This is a re-post from my blog “SPM for programmers” which I am going to close in the next weeks. I thought, this is the most useful posting from there and worth keeping available.
What follows is a rough but hopefully didactically useful introduction into the neural model of DCM. The neural model does not aim to generate signals of single neurons or neuron populations but rather represents an abstract concept of how extrinsic input propagates through a network of brain areas. From this it follows, if no extrinsic signals enter the system, all brain areas remain in a stable state in terms of model parameters. Of course, the observed signals may contain all kinds of noise that are not modelled. For the sake of simplicity, in the following, we will discuss models which just consist of extrinsic signals entering the system and intrinsic connections between brain areas, but no bilinear influences. Thus, we reduce the well-known neuron model
![](data:image/jpeg;base64,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)
to the form
![](data:image/jpeg;base64,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)
where z is an n-dimensional vector representing the current neural states of n regions, u is a m-dimensional vector describing the extrinsic input of m sources entering the system, A is nxn-matrix describing the intrinsic connections between all regions, and C is a nxm-matrix depicting which region in the model is pertubed by extrinsic sources. The resulting vector ź indicates, in which direction the neural states have to be modified (also known as the first derivative of a function, modeling the neural states over time). The neural model of equation 1 is implemented in spm_fx_dcm.m, l. 64ff and l. 102ff.
In order to understand, how neural signals are computed and propagated through a network (without any theoretical knowledge about differential equations), let us assume a model with eight regions, in which region 1 is connected with region 2, region 2 with region 3, and so on until region 8 (fig. 1). The connection weights between all regions should be 1. Let us further assume, this model is driven by an external source that enters the network in region 1. This signal source is represented by a vector with T values. T is the number of time points for which we will generate the neural signal. (The value T depends on the number of scans, the TR and the temporal resolution for which the neural model should be generated. For example, the temporal resolution of the neural signal could be 1/16 = 0.0625 sec. For 200 scans at a TR of 2 secs, T would be 200×2×16 = 6400.) This external signal has the value 1 at the first time point followed by zeros. Put in simple words, we send a very short stimulus through the network and observe what happens.
![](data:image/jpeg;base64,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)
The simulation starts with the neural states z = [0, 0, 0, 0, 0, 0, 0, 0], which means that no area has been influenced by a signal so far. For the first time point of the simulation of the neural signal, the equation given in 2 can be written as
![](data:image/jpeg;base64,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)
One standard pre-assumption of the neural model of DCM is that each region has an inhibitory influence on itself. Therefore, the long diagonal of matrix A, which describes the influence each region exert on its own, contains -1. This is something, which is pre-specified and fix in any given DCM model. As the value -1 is multiplied with the signal intensity, the signal intensity in each region decays in each time step with a speed which is equal to its current intensity. In a few moments, we will see, what this actually means. Furthermore, each column of matrix A denotes for each region its connection strengths to other region. For example, the number in column one, row two gives us the information that region 1 propagates with strength 1 any signal to region 2. Accordingly, matrix C, which has eight rows (for eight regions) and one column (for one external input) specifies that signal u1 enters solely region 1. In the first time step u1 is, as defined, 1.
As the neural signal is modeled as continues signal, z1 is not simply z0 + ź1 but the activity that is continuously reached in the time that has passed between both time steps (e.g. 0.0625 secs). Therefore, the next state is exactly computed for any given time interval by solving the differential equation (spm_int.m, l. 164: x = spm_expm(J*dt(i),x);). The solution of equation 3 for a simulation period of 0.0625 secs returns the new state vector z1 ≈ [0.0606 0.0019, >0.0, >0.0, >0.0, >0.0, >0.0, >0.0]. All regions in z1 have already a value greater than zero as signal propagation is computed for all regions simultaneously.
In order to compute the next time point, we just have to replace z and u in equation 2 by the current values. Matrix A and C remain the same over the whole simulation time. Thus, the equation for the second time step is
![](data:image/jpeg;base64,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)
Like in the previous step, the first derivatives for z2 are computed in the following way. For region 1: -1 * 0.0609 + 1 * 0 ≈ -0.0609. For region 2: 1*0.0609 + -1*0.0019 + 1*0 ≈ 0.0590. For region 3: 0 * 0.0609 + 1 * 0.0019 + -1 * >0.0 ≈ 0.0019. Again, as the neural signals are continues, the next time point after 0.0625 secs is also computed in a continuously manner by solving the differential equation. Thus, z2 ≈ [0.0569 0.0053 0.0003 >0.0 >0.0 >0.0 >0.0 >0.0].
Any further time steps are computed in the same way:
- Replace z and u in equation 2
- compute the derivative źt for time point t
- solve the differential equation for the current state
- compute the next neural state zt for a given time interval
While the neural model is defined in spm_fx_dcm.m, the signal is generated in spm_int.m. The result of this simulation lasting for 20 secs is depicted in fig. 2. In other contexts, these signal courses are also called kernels, as they represent the basic function with which any external signal can be convolved in order to generate the neural signal. Figure 3 shows the neural signal for a block function as input.
![](data:image/png;base64,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)
Fig. 2: A stimulus function u (upper part of the image) enters a model with eight regions (lower part). The colored lines depict the neural signal that is generated for each region. The colors correspond to the regions displayed in the lower part of the image. x-axis: time in seconds, y-axis: activity in arbitrary scale.
Implications and interpretations
By estimating posterior probabilities for a given DCM, the researcher implicitly agrees, that neural signals which are propagated from region to region, can get delayed, smoother and weaker. This is an effect that is introduced by the neural model of DCM already and therefore can already be observed in the neural signal. As figure 3 shows, this holds also true for the neural signal affected by a block stimulus functions.
![](data:image/png;base64,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)
Fig. 3: A block stimulus u (upper part of the image) enters a model with eight regions (lower part). The colored lines depict the neural signal that is generated for each region. The colors correspond to the regions displayed in the lower part of the image. x-axis: time in seconds, y-axis: activity in arbitrary scale.
The observed delay and smoothing effect can be generated by two properties of the neural model of DCM: a scaling parameter determining the half-life of neural activity and the way neural activity is propagated through the network. The scaling parameter can be adjusted during the estimation process. A high value leads to a nearly loss-free propagation of a signal through all regions. However, when DCMs are generated using the spm_dcm_create-function (e.g. for testing the sensitivity of BMS) the parameter is set to zero, which we also used for our simulations and the depicted plots. The second factor that contributes to the observed delay in the neural signal is the neural model itself. A signal entering a dynamic system is not passed down from region to region like a package that is handed from person to person. Rather, regional activity just continuously increases by the activity of the preceding region comparable to a concatenation of pneumatic cylinders, while a self-inhibitory constant prevents the system from diverging to infinite values. Thus, a short stimulus causing a spike-like activation function in the first region generates expanding waves of activity in subsequent regions.
The implications of the neural model become apparent when the neural signal is converted into a hemodynamic response using the standard HRF-model of DCM (spm_gx_dcm.m) with the same standard HRF priors for each region (as given in spm_hdm_priors.m, l. 39, which are derived from the time courses of 128 voxels in the auditory cortex of a single subject (Friston et al. 1998, Friston et al. 2000)). Thus, we assured that any changes in form and delay can solely be attributed to the network definition and not to any changes of the HRF priors. Given, that all connection weights in the network are 1.0, the HRF responses reflect what should be observed when a signal enters the system and is propagated with a connection strength of 1.0 while at the same time each region inhibits itself with a strength of -1.0. Figure 4 depicts the hemodynamic response for a stick and block stimulus. The reader can generate the data with dcm_exp2.m (see below). The same effect can also be observed by generating a DCM with the spm_dcm_create-function which can be found in SPM5 and SPM8. (We recommend using a signal-to-noise ratio of 100 to see the effect without much noise. Alternatively, the user can set a breakpoint in spm_dcm_generate, right after the line y = feval (M.IS,P,M,U); to access the signal without any noise.)
![fig_hrf_curves1](http://www.martinpyka.de/wp-content/uploads/2012/11/fig_hrf_curves1-894x1024.png)
Fig. 4: HRF-curves for the neuronal signals of figure 2 and 3. In this simulation it is assumed that all regions have the same hemodynamic priors. Any change in the form of the hemodynamic signal is therefore the implicit effect of the network configuration and the time scaling parameter. The plots can be reproduced with dcm_exp2.m (see below).
To interpret figure 4, the following explanations might help: The extrinsic input is propagated through the network without any lag (in terms of a time interval that passes before the signal starts to affect the next region). But the fact, that signal intensity in one region defines the increase of signal intensity in the next region, can generate a delay that sustains in the hemodynamic response. Therefore, each node in the model (fig. 4) reaches its peak activation with a delay of approximately one second compared to the previous node (This delay can also be seen in the upper right panel of figure 10 in Friston et al. 2003 but might be misleading as the x-axis is labeled with milliseconds instead of seconds.). We write “can generate”, because we used here the standard time scaling parameter of spm_dcm_create.m which is also the starting value in the estimation of a DCM. However, in the estimation procedure, this value can be adjusted to shorten this delay. With the term „delay“ we highlight post hoc a specific property of the kernel functions of the regions. One has to note, that each HRF-function has a specific form that depends on the network and hrf-parameters. In this regard, DCM does not directly introduce a delay in the signal but simulates signal propagation in a way that leads (among other differences) to a delayed signal peak in the HRF-response.
SPM represents a special case of DCM (Friston et al., 2003)â , since a DCM without any intrinsic connections, where input signals enter each region directly, would generate the regressors for a general linear model (This is not entirely true as the HRF-model of DCM differs slightly from the HRF-model used in SPM.). This means: By applying SPM, the user implicitly assumes that a signal entering the brain propagates fast enough through the whole network that simultaneity and a loss-free propagation can be assumed in order to find task-related regions (Of course, one can include the first derivative of the HRF-function to account for regional delays.). In contrast, in a DCM with signals propagating through intrinsic connections, model evidence is based upon a model fit which includes a propagated signal in regions that are driven by other regions (fig. 4). Thus, researchers have to be aware that using a SPM to select regions for a subsequent analysis with DCM means, that a certain a priori model and HRF-functions (e.g. fig. 5a) are used to select regions in order to apply another a priori model (e.g. fig. 5b) with potentially differing kernel-functions.
![fig_spm_dcm1](http://www.martinpyka.de/wp-content/uploads/2012/11/fig_spm_dcm1-1024x686.png)
Fig. 5: Comparison between a dynamic causal model generating the regressors of a statistical parametric map (SPM) and a dynamic causal model where a signal enters a system in one region and propagates through the network by intrinsic connections. a) A SPM represents a special case of DCM where input enters each region directly and no intrinsic or bilinear connections are assumed. The hemodynamic response functions (HRFs) of all regions are identical given same HRF-priors for all regions. b) A typical setup for a dynamic causal model, in which a signal is propagated through intrinsic connections. The corresponding HRFs differ between regions given the same HRF-priors and the prior time scaling constant.
The effect of an external input modulating the connection between two regions with a strength of 1.0 is depicted in figure 6. In contrast to a direct influence on a region, a modulatory input increases the transition rate between two regions. In the given example, the connection between region 2 and 3 is increased from 1.0 to 2.0 during the contextual input of u2. When a block function is modulated by contextual input (fig. 6b), region 3 reaches its activation equilibrium between the driving input from region 2 and self-inhibition at 200% of the activation level of the former region. The hemodynamic model (again, we assume the same HRF-parameters for all regions) diminishes this effect down to ~120%.
In contrast, when a stick-functions of an event-related design is employed to modulate the connection between region 2 and 3, the modulatory effect is just applied for the fraction of a second invoking a very subtle difference between the unmodulated stimulus propagation and the modulated stimulus propagation. The difference becomes of course more pronounced, when the time scaling parameter is increased as the induced delay of the model gets lower. Nevertheless, a full modulatory influence between two regions during an event related stimulus presentation would only exist when the modulatory influence is modeled with a stimulus function that is active as long as there is activity in the driving region. This is the reason, why contextual input is usually modeled as block function.
Fig. 6: Neural and hemodynamic signal of a model with bilinear connections. In an event-related design, the bilinear influence is comparatively lower than in a block design as the duration of the bilinear influence may not capture the duration in which a region drives another region. To account for a full bilinear influence, the bilinear regressor should be modeled as block-function (e.g. contextual condition).
Matlab code
Here are two demos (for SPM5 and early versions of SPM8) showing the neural- and hemodynamic signal in its noise-free form. The demos can be started with dcm_exp1 and dcm_exp2.
code.zip