Brain imaging based on the BOLD signal alone provides a sensitive tool for mapping patterns of activation, but interpreting differences in the magnitude of the BOLD response with aging is more difficult due to the complexity of the BOLD effect. Additional approaches that provide quantitative measures are required to understand whether a change in the magnitude of the BOLD response reflects changes in neural activity, vascular responsiveness, coupling of CBF and CMRO2, or changes in the baseline state. To begin such explorations we performed calibrated BOLD studies within both younger and older healthy populations using a simple flashing checkerboard stimulus. For a ROI based on CBF activation, we found that the BOLD response to the visual stimulus was significantly reduced in the older group despite similar fractional changes in the CBF and CMRO2 responses. This reduction of the BOLD response for the older group was consistent with a reduction in M, the scaling parameter of the BOLD response that depends on baseline CBV and OEF. Along with the reduction in M, we found a significantly reduction in baseline CBF in the older group (). In these studies we used a rather long off period between stimulus blocks (60 s) in order to be able to examine the dynamics of the response in the post-stimulus period. Both groups showed nearly identical BOLD post-stimulus undershoots, yet only the older group exhibited a CBF post-stimulus undershoot (see ).
Observed measurements of baseline CBF values of ~ 60 mL/100 mL/min in younger subjects () are similar to values within the VC using other neuroimaging methods including MRI [
Donahue et al., 2006] and PET [
Mintun et al., 2002]. The observed age-related decreases in resting-state CBF are consistent with the ASL, PET, and single photon emission computed tomography (SPECT) studies that have shown regionally dependent decreases in CBF with advancing age [
Bentourkia et al., 2000;
Leenders et al., 1990;
Marchal et al., 1992;
Martin et al., 1991;
Matsuda et al., 2003;
Parkes et al., 2004]. While the measurements of baseline CBF are not novel, the introduction of these measurements while also performing functional studies provides a more complete picture of the effects of baseline CBF on the BOLD response.
In our study we found that with a simple visual stimulation the magnitude of the BOLD response was reduced in older subjects relative to younger adults (see ). A number of previous studies [
Buckner et al., 2000;
Raemaekers et al., 2006;
Ross et al., 1997;
Tekes et al., 2005] also found a significant reduction in the BOLD response within the VC of older subjects compared to younger adults. However, a few studies [
Aizenstein et al., 2004;
Huettel et al., 2001] found no differences in the magnitude of the BOLD signal between older and younger groups when correcting for the number of negative voxels. When we used only voxels that had a positive change in the CBF response, we observed a significant reduction in the magnitude of the BOLD response in older subjects compared to younger adults.
Differences between our observations and others could result from inclusion of a relatively younger “older” group and/or ROI selection. Compared to previous studies that have included relatively older subjects many of our “older” subjects were younger when using these same standards. Overall our older subjects were ~15 years younger than other aging studies. What was quite striking is that even though our “older” subjects were not as old, a significant reduction in the BOLD signal was still observed. This difference with aging was only observed when a ROI based on positive CBF responses was employed. When a ROI based on only positive BOLD responses was used a trend towards a reduction in the amplitude was seen (
P = 0.12). We believe that selecting a ROI based on CBF activation rather than BOLD alone gives a closer approximation of neuronal changes, because a positive BOLD ROI is more likely to be dominated by draining venous artifacts. Our study demonstrates that derived estimates of CBF-CMRO
2 coupling can be affected by voxel selection in the ROI for averaging, as has been found in previous studies [
Leon-tiev and Buxton, 2007].
For a visual functional activation stimulus, aging was associated with a significant difference in the BOLD response but not fractional changes in the CBF and CMRO
2 responses (). The ratio of fractional changes in CBF to CMRO
2, the coupling ratio
n, was comparable between the two groups when either a CBF or BOLD ROI selection was used. An increase in the variance was present for a BOLD ROI. The observed reduction of the BOLD response is attributed to the reduction of
M in the older group, so that the same fractional CBF response creates a weaker BOLD response. The difference in
M was derived from the hypercapnic experiment, in which roughly similar BOLD responses were driven by a larger CBF response in the older group compared with the younger group. These results, with preserved CBF and CMRO
2 responses, argue against the notion that the observed decrease in the BOLD response is due to a decrease in the neural activity response with aging. Our results are in good agreement with previous visual evoked potential studies that have demonstrated no differences with aging [
Adachi-Usami et al., 1988;
Allison et al., 1984].
Our primary observation was that baseline CBF and the parameter
M were both reduced in the older group. It is worthwhile to consider whether the reduction in
M can be attributed to the reduction in baseline CBF. In a previous study [
Brown et al., 2003] in which baseline CBF was raised by administration of acetazolamide, a ~20% increase in baseline CBF produced a ~35% reduction of the BOLD response to a finger tapping task. Broadly speaking, this result is counter to our current finding with aging, in the sense that with acetazolamide the higher baseline CBF was associated with a weaker BOLD response to activation, whereas in our current study the lower baseline CBF was associated with a weaker BOLD response. However, these results may be consistent, depending on what happens to baseline CMRO
2 in each case. The parameter
M reflects the amount of deoxyhemoglobin present in the baseline state, and in the context of the Davis model it is proportional to
V0E0β, where
V0 is the baseline CBV, and
E0 is the baseline OEF and β is equal to 1.5 [
Buxton et al., 2004]. With decreased CBF, we would expect
V0 to decrease as well, but the overall effect on
M depends on whether the baseline OEF also changes. If
E0 remains constant, so that a reduction in CBF is also accompanied by a reduction in CMRO
2, then
M would track with a reduction in CBF, the pattern we observed. On the other hand, if CBF is increased with no change in CMRO
2—the situation that is thought to apply in the acetazolamide experiment—then OEF will decrease significantly, overwhelming the effects of
V0 resulting in a decrease in
M. The observed reduction of the BOLD response to a stimulus after administration of acetazolamide is consistent with this reduction of
M [
Buxton et al., 2004]. In short, the observed reduction in
M in the older group is qualitatively consistent with a picture in which both baseline CBF and CMRO
2 are decreased with aging, while fractional changes in CBF and CMRO
2 to a functional stimulus are preserved. These considerations suggest that the relationship between baseline CBF and the BOLD response are complex. Further studies are needed to explore these questions, and in particular to assess other factors that may differ between our two groups.
In addition to examining the primary positive responses to activation, we also investigated the dynamics of the BOLD and CBF responses in the post-stimulus period. An unexpected finding was the relative difference in the CBF post stimulus response between the two groups despite similar BOLD post-stimulus undershoots. These results are quite comparable to a recent report by our colleagues [
Restom et al., 2007], who also found a more pronounced CBF undershoot in the older group. The origin of the BOLD poststimulus undershoot in fMRI is not well understood. If there is a corresponding undershoot in the CBF response, then a BOLD undershoot could simply be a transient, but coupled, reduction of CBF and CMRO
2 after the stimulus, consistent with a reduction in neural activity below baseline. Alternatively, a CBF reduction without a corresponding CMRO
2 reduction, possibly related to the dynamics of vascular compliance [
Behzadi and Liu, 2005], would be expected to create an even larger BOLD undershoot. However, we observed a BOLD undershoot without an accompanying CBF undershoot suggesting a further uncoupling of physiological variables during the undershoot period. Two possibilities that explain these results could be: a slow return of CBV to baseline with a more rapid return of CBF and CMRO
2 [
Buxton et al., 1998;
Mandeville et al., 1999], or a slow return of CMRO
2 with a more rapid return of CBF and CBV [
Liu and Wong, 2005]. It is possible that each of these mechanisms may play a role either together or under different circumstances, and clearly further studies are needed to understand this unexpected change with aging.
The potential role of other physiological changes with aging on the magnitude of the BOLD response also requires additional studies. One observation from this study was that despite breathing the same inhaled gas mixture, the changes in end-tidal CO
2 tended to be higher in the older group. This may be due to better ventilatory compensation in the younger group, but we cannot support this with statistically significant differences in breathing between the groups. Nevertheless, these data do suggest the problems that may occur in using a standard CO
2 inhalation to normalize the BOLD signal [
Bandettini and Wong, 1997;
Handwerker et al., 2007]. In this normalization method, the BOLD response to activation is normalized to the BOLD response to hypercapnia. Ideally, this should reduce variability of the BOLD response due to regional variations in
M. However, this approach may not work as well for normalizing responses between different aged groups. As seen in our study, the BOLD response to CO
2 was similar in the two groups, while the activation responses were different. If we had only performed BOLD measurements, we could have argued that because the BOLD responses to CO
2 were similar, the difference in the BOLD responses to activation was unlikely to be due to a difference in
M. However, the underlying assumption of this normalization approach would be that CO
2 elicits the same CBF response in both groups, and that was not the case. In short, a full calibrated-BOLD approach with CBF as well as BOLD response measurements, rather than a CO
2 normalization measuring only BOLD responses, is necessary to understand the origins of observed group differences in the BOLD response.
In summary, we have demonstrated that the calibrated BOLD approach is quite feasible within older healthy subjects. Our results demonstrate that interpretation of changes in the BOLD response alone in terms of underlying neural activity changes should be made with caution. For example, we found that different primary BOLD responses in the two groups were nevertheless associated with similar fractional changes in CBF and CMRO2, while similar poststimulus undershoots of the BOLD response were associated with different CBF undershoots. The additional measurements provided by a calibrated BOLD approach can begin to resolve the complexities involved in the interpretation of the BOLD response.