2.20 Perfusion Parameters Estimation

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Functionality is available in the Pro edition
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The following series are suitable for perfusion parameters estimation:

2.20.1 Open series in Perfusion Parameters Estimation mode

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To open series in perfusion parameters estimation mode:

  1. Open a series in the View Flat Images window.

  2. Make sure that the series images are sorted by image position and phase (For details on how to sort images see Section 2.1).

  3. Select the main menu Image and the Perfusion item.

The perfusion parameters estimation panel will be displayed on the right side of the window (Fig. 2.32)

This panel has two tabs: General and Brain perfusion. The General tab allows for evaluation of the parameters of general perfusion analysis for different types of tissue. The Brain perfusion tab is used for evaluation of the cerebral parameters of brain tissue perfusion.


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Figure 2.32: Perfusion Parameters Estimation mode


If the time interval between phases has not been set automatically, when you open the perfusion panel, you will see a dialog box (Fig. 2.33) where you need to specify the time interval between phases (see Section 2.20.2).

If the series is not suitable for Perfusion Parameters Estimation, then the The current series don‘t fit in perfusion message will be displayed on the Perfusion Parameters Estimation panel.

2.20.2 Setting the Time Interval on the Perfusion Panel

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The time interval between phases is set automatically on the basis of the DICOM tags for the series. The tags used for determining the time interval are listed below in order of priority:

If the time interval between phases has not been set automatically, when you open the perfusion panel, you will see a Perfusion settings dialog box (Fig. 2.33).


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Figure 2.33: The Perfusion settings dialog box


Specify the time interval between phases in seconds in the Time interval Δt (sec) field. The value provided must be 0,01. Click OK to proceed with perfusion parameters estimation or CANCEL to cancel. When you click CANCEL, the perfusion parameters estimation panel becomes unavailable. To make another attempt to specify the time interval, relaunch the perfusion parameters estimation panel.

To see the interval between phases, build a ROI for some tissue or a ROI AIF (see Section 2.20.3). The minimum length of a time axis segment shown in the chart is equal to the time interval between phases (Fig. 2.34).


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Figure 2.34: The time interval between phases as shown in the chart


To change the given time interval between phases, click the Settings  PIC button on the perfusion panel. In the Perfusion settings dialog box (Fig. 2.33), change the current value shown in the Time interval Δt (sec) field.

After the time interval between phases has been changed, all the parameters for tissue ROI and maps are reevaluated.

2.20.3 Brain Perfusion Parameters Estimation

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Functionality is available in the Pro edition
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To estimate brain perfusion parameters, go to the Brain perfusion tab.

To add a simulated artery input function (AIF), proceed as follows:

  1. Click the Add AIF. To create a simulated AIF, choose Simulated in the drop-down list.

  2. Provide the following AIF parameters:

The chart shows a simulated AIF built on the basis of the stated parameters.

Click OK to create a simulated AIF or Cancel to cancel.

To create an AIF with the help of ROI:

  1. Find the image that shows the artery.

  2. Click the Add AIF button, and choose ROI in the drop-down list.

  3. Activate one of the following tools — ROI rectangle PIC , ROI ellipse PIC or ROI polygon PIC  — on the perfusion parameters estimation panel with the left, right, or middle mouse button. To continue work with the same tool, use the button with which the tool was activated. For details on tool management, see Section 1.14.

  4. Build ROI around the artery. Graphs of artery input fucntion for each ROI pixel will be displayed at the bottom of the Perfusion Parameters Estimation panel. A ROI AIF graph is an averaged graph based on the graphs for the selected pixels. By default, all the pixels are selected.

  5. To adjust the constructed ROI AIF, highlight several pixel graphs in ROI. To do that, select the graphs by left-clicking on them while holding the Ctrl key, or else you can move the mouse while holding the left mouse button. All the pixel graphs are highlighted by default. If you change the ROI, the selected pixel graphs will be reset. Click OK to build an AIF on the basis of the ROI, or Cancel to cancel.

  6. To limit the interval of the phases for which the parameters are calculated, enter the numbers of the first and the last phase in the respective fields, and press Enter key on the keyboard. You may also move the interval limits on the chart. To do that, pause the mouse pointer on the limit so that it appears as PIC and move the limit while holding the left mouse button.

  7. If the peak on the intensity graph is negative, you need to switch the Type of images to T2-weighted (the default value). The other value is T1-weighted. The Type of images setting is only used for MPT study series.

The AIF added will be displayed on the AIF list panel. If the AIF is based on a complete model, its name will start with the word "Simulated", if it is created with the help of ROI, its name will start with "ROI". To choose a name for an AIF, left-click the input box and print the name. All the AIF graphs are shown in dotted line. To apply a certain AIF, click on the respective AIF switch. To show or hide a certain AIF, check or uncheck the Show box. To change the pixels selected in ROI, click PIC Settings for the respective AIF. To go to the image for which the AIF was created, click PIC on the right-hand side of the name. To delete the selected AIF, click the PIC Delete button.

The charts may show:

Select Intensity, Concentration, or Response in the drop-down list over the chart. The Response chart is built for tissue ROI on the basis of the data for the AIF selected.

The X-axis shows the time, while the Y-axis shows the intensity, concentration, or relative bolus concentration (depends on the chart selected).

To move the chart along the vertical axis, move the mouse up or down while holding the left mouse button and the Shift key. To resize the chart, move the mouse up or down while holding the left mouse button and the Ctrl key. If you check the Fit to plot box, the graph will be fitted to the window size. This box is checked by default. If you check the Show label box, the values will be shown in the point where the cursor is placed. This box is also checked by default.

The concentration graph for ROI objects has the following key points:


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Figure 2.35: The panel Brain perfusion


To build a ROI for evaluating the intensity, concentration, or response values, proceed as follows:

  1. Activate one of the following tools — Point value PIC , ROI rectangle PIC , ROI ellipse  PIC , or ROI polygon PIC  — with the left, right or middle mouse button. To continue work with the same tool, use the button with which the tool was activated. For details on tool management, see Section 1.14.

  2. Build a ROI object for the area you need.

  3. Configure the settings jn the General tab:

The ROI built will be shown on the Tissue ROI list.

At the top of the perfusion parameters estimation panel, the graphs depicting the changes in intensity, concentration, or response values across time are shown. These graphs are presented as a solid line. To switch between the Intensity, Concentration, and Response parameters, choose the value you need from the Chart name drop-down list.

You may perform the following actions with the study subjects (AIF with ROI, simulated AIF, or tissue ROI):

  1. Rename.

  2. Change a color. Click the color button to the right of the AIF or ROI name.

  3. Change visibility. To make an AIF or ROI invisible, uncheck the box for the selected AIF or ROI.

  4. Move the phases. If the patient moves while scanning is being performed, the tissues for which AIF and ROI are to be built are displaced, and the phases are changed. The DICOM Viewer provides an opportunity to build AIF and ROI separately for each phase. To move an AIF or ROI for the current phase, hold down the Ctrl key while moving; for the current and all the following phases hold down the Shift key; for the current and all the previous phases hold down the Alt key. You cannot resize the ROI for a particular phase. If you try to resize the ROI for a particular phase or phase subset, the ROI for the other phases will be resized accordingly. Tissue ROI resizing and relocation only affects the evaluation of the parameters of the selected tissue area.

  5. Move to the next slice. To move an AIF or ROI to the next slice, choose Move ROI to previous slice or Move ROI to next slice in the right-click menu.

  6. Remove. Click the PIC button for selected AIF or ROI.

To go to image containing AIF or ROI, click the PIC button.

The values of the following parameters are shown for ROIs:

2.20.4 Map mode

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Functionality is available in the Pro edition
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To activate the map display mode, check the Enable box on the Map tab of the perfusion panel. This box is unchecked by default.


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Figure 2.36: The Map tab of the perfusion panel


In the Mode drop-down list, choose one of the preset map display modes. The following map display modes are available:

If you choose the multimap mode, maps are automatically displayed in the series window. If the multimap mode is enabled, you cannot change the arrangement of the images via the context menu. To escape from the multimap menu, choose the Conventional mode or disable the map display function by unchecking the Enable box in the Map tab.

The following modes are available for the General tab:

If at least one AIF has been provided, the following modes are available for the Brain perfusion tab:

If no AIF has been provided, you will only be able to use the modes that are available in the General tab.

The following parameters are provided for a map:

In the multimap mode, Range of values and Opacity settings are provided separately for each map for the selected parameter available in this mode. You can select a map from the tab bar (Fig. 2.36b).

When the map is activated, in the left-hand side of the window you see a color range (Fig. 2.37). Above the range, you will see the short or abbreviated name of the parameter. The parameter units are shown in parentheses.


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Figure 2.37: Color Range


To hide the range, uncheck the Show color range box on the Range of values panel. This box is checked by default. In the multimap mode, the range visibility is set individually for each parameter.

To change the range values, move your mouse over the upper or the lower bound, so that it looks like PIC . Then move the bound outwards to enlarge the range or inwards to shrink it. The bound value will be displayed when moved. When you release the mouse button, the range will be adjusted and the range values will be saved. The Automatic selection box on the Range of values panel will be unchecked. In the input fields, you will see the minimum and the maximum color range values.

2.20.5 Advanced Settings for Bayesian Estimation Algorithm

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Functionality is available in the Pro edition
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Select the algorithm by clicking the Bayesian estimation radio button in the Advanced tab on the Brain perfusion panel (Fig. 2.38).


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Figure 2.38: Bayesian estimation algorithm selected in the Advanced tab


To set the algorithm parameters, click on the SETTINGS button.

In the Bayesian estimation dialog box (Fig. 2.39) set the following parameters:


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Figure 2.39: Bayesian estimation dialog box


Click the OK button to apply the algorithm settings or CANCEL to cancel.

If any of the parameters is changed, the following values will be reevaluated in the Bayesian estimation dialog box:

To enable AIF smoothing, check the Fit the AIF data with the gamma-variate function box. If you enable the smoothing function, the ROI and AIF graphs will be smoothed. Besides, the TTP, rCBV, rCBF, MTT, and Tmax parameters for ROI and maps will be re-evaluated. Simulated AIFs are not smoothed as they are initially built with the help of the gamma-variate function.

To enable the smoothing of concentration charts, check the Fit the AIF tissue concentration data with the gamma-variate function box. If you enable this function, all the concentration graphs for tissue ROI will be smoothed. Besides, the TTP, rCBV, rCBF, MTT, and Tmax parameters for ROI and maps will be re-evaluated.

In most cases, if you enable AIF or concentration graphs smoothing, it does not affect the TTP parameter value.

2.20.6 Deconvolution Advanced Settings

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Functionality is available in the Pro edition
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To choose a deconvolution algorithm on the basis of singular value decomposition (SVD) and set its parameters, go to the Advanced tab on the Brain perfusion panel. SVD deconvolution algorithm established by default


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Figure 2.44: The Advanced tab of the perfusion panel


To apply one of the SVD deconvolution algorithms and set its parameters, click the respective option:

The standard sSVD algorithm is used by default.

To choose a circular custom algorithm, check the Circular box. This box is unchecked by default.

In the Regularization method drop-down list, choose the regularization method: TSVD or Tikhonov regularization. In the Parameters adjustment method drop-down list, choose the adjustment method: Fixed or Oscillation method. The threshold value or the oscillation method depends on the chosen parameters adjustment method. If you do not know what value should be provided, leave the default value. If you change the deconvolution settings, the perfusion parameters (rCBV, rCBF, Tmax, MTT) will be re-evaluated for tissue ROI and maps. The principles of work of the smoothing functions Fit the AIF data with the gamma-variate function and Fit the AIF tissue concentration data with the gamma-variate function are described in Section 2.20.5. In most cases, if you enable AIF or concentration graphs smoothing, it does not affect the TTP parameter value.