed anytime using the match map. You can export the warped sample image using
File
Export Sample.... Select File
Export Dual Channel... to save the dual channel
image.
________________________________________________________________________________
-
Note:
- Images exported in warped state can be used for documentation purposes only. They
are not suitable for further quantitative analysis of any kind (reimported in Delta2D or
imported in other software). Warping alters the complete image, which affects spot
size as well. According to Delta2D's principle to leave original data unchanged, all
quantitative analysis is done on the original, unwarped images.
5.9 Preferences for Match Vectors
| Figure 5.23: | Preferences: Match Vectors |
|
-
Match vector snap to spot
- If this option is selected, match vectors will snap to the nearest
spot when they are moved around. This option can be temporarily toggled by pressing Ctrl
while moving the match vector.
5.10 Defining a Warp Strategy for the Complete Project
To obtain satisfying results, it is worth to take one or two things into account:
- Since automatic works better the more the images resemble each other, it is most
suitable for connecting replicate gel images, i.e. within groups. Gel images from different
experiments are better warped using the exact mode.
- Warping one image on another always means that one image gets distorted, while the other
(the Warping Master) remains undistorted. Since we use a control in most projects, it is
very likely to use this as warping master and later on as basis for the proteome map.
- Avoid warping cycles as they can lead to unpredictable results. A warping cyrcle is
a chain of warpings containing possibly contradicting directions: If you have four gel
images A, B, C and D, there are warpings between A-B, B-D, A-C and C-D, and you want
to set the warping mode A-D to implicit, Delta2D does not know which warping chain has
priority: A-B-D or A-C-D.
Thanks to implicit warping we don't need to set up a warping between every single gel image.
That's why this is the default warp mode when inserting images to a project. We only have
to make sure that every gel image in our project is connected to at least one other image
with a valid warping. There can be several intermediate steps (each of them exact, global,
automatic, or identical) in-between two images. Again, this chain of intermediate steps will be
used both for producing dual channel images and building expression profiles of the spots.
Delta2D will always minimize the number of intermediate steps, and it will prefer manually
specified warpings (exact, global, automatic with match vectors, or identical) over the implicit
warpings.
Of course we could assign the warp modes manually between the respective images in our project.
With four images this wouldn't be that hard, but later on, when having bigger projects, this can
become quite a labor. Why waste time doing humdrum work if there is a more convenient
way? Switch back to the Project Manager. Choose Project
Warp Strategy . . . from
the menu of the Project Manager or click on the button
to open the Warping Strategy
Manager. This is simply a useful tool to automate the assignment of warp modes to the
gel images of a project. It takes care that no gel is left out and no warping cycle is created
accidentally.
| Figure 5.24: | Apply complete warping strategies at once |
|
_________________________________________________________________________________________________________________________________________________________
-
Note:
- Please note, that the Strategy Manager alters assignments done manually before by
setting every warp mode according to the chosen strategy. So use it at the very early
stage of a new project, and don't touch it any more later on. Of course, warp modes
can be changed manually at any time; then you have to take care for the consistency
of your warping strategy yourself.
Delta2D visualizes the available connections and the chosen warp modes in the project manager (See
figure 4.9).
The Warping Strategy Manager (see figure 5.24) lets you choose between basic warping
strategies:
-
Group - This will be the most frequently applied strategy. It assumes that your image groups
correspond gel replicates, and that the difference within groups is smaller than between
groups. Within groups, images are warped with one warp mode (default: automatic) and
the first image of each other group is warped to the first image of the first group with
another warp mode (default: exact).
| Figure 5.25: | Group Warping Strategy |
|
-
Chain - All images of your project are connected like one long chain in the sequence of their
appearance in the project, no matter to which group they belong. This strategy is
recommended, if your samples have been taken at successive points of time in your
experiment.
| Figure 5.26: | Chain Warping Strategy |
|
-
Chained Group - Combination of the two above strategies, applicable in case your image groups
correspond gel replicates, and the groups represent successive points of time in an
experiment.
| Figure 5.27: | Chained Group Warping Strategy |
|
-
One-to-all - Here one gel image takes the role of a master and all other gel images are connected only
to this one.
| Figure 5.28: | One-To-All Warping Strategy |
|
-
In Gel Standard - Warp each standard image to the first standard image. Other images
are warped to the standard image from the same gel, if possible. This is the default
Warping Strategy for Projects using an internal standard and hence only available if the
current project marked as DIGE Project. (Please refer to section 4.7 for more on DIGE
Projects.)
| Figure 5.29: | In-Gel Standard Warping Strategy |
|
5.11 Interpretation of the Dual Channel Image
Delta2D's dual channel imaging allows for quick and easy identification of changes in expression levels
between gel images. Warping of the sample gel image onto the master gel image is essential for this:
Since corresponding spots are now overlaid, the colors on the display give a direct indication of their
relative expression levels (see Figure 5.30).
For better interpretation, you may wish to hide match vectors using the overlay rollup as described in
section 5.2 (use Rollups
Overlays to open the overlays rollup). Additionally, you may wish to switch
off background or to adjust the histograms settings.
| Figure 5.30: | The result of the visual comparison process. |
|
In the dual channel image orange means that a spot is only present (or much stronger) in the sample
gel image, while blue spots are only present (or much stronger) in the master gel image. You can now
identify whole sets of spots whose expression levels vary.
|
| Figure 5.31: | How colors are combined in the dual channel image. |
|
Open the Colors rollup using Rollups
Colors. The colored square shows how colors are combined
in the dual channel image (see Figure 5.30 and Figure 5.31). Consider it as a diagram with two axes: on
the vertical axis is the intensity of a sample spot, and master spot intensities are shown on
the horizontal axis. The color code for common background pixels is in the bottom left
corner, common spots have the color of the top right corner. For any possible combination
of master and sample intensities, the diagram shows the color code that is displayed by
Delta2D.
Move the mouse pointer over the dual channel image and watch the color square. A small circle
inside the color square shows the current location in the color diagram. A numerical display of the
intensity ratio (sample / master) is shown below the color square. Even though these values are
computed only for small regions of the gel images, they are already quite useful indicators for the
expression ratio of a spot.
For printing or presentation purposes, Delta2D's color scheme can be changed to an arbitrary
combination of colors for master, sample, background and common pixels.
5.12 Questions and Answers About Warping
- How do i know which warping mode is the most adequate for my gel pair / project?
- By default, Delta2D uses implicit warp mode for any gel image pair. This is a reasonable
choice because in the end most of the image pairs will be connected using implicit warps.
Start by specifying warp modes for direct connections between image pairs in the Project
Manager:
- Between images from the same sample, choose automatic or exact warp mode. e.g.
for a group consisting of replicates, connect each image of this group to its neighbor
using exact or automatic warp mode, forming a chain within the group.
- If you have multiple images per gel, choose identic warp mode between all images
that were made from the same gel. If there were some experimental (except scanner
reconfiguration and scanning) steps between recording of the images, try global, or,
if this does not work, exact warp.
- You will probably see some yellow arrows
calling for your input. Add match vectors
to each of these image pairs.
- There will probably be some red interrupted arrows
left, meaning that there is no
chain of intermediate transforms connecting these images. Select one such pair with
a red arrow and chose a direct warp mode. If the mode requires your input, you will
recognize it by the yellow arrow. For choosing direct warp modes it is advisable to
prefer gel images from the same run, or images in which you expect similar spot
patterns. Another strategy is to connect the first image in a replicate group to the first
image in the next replicate group.
- If there appear red continuous arrows
, you defined one explicit warping too much in
the denoted pairs; a so called warping circle occurred. Reset one of the marked pairs
to implicit warping.
- You are ready when there are no more red or yellow arrows left.
The project manager table should now show only green arrows, showing the direct connections.
Thus, Delta2D has transformations connecting every image pair in your project and you can start
analyzing expression profiles.
- I only want to do quantitative analysis, do I need to warp the images?
- Yes. And no. Delta2D uses the information from the warping to compute spot correspondences or
an image fusion as basis for detecting a project wide spot consensus. That means you will have to
create a match map (by hand or automatically) in order to see tables that show corresponding
spots side by side. Furthermore, scatter plots require spot correspondences. In the Project
Manager's table cell for a gel pair, you see what kind of warping information (manual, automatic,
implicit) is available. But if you just want to obtain quantitative data for single gel images
without comparing them to each other, of course, this is possible without match maps,
too.
- Do I have to create a match map for every gel image pair in my project?
- No, Delta2D can combine match maps to connect two images via a third one, or even more
indirectly using a chain of match maps. Thus, a good strategy is to connect all gel images in your
project to a master gel image.
- What if one gel image is substantially rotated or shifted with respect to the other?
- Assign a few correspondences that you can identify reliably. Then use Warp
Global Warp to
eliminate global distortions. The global warping will bring similar spot patterns closer together,
compensating for global distortions such as shifts, minor rotations, or differences in scaling. For a
shift, already one single match vector is enough. If the rotation is > 90o, please rotate
the respective image in the gel image properties dialogue (available from its context
menu).
- What if initial match vectors are hard to find?
- With highly dissimilar gel images it is sometimes hard to find the first spot correspondences.
Assign as many correspondences as you can identify reliably. Then use Warp
Global Warp to
eliminate global distortions, again bringing similar patterns closer together.
- When or why use global warp?
- Use the global warp early in the matching process, when you are not sure about further
correspondences. Global warp is more robust with respect to wrong correspondences – one
wrong match vector will not distort your image too much. Nevertheless, after the global warp,
further correspondences will be easier to recognize.
- Does warping affect the quantitation process in any way?
- Not at all, spot detection and quantitation is done using the original images.
5.13 Using Color
Color Schemes
The Color Schemes Dialog
The Color Schemes dialog (figure 5.32) allows you to control the colors
that will be used for displaying Delta2D's dual channel images.
The Color Schemes dialog can be invoked from the Images menu, using the Images
Color
schemes. . . menu entry. Alternatively, you can click directly on the Color Schemes button
in the tool
bar.
| Figure 5.32: | The color schemes dialog. |
|
Display Modes and Color Schemes
Delta2D uses two different display modes: absolute mode and
ratio mode. Color schemes can be configured individually for each mode. Whenever you invoke the
Color Schemes dialog, it will allow you to configure the color scheme for the current mode. If
Delta2D is in absolute mode when you invoke the Color Schemes dialog, you will be able to edit the
color scheme used in absolute mode. If Delta2D is in ratio mode, you will be able to edit ratio mode's
color scheme.
The currently selected color scheme is presented in the center of the Color Schemes dialog (figure
5.33).
| Figure 5.33: | The color schemes display. |
|
The color scheme display can be interpreted as follows:
- Top-left corner – The color used to display sample spots i.e. spots appearing exclusively
in the sample gel.
- Top-right corner – The color used to display regions where spots overlap.
- Bottom-right corner – The color used to display master spots i.e. spots appearing
exclusively on the master gel image.
- Bottom-left corner – The color used to display regions of image background.
If you are editing the scheme for ratio mode (see figure 5.34), you can choose two additional colors for
highlighting points with only a relatively small ratio between the sample and master spot levels. Those
colors are displayed in the middle of the top edge and of the right edge respectively. The ratio mode was
implemented for a more fine grained representation of expression changes especially for faint
spots.
|
| Figure 5.34: | The color schemes display for ratio mode. |
|
Using Predefined Color Schemes
Delta2D provides you with several predefined color schemes. To
use a predefined color scheme, simply select one from the drop-down box.
| Figure 5.35: | Some predefined color schemes |
|
Defining Your Own Color Schemes
It is also possible to define your own color schemes to suit your
needs, e.g. for printout or presentation. Creating your own color scheme is easy – take the following
steps:
Create a New Scheme
To create a new scheme, click on the New Color Scheme icon
. A new
scheme will be created with the same colors and a similar name to the currently selected
scheme.
Select New Colors for the Scheme
You can now configure the colors to use in your new scheme.
First, click on the corner of the color scheme display corresponding to the color you want to edit. For
example, if you want to define a new color for sample spots, click on the top left corner of the color
scheme display.
You can then choose a new color to use for highlighting the selected image feature. There are three
methods available for doing this, accessible at the bottom of the Color Schemes dialog. The three color
controls are described individually below.
-
Color swatches
- This is the simplest color control to use. Simply select the color you want to
use from the palette of available colors.
-
Hue-saturation-brightness (HSB) control
- Using this tab, you can control the hue,
saturation and brightness of a color separately. Select which of the three values you want
to change by using the HSB radio buttons, and change the value by using the slider or by
entering a value directly into the text field provided.
-
Red-green-blue (RGB) control
- This control panel allows you to configure the levels of red,
green and blue that are combined to produce the desired color. You can set these levels
using the sliders provided, or by typing a value between 0 and 255 directly into the
corresponding entry field.
It is recommended that you choose strongly contrasting colors for master spots, sample spots and the
spot overlap, and an unobtrusive color for the image background, to help you to visualize the
differences between two gel images quickly and clearly.
Renaming the New Scheme
When it was created, the new color scheme was assigned a name
automatically. You may wish to change it to something more intuitive. See the next section for
instructions on how to do so.
Renaming a Color Scheme
You may wish to rename a color scheme, particularly after you have
created a new scheme which was assigned a name automatically. Click on the Rename Color Scheme
icon
to enable the name editing mode. You can then type a new name for the scheme directly into the
drop-down box's text field.
You can't rename one of Delta2D's predefined color schemes.
Deleting a Color Scheme
Simply select the scheme you want to delete from the drop-down box, and
then click on the Remove Color Scheme icon
.
You can't delete one of Delta2D's predefined color schemes.
Using Ratio Mode
Even more information can be gained by using Delta2D's ratio mode. This is a
unique visualization tool that shows expression ratios directly on the gel images (Figure 5.36), without
being affected by the absolute intensity of the spots. A region with weak intensity and an expression
ratio of 2 is displayed exactly in the same shade of color as another region with strong intensity but the
same expression ratio. Thus, you can easily recognize regions of special interest without being
distracted by regions of high intensity.
Ratio mode works best with images that have a low background level. Therefore you should switch off
background using the layer control and adjust the histograms, if necessary. Select Images
Ratio
mode to activate ratio mode display.
| Figure 5.36: | A gel region shown in ratio mode. |
|
Observe how the color square changes (Figure 5.31): pixels are now color-coded according to the
sample / master intensity ratio. Pixels with an intensity ratio between 0.5 and 2 are dark-colored, while
higher ratios get bright colors. When both spots are saturated or very weak, ratios cannot be computed
reliably. Therefore the color square is black in the lower left corner (weak spots) and white in the upper
right corner (saturated spot maxima).