Elsevier

NeuroImage

Volume 49, Issue 1, 1 January 2010, Pages 1-8
NeuroImage

Combining shape and connectivity analysis: An MRI study of thalamic degeneration in Alzheimer's disease

https://doi.org/10.1016/j.neuroimage.2009.09.001Get rights and content

Abstract

Alzheimer's disease (AD) is associated with neuronal loss not only in the hippocampus and amygdala but also in the thalamus. Anterodorsal, centromedial, and pulvinar nuclei are the main sites of degeneration in AD. Here we combined shape analysis and diffusion tensor imaging (DTI) tractography to study degeneration in AD in the thalamus and its connections.

Structural and diffusion tensor MRI scans were obtained from 16 AD patients and 22 demographically similar healthy volunteers. The thalamus, hippocampus, and amygdala were automatically segmented using our locally developed algorithm, and group comparisons were carried out for each surface vertex. We also employed probabilistic diffusion tractography to obtain connectivity measures between individual thalamic voxels and hippocampus/amygdala voxels and to segment the internal medullary lamina (IML).

Shape analysis showed significant bilateral regional atrophy in the dorsal–medial part of the thalamus in AD patients compared to controls. Probabilistic tractography demonstrated that these regions are mainly connected with the hippocampus, temporal, and prefrontal cortex. Intrathalamic FA comparisons showed reductions in the anterodorsal region of thalamus. Intrathalamic tractography from this region revealed that the IML was significantly smaller in AD patients than in controls. We suggest that these changes can be attributed to the degeneration of the anterodorsal and intralaminar nuclei, respectively. In addition, based on previous neuropathological reports, ventral and dorsal–medial shape change in the thalamus in AD patients is likely to be driven by IML atrophy. This combined shape and connectivity analysis provides MRI evidence of regional thalamic degeneration in AD.

Introduction

Alzheimer's disease (AD) is the most common cause of dementia. Neuropathological hallmarks of AD are neurofibrillary tangles, β-amyloid plaques, as well as neuronal and synaptic loss (Braak and Braak, 1991b, Mirra et al., 1991). These pathological findings occur initially and predominantly in the medial temporal lobe structures including hippocampus and amygdala (Braak and Braak, 1991a, Braak and Braak, 1991b). Hippocampal and, to a lesser extent, amydgalar atrophy in Alzheimer's disease have been well documented, whereas thalamic degeneration, particularly in the early stages of the disease, is controversial (Braak and Braak, 1991a, Paskavitz et al., 1995, Xuereb et al., 1991).

The thalamus is an important part of the Papez circuit. The hippocampus connects directly with the anterior thalamus via the fornix and to the pulvinar via the temporopulvinar tract. The hippocampus also indirectly connects with the anterior thalamus via the mammillary bodies. Integrity of these connections is essential for episodic memory (Aggleton and Brown, 1999), which is specifically impaired in Alzheimer's disease (Di Paola et al., 2007). In addition, some intralaminar nuclei, namely central medial, central lateral, and parafascicular nuclei, located within the internal medullar lamina (IML) were found to be involved at the early stages of AD (Rub et al., 2002, Xuereb et al., 1991). For this reason, we investigated the pattern of thalamic degeneration and its relation to the degeneration of the hippocampus and amygdala using a combination of structural MRI and diffusion tensor image analysis.

Analysis of the shape of subcortical structures provides useful information about the location and pattern of structural changes in neurological and psychiatric disorders. Using this method, several reports showed that CA1 is the primary site of degeneration of the hippocampus in AD (Qiu et al., 2008, Xu et al., 2008). Similar analyses have been done on the thalami of patients with schizophrenia (Coscia et al., 2009, Harms et al., 2007, Kang et al., 2008), obsessive–compulsive disorders (Kang et al., 2008), Parkinson's disease (McKeown et al., 2008) and Tourette's syndrome (Wang et al., 2007). Although there is only indirect evidence of regional thalamic atrophy in AD using shape analysis of cerebral ventricles (Ferrarini et al., 2008), postmortem pathological studies showed degeneration of pulvinar, intralaminar nuclei, and dorsolateral nuclei of the thalamus in AD (Xuereb et al., 1991). In addition, we have recently showed changes in the fractional anisotropy of white matter tracts in the proximity of the hippocampal formation in the temporal lobe using diffusion tensor imaging (Damoiseaux et al., 2008). An important feature of these tracts is the abundant connections between the medial temporal structures and the thalamus. Taken together, these findings provide a solid justification to use a combination of shape analysis and diffusion tensor tractography to study the pattern of degeneration of the thalamus in AD.

Section snippets

Subjects

All data were obtained at the Alzheimer Center of the VU University Medical Centre, Amsterdam, the Netherlands. Our cohort included AD patients (n = 16) and healthy elderly controls (EC, n = 22), matched for age and sex. Diagnostic criteria of mild AD were that of NINCDS–ADRDA (McKhann et al., 1984), with MMSE scores greater than 18 and CDR less than 2. Healthy subjects were recruited by two means: (1) asking family members of patients and (2) advertisements posted in the medical centre, the

Demographic data

The two groups had similar characteristics with no significant differences in mean age, sex, or education (Table 1). Predictably, cognitive status, as assessed by neuropsychological tests, was significantly decreased in the patients with AD compared with normal control subjects. The degree of vascular loading was comparable between groups, with mostly punctiform white matter lesions in both groups. No focal lacunar infarcts were identified in the thalamus.

Neuropsychology

AD patients performed worse than

Discussion

This study explores the pattern of thalamic degeneration in AD. For the first time we used a combination of shape and connectivity-based analyses on structural and DTI data sets, respectively. We successfully identified regional thalamic atrophy in AD that can be attributed to degenerative changes in the hippocampal-thalamic network. More specifically, we identified surrogate imaging markers that relate to the degeneration of anterodorsal nucleus of thalamus, pulvinar, and intralaminar nuclei

Conclusion

This study shows that a combination of DTI and shape analyses can be useful to identifying converging evidence of degeneration of the thalamus in patients with Alzheimer's disease. Similar approaches might be useful in the study of subcortical structures in other neurodegenerative disorders.

Acknowledgments

This study was supported by the Institute for the Study of Aging (ISOA grant number: 231002), the Netherlands Organization for Scientific Research (NWO grant number: 916.36.117), the UK BBSRC (M.J.) and the UK Department of Health (M.Z.), and EPSRC (B.P.).

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