Kiralee M Hayashi's research while affiliated with Lundquist Institute and other places

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Publications (60)


Prediction of Cognitive Decline Based on Hemispheric Cortical Surface Maps of FDDNP PET
  • Article

February 2012

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40 Reads

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14 Citations

NeuroImage

Hillary D Protas

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Kiralee M Hayashi

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Sung-Cheng Huang

A cross-sectional study to establish whether a subject's cognitive state can be predicted based on regional values obtained from brain cortical maps of FDDNP Distribution Volume Ratio (DVR), which shows the pattern of beta amyloid and neurofibrillary binding, along with those of early summed FDDNP PET images (reflecting the pattern of perfusion) was performed. Dynamic FDDNP PET studies were performed in a group of 23 subjects (8 control (NL), 8 Mild Cognitive Impairment (MCI) and 7 Alzheimer's Disease (AD) subjects). FDDNP DVR images were mapped to the MR derived hemispheric cortical surface map warped into a common space. A set of Regions of Interest (ROI) values of FDDNP DVR and early summed FDDNP PET (0-6 min post tracer injection), were thus calculated for each subject which along with the MMSE score were used to construct a linear mathematical model relating ROI values to MMSE. After the MMSE prediction models were developed, the models' predictive ability was tested in a non-overlapping set of 8 additional individuals, whose cognitive status was unknown to the investigators who constructed the predictive models. Among all possible subsets of ROIs, we found that the standard deviation of the predicted MMSE was 1.8 by using only DVR values from medial and lateral temporal and prefrontal regions plus the early summed FDDNP value in the posterior cingulate gyrus. The root mean square prediction error for the eight new subjects was 1.6. FDDNP scans reflect progressive neuropathology accumulation and can potentially be used to predict the cognitive state of an individual.

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Plaque and tangle imaging and cognition in normal aging and Alzheimer's disease

December 2008

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932 Reads

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110 Citations

Neurobiology of Aging

Amyloid plaques and tau neurofibrillary tangles, the pathological hallmarks of Alzheimer's disease (AD), begin accumulating in the healthy human brain decades before clinical dementia symptoms can be detected. There is great interest in how this pathology spreads in the living brain and its association with cognitive deterioration. Using MRI-derived cortical surface models and four-dimensional animation techniques, we related cognitive ability to positron emission tomography (PET) signal from 2-(1-{6-[(2-[F-18]fluoroethyl)(methyl)amino]-2-naphthyl}ethylidene)malononitrile ([(18)F]FDDNP), a molecular imaging probe for plaques and tangles. We examined this relationship at each cortical surface point in 23 older adults (10 cognitively intact, 6 with amnestic mild cognitive impairment, 7 with AD). [(18)F]FDDNP-PET signal was highly correlated with cognitive performance, even in cognitively intact subjects. Animations of [(18)F]FDDNP signal growth with decreased cognition across all subjects (http://www.loni.ucla.edu/ approximately thompson/FDDNP/video.html) mirrored the classic Braak and Braak trajectory in lateral temporal, parietal, and frontal cortices. Regions in which cognitive performance was significantly correlated with [(18)F]FDDNP signal include those that deteriorate earliest in AD, suggesting the potential utility of [(18)F]FDDNP for early diagnosis.


Figure 1. Steps used to create cortical maps. All 144 brain MRI images were registered to a standard space, edited to remove extracerebral tissues, and processed to create maps of cortical gray matter density (bottom right). Sulcal landmarks were also traced on cortical surfaces extracted from the scans. Using these sulcal landmarks as anchors, well-resolved average models of the cortex were created for each group (bottom left), allowing gray matter measures to be compared across time and pooled across homologous cortical areas (see Methods). 
Figure 2. Average cortical gray matter maps. Average maps of cortical gray matter density are shown for the HAL-treated and OLZ-treated groups. Five different views are shown (top, left, and right lateral, right and left medial), for each treatment group at each time point (the corpus callosum is shown in white). Changes are too subtle to be visually evident, but these average maps are the basis for computing the maps of rates of change over time (Figs 3--6), and treatment differences (Fig. 7), which come from comparing maps in different rows of this figure. 
Figure 3. Progressive gray matter loss after 1 year. Statistical maps show the change in the average gray matter profile between the start and end of the first year of psychosis for each treatment group. Red colors show significant gray matter loss. Frontal, cingulate, and inferior temporal regions show deficits in patients treated with HAL, whereas the OLZ-treated group shows deficits in the precuneus and motor--sensory cortex on the medial wall. In these patients the lateral surface and the cingulate are relatively spared. 
Figure 4. Effect sizes for progressive structural brain changes at 12 months after initial treatment. Here the effect sizes are shown, as maps of Student’s t statistics, for the gray matter loss in the HAL-treated group (top panels) and the OLZ-treated group (bottom panels). Medial and oblique lateral views of the right hemisphere are shown; left hemisphere maps are comparable. These maps are based on paired t -tests between the initial and final scans, and compare the cortical change occurring over 1 year with the variance in the changes within each group (in terms of the standard error of the mean). Progressive effects are primarily frontal in the HAL group (including the lateral prefrontal cortex) but in the OLZ group effect sizes are weaker, in a pattern involving primarily midline parietal areas. 
Figure 5. Time-dependent trajectory of gray matter loss differs in HAL- versus OLZ-treated groups. Maps show cortical regions with significant gray matter loss ( red ), relative to the baseline scans, for each treatment group, at 3, 6, and 12 months after psychosis onset. Frontal deficits intensify in the HAL group, but are most prominent only after the 12- month period by which time greatest symptom normalization has occurred (see Fig. 8 ). The OLZ group shows subtler progressive deficits in the precuneus but not in the frontal cortices. 

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Time-Lapse Mapping of Cortical Changes in Schizophrenia with Different Treatments
  • Article
  • Full-text available

November 2008

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758 Reads

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148 Citations

Cerebral Cortex

Using time-lapse maps, we visualized the dynamics of schizophrenia progression, revealing spreading cortical changes that depend on the type of antipsychotic treatment. Dynamic, 4-dimensional models of disease progression were created from 4 repeated high-resolution brain magnetic resonance imaging scans of 36 first-episode schizophrenia patients (30 men/6 women; mean age: 24.2 +/- 5.1 SD years) randomized to haloperidol (HAL) (n = 15) or olanzapine (OLZ) treatment (n = 21), imaged at baseline, 3, 6, and 12 months (144 scans). Based on surface-based cortical models and point-by-point measures of gray matter volume, we generated time-lapse maps for each treatment. Disease trajectories differed for atypical versus typical neuroleptic drugs. A rapidly advancing parietal-to-frontal deficit trajectory, in HAL-treated patients, mirrored normal cortical maturation but greatly intensified. The disease trajectory advanced even after symptom normalization, involving the frontal cortex within 12 months with typical drug treatment. Areas with fastest tissue loss shifted anteriorly in the first year of psychosis. This trajectory was not seen with OLZ. Whether this association reflects either reduced neurotoxicity or neuroprotection cannot be addressed with neuroimaging; changes may relate to glial rather than neural components. These maps revise current models of schizophrenia progression; due to power limitations, the findings require confirmation in a sample large enough to model group x time interactions.

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Three-Dimensional Surface Mapping of the Caudate Nucleus in Late-Life Depression

October 2008

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33 Reads

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91 Citations

American Journal of Geriatric Psychiatry

To compare the volumes of the caudate nucleus, using traditional volumetry and a three-dimensional brain mapping technique, in a group of individuals with late-life depression and a group of age- and education-equated nondepressed comparison subjects. Cross-sectional. University Medical Center. Twenty-three nondemented subjects with late-life depression and 15 age- and education-equated elderly comparison subjects (depressed mean years of age: 70.5 +/- 5.7 SD, comparison subjects = 69.9 years +/- 6.4) with no history of psychiatric or neurologic disease. Structural magnetic resonance imaging. Three-dimensional (3-D) surface models were created from manually traced outlines of the caudate nucleus from spoiled gradient echo images. Models were geometrically averaged across subjects and statistical maps created to localize any regional volume differences between groups. Relative to comparison subjects, depressed subjects had significantly lower mean volumes for both the left (p = 0.029) and right (p = 0.052) caudate nucleus as well as total caudate volume (p = 0.032). Total volumes were 13.1% less in the depressed group (13.5% on the left and 12.6% on the right). 3-D maps further localized these reductions to the caudate head. Volume reductions were correlated with depression severity, as measured by the 17-item Hamilton Depression Rating Scale. Late-life depression is associated with left and right caudate nucleus reduction especially in anterior portions. Among depressed subjects, greater caudate reduction was associated with more severe depression. These results are consistent with growing evidence that the anterior caudate nucleus, especially the head, may be structurally and functionally abnormal in affective disorders.


Three-dimensional mapping of the lateral ventricles in autism

August 2008

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119 Reads

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28 Citations

Psychiatry Research

In this study, a computational mapping technique was used to examine the three-dimensional profile of the lateral ventricles in autism. T1-weighted three-dimensional magnetic resonance images of the brain were acquired from 20 males with autism (age: 10.1+/-3.5 years) and 22 male control subjects (age: 10.7+/-2.5 years). The lateral ventricles were delineated manually and ventricular volumes were compared between the two groups. Ventricular traces were also converted into statistical three-dimensional maps, based on anatomical surface meshes. These maps were used to visualize regional morphological differences in the thickness of the lateral ventricles between patients and controls. Although ventricular volumes measured using traditional methods did not differ significantly between groups, statistical surface maps revealed subtle, highly localized reductions in ventricular size in patients with autism in the left frontal and occipital horns. These localized reductions in the lateral ventricles may result from exaggerated brain growth early in life.


P3-250: The APOE-E4 allele is associated with greater atrophy of the temporal cortex in Alzheimer's disease: An in vivo MRI study

July 2008

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11 Reads

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1 Citation

Alzheimer's & Dementia

Alzheimer's & Dementia


Three-Dimensional Mapping of Hippocampal Anatomy in Adolescents With Bipolar Disorder

June 2008

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51 Reads

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77 Citations

Journal of the American Academy of Child & Adolescent Psychiatry

Early-onset bipolar disorder is thought to be a particularly severe variant of the illness. Continuity with the adult form of illness remains unresolved, but preliminary evidence suggests similar biological underpinnings. Recently, we observed localized hippocampal decreases in unmedicated adults with bipolar disorder that were not detectable with conventional volumetric measures. Using the same three-dimensional mapping methods, we sought to investigate whether a similar pattern exists in adolescents with bipolar disorder. High-resolution brain magnetic resonance images were acquired from 16 adolescents meeting DSM-IV criteria for bipolar disorder (mean age 15.5 +/- 3.4 years, 50% female) and 20 demographically matched, typically developing control subjects. Three-dimensional parametric mesh models of the hippocampus were created from manual tracings of the hippocampal formation. Controlling for total brain volume, total hippocampal volume was significantly smaller in adolescent patients with bipolar disorder relative to controls (by 9.2%). Statistical mapping results, confirmed by permutation testing, revealed significant localized deformations in the head and tail of the left hippocampus in adolescents with bipolar disorder, relative to normal controls. In addition, there was a significant positive correlation between hippocampal size and age in patients with bipolar disorder, whereas healthy controls showed an inverse relation. Localized hippocampal deficits in adolescent patients with bipolar disorder suggest a possible neural correlate for memory deficits observed in this illness. Moreover, age-related increases in hippocampal size in patients with bipolar disorder, not observed in healthy controls, may reflect abnormal developmental mechanisms in bipolar disorder. This possibility must be confirmed by longitudinal studies.


Figure 1 
Figure 3: Statistical 3-D maps showing local differences in hippocampal structures between unmedicated patients with BP and control subjects, in terms of percent difference (a) and statistical significance (c). The pattern of findings is remarkably similar in unmedicated bipolar patients vs lithium-treated bipolar patients (b and d). The right hippocampus is on the left side of the figure.
Figure 3 reveals a pattern of localized deficit in the right hippocampus in unmedicated bipolar patients, as compared to healthy controls (p ¼ 0.01; Figure 3a and c). Areas of
Figure 4: Statistical 3-D maps showing local differences in hippocampal structures between lithium-treated patients with BPD and control subjects, in terms of percent difference (a) and statistical significance (b). Again, the right hippocampus is on the left side of the figure.
Three-Dimensional Mapping of Hippocampal Anatomy in Unmedicated and Lithium-Treated Patients with Bipolar Disorder

June 2008

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185 Reads

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135 Citations

Neuropsychopharmacology: official publication of the American College of Neuropsychopharmacology

Declarative memory impairments are common in patients with bipolar illness, suggesting underlying hippocampal pathology. However, hippocampal volume deficits are rarely observed in bipolar disorder. Here we used surface-based anatomic mapping to examine hippocampal anatomy in bipolar patients treated with lithium relative to matched control subjects and unmedicated patients with bipolar disorder. High-resolution brain magnetic resonance images were acquired from 33 patients with bipolar disorder (21 treated with lithium and 12 unmedicated), and 62 demographically matched healthy control subjects. Three-dimensional parametric mesh models were created from manual tracings of the hippocampal formation. Total hippocampal volume was significantly larger in lithium-treated bipolar patients compared with healthy controls (by 10.3%; p=0.001) and unmedicated bipolar patients (by 13.9%; p=0.003). Statistical mapping results, confirmed by permutation testing, revealed localized deficits in the right hippocampus, in regions corresponding primarily to cornu ammonis 1 subfields, in unmedicated bipolar patients, as compared to both normal controls (p=0.01), and in lithium-treated bipolar patients (p=0.03). These findings demonstrate the sensitivity of these anatomic mapping methods for detecting subtle alterations in hippocampal structure in bipolar disorder. The observed reduction in subregions of the hippocampus in unmedicated bipolar patients suggests a possible neural correlate for memory deficits frequently reported in this illness. Moreover, increased hippocampal volume in lithium-treated bipolar patients may reflect postulated neurotrophic effects of this agent, a possibility warranting further study in longitudinal investigations.


3D mapping of language networks in clinical and pre-clinical Alzheimer's disease

February 2008

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50 Reads

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107 Citations

Brain and Language

We investigated the associations between Boston naming and the animal fluency tests and cortical atrophy in 19 probable AD and 5 multiple domain amnestic mild cognitive impairment patients who later converted to AD. We applied a surface-based computational anatomy technique to MRI scans of the brain and then used linear regression models to detect associations between animal fluency and Boston Naming Test (BNT) performance and cortical atrophy. The global permutation-corrected significance for the maps associating BNT performance with cortical atrophy was p=.0124 for the left and p=.0196 for the right hemisphere and for the animal fluency maps p=.055 for the left and p=.073 for the right hemisphere. The degree of language impairment correlated with cortical atrophy in the left temporal and parietal lobes (BA 20, 21, 37, 39, 40, and 7), bilateral frontal lobes (BA 8, 9, and 44) and the right temporal pole (BA 38). Using a novel 3D mapping technique, we demonstrated that in AD language abilities are strongly influenced by the integrity of the perisylvian cortical regions.


Generalized Tensor-Based Morphometry of HIV/AIDS Using Multivariate Statistics on Deformation Tensors

February 2008

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88 Reads

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207 Citations

IEEE Transactions on Medical Imaging

This paper investigates the performance of a new multivariate method for tensor-based morphometry (TBM). Statistics on Riemannian manifolds are developed that exploit the full information in deformation tensor fields. In TBM, multiple brain images are warped to a common neuroanatomical template via 3-D nonlinear registration; the resulting deformation fields are analyzed statistically to identify group differences in anatomy. Rather than study the Jacobian determinant (volume expansion factor) of these deformations, as is common, we retain the full deformation tensors and apply a manifold version of Hotelling's $T(2) test to them, in a Log-Euclidean domain. In 2-D and 3-D magnetic resonance imaging (MRI) data from 26 HIV/AIDS patients and 14 matched healthy subjects, we compared multivariate tensor analysis versus univariate tests of simpler tensor-derived indices: the Jacobian determinant, the trace, geodesic anisotropy, and eigenvalues of the deformation tensor, and the angle of rotation of its eigenvectors. We detected consistent, but more extensive patterns of structural abnormalities, with multivariate tests on the full tensor manifold. Their improved power was established by analyzing cumulative p-value plots using false discovery rate (FDR) methods, appropriately controlling for false positives. This increased detection sensitivity may empower drug trials and large-scale studies of disease that use tensor-based morphometry.


Citations (50)


... Cortical mapping methods have distinguished patterns of atrophy that are typical of late-versus earlyonset AD [47], and different dementia subtypes [48]. They have also identified cortical changes associated with cognitive deterioration [49, 50]. Sowell et al. [51] applied cortical pattern matching to 176 scans of subjects aged 7 to 87, and compiled trajectories of gray matter thinning for each cortical point over the lifespan. ...

Reference:

Computational anatomical methods as applied to ageing and dementia
3D mapping of verbal memory performance in clinical and pre-clinical Alzheimer disease
  • Citing Conference Paper
  • January 2006

Annals of Neurology

... The effects of HIV have diminished with time in all CNS tissue compartments, likely related to widespread use of ART [6,7]. Nevertheless, brain structural differences can still be detected in chronically infected, virally suppressed PWH with voxel-wise volumetric approaches [8][9][10], cortical surface shape analysis [11][12][13][14], and cortical thickness estimation approaches [8,15]. Yet to be determined is whether aging interacts with treated HIV infection to diminish improvement in pretreatment structural changes conferred by ART. ...

3D mapping of ventricular and corpus callosum abnormalities in HIV/AIDS
  • Citing Article
  • June 2006

NeuroImage

... Μια μόνο μελέτη 57 αναφέρει σημαντική αύξηση στο περιεχόμενο νερού στον μετωπιαίο φλοιό αλλά όχι στον ιππόκαμπο επιμύων που είχαν λάβει χρόνιο λίθιο, όπως ανταπαντούν οι Yucel και Mac Queen. 58 Επιπρόσθετα, οι Bearden et al, 59 επιχειρηματολογούν ότι ακόμη και η αύξηση του ενδοκυττάριου νερού μπορεί να συνδέεται, άμεσα ή έμμεσα, με το θεραπευτικό μηχανισμό του λιθίου. Εμφανώς, περισσότερη έρευνα είναι απαραίτητη, και οι Bearden et al 59 προτείνουν ότι ο συνδυασμός των νευροαπεικονιστικών τεχνικών της Τ2 χαλαρομετρίας (T2 relaxometry) και της απεικόνισης διάχυσης τένσορα (diffusion tensor imaging) που διερευνούν τη μακροδομή του εγκεφάλου καθώς και τη μικροδομή της λευκής ουσίας του εγκεφά-λου αντίστοιχα, μπορεί να διευκρινίσει αν και κατά πόσον οι παρατηρούμενες αυξήσεις εγκεφαλικού όγκου ως αποτέλεσμα χορήγησης λιθίου οφείλονται σε αλλαγές στην ενδοκυττάρια περιεκτικότητα νερού. ...

Reply: Lithium and Increased Cortical Gray Matter—More Tissue or More Water?
  • Citing Article
  • February 2008

Biological Psychiatry

... Une fois que tout les images sont alignées, elles partagent le même système de coordonnées, ce qui signifie que les structures sont alignées par voxels. Ainsi, les méthodes morphométriques niveau voxel sont utilisées pour détecter des changements dans différentesétudes Leporé et al. [2010], Lepore et al. [2008a], Mani et al. [2010a]. L'alignement est obtenu en appliquant une déformation qui peutêtre analysée afin de mesurer la quantité de déformation entre une image donnée et un modèle. ...

Generalized Tensor-Based Morphometry of HIV/AIDS Using Multivariate Statistics on Strain Matrices

... Bayesian models can incorporate both spatial and temporal dependence but typically result in complicated high-dimensional posterior distributions and hence can be computationally burdensome to apply. Reviews of Bayesian methods for neuroimaging can be found in Bowman (2014), Friston et al. (2007), Lazar (2008), and Zhang et al. (2015). ...

Surface-Based Analysis of Functional Magnetic Resonance Imaging Data

... Once preprocessing was completed, points on the cortical surfaces surrounding and between the sulcal contours drawn on each individual's brain surface were calculated using the averaged sulcal contours as anchors to drive 3D cortical surface mesh models from each subject into correspondence (Thompson et al. 2004). This cortical pattern matching technique, also known as high-dimensional continuum mechanical image warping (Thompson et al. 2001Thompson et al. , 2003), allows the creation of average surface models while accounting for cortical variability across subjects. All analyses of the thickness maps were conducted in each subject's native (unscaled space). ...

Dynamic Mapping of Alzheimer’s Disease

... This so-called AT(N) classification system groups different biomarkers (imaging and biofluids) by the pathologic process that each measures. Amyloid-sensitive PET ligands and tau-sensitive PET tracers document characteristic trajectories for the accumulation and spread of amyloid and tau in vivo (Braskie et al. 2010;Protas et al. 2012). Operationally, the "positivity" of A, T, or N biomarkers is defined using standard cut-offs, with some efforts to reconcile differences among various radiotracers using a norming approach called the centiloid system (Klunk et al. 2015;Rowe et al. 2017). ...

Prediction of Cognitive Decline Based on Hemispheric Cortical Surface Maps of FDDNP PET
  • Citing Article
  • February 2012

NeuroImage

... Mesh parameterization has been used in a range of applications in image analyses and computerized graphics, e.g., texture mapping, occlusion completion, mesh compression, and shape metamorphosis [42]. In medical imaging, it is useful in analyzing and comparing biological materials, such as the brain, carotid artery and hippocampus [43], and the modeling of muscles, such as those of the levator ani [44] and face [45,46]. It has been commonly accepted that conformal mapping minimizes the angular distortion of surface elements, and thus their geometrical formation [47,48]. ...

Brain Surface Conformal Parameterization.

... 37 In addition, methods using covariant partial differential equations attempt to produce surface-to-surface registrations that, in the continuous case at least, are independent of the intermediate spherical mappings used to impose grids on the surfaces. 34,38 In these mappings, a flow vector field in the surface coordinates is developed in which the differential operators are made covariant to the surface metrics, leading to surface registrations that are provably independent of the way the surfaces are gridded, so long as the surfaces are sufficiently finely sampled. ...

Detecting dynamic and genetic effects on brain structure using high-dimensional cortical pattern matching

Proceedings / IEEE International Symposium on Biomedical Imaging: from nano to macro. IEEE International Symposium on Biomedical Imaging

... Pathological modifications of tau including hyperphosphorylation and glycosylation are also crucial to the pathogenesis of neurofibrillary degeneration in AD [68]. The formation of NFTs is significantly correlated with the degree of cognitive impairment in AD [69]. NFTs can contribute to the inhibition of Complex I activity in mitochondrial ETC which suppresses mitochondrial respiration and ATP production [70]. ...

Plaque and tangle imaging and cognition in normal aging and Alzheimer's disease
  • Citing Article
  • December 2008

Neurobiology of Aging