Neuroimaging in Alzheimer's disease: current role in clinical practice and potential future applications

array:24 ["pii" => "S1807593222015800" "issn" => "18075932" "doi" => "10.1590/S1807-59322011001300003" "estado" => "S300" "fechaPublicacion" => "2011-01-01" "aid" => "1580" "copyright" => "CLINICS" "copyrightAnyo" => "2011" "documento" => "simple-article" "crossmark" => 0 "licencia" => "https://creativecommons.org/licenses/by-nc/3.0/" "subdocumento" => "edi" "cita" => "Clinics. 2011;66 Supl 1:19-24" "abierto" => array:3 [ "ES" => true "ES2" => true "LATM" => true ] "gratuito" => true "lecturas" => array:1 [ "total" => 0 ] "itemSiguiente" => array:19 [ "pii" => "S1807593222015812" "issn" => "18075932" "doi" => "10.1590/S1807-59322011001300004" "estado" => "S300" "fechaPublicacion" => "2011-01-01" "aid" => "1581" "copyright" => "CLINICS" "documento" => "simple-article" "crossmark" => 0 "licencia" => "https://creativecommons.org/licenses/by-nc/3.0/" "subdocumento" => "edi" "cita" => "Clinics. 2011;66 Supl 1:25-32" "abierto" => array:3 [ "ES" => true "ES2" => true "LATM" => true ] "gratuito" => true "lecturas" => array:1 [ "total" => 0 ] "en" => array:11 [ "idiomaDefecto" => true "cabecera" => "Editorial" "titulo" => "Future developments in brain-machine interface research" "tienePdf" => "en" "tieneTextoCompleto" => "en" "tieneResumen" => "en" "paginas" => array:1 [ 0 => array:2 [ "paginaInicial" => "25" "paginaFinal" => "32" ] ] "contieneResumen" => array:1 [ "en" => true ] "contieneTextoCompleto" => array:1 [ "en" => true ] "contienePdf" => array:1 [ "en" => true ] "autores" => array:1 [ 0 => array:2 [ "autoresLista" => "Mikhail A Lebedev, Andrew J Tate, Timothy L Hanson, Zheng Li, Joseph E O'Doherty, Jesse A Winans, Peter J Ifft, Katie Z Zhuang, Nathan A Fitzsimmons, David A Schwarz, Andrew M Fuller, Je Hi An, Miguel A L Nicolelis" "autores" => array:13 [ 0 => array:2 [ "nombre" => "Mikhail A" "apellidos" => "Lebedev" ] 1 => array:2 [ "nombre" => "Andrew J" "apellidos" => "Tate" ] 2 => array:2 [ "nombre" => "Timothy L" "apellidos" => "Hanson" ] 3 => array:2 [ "nombre" => "Zheng" "apellidos" => "Li" ] 4 => array:2 [ "nombre" => "Joseph E" "apellidos" => "O'Doherty" ] 5 => array:2 [ "nombre" => "Jesse A" "apellidos" => "Winans" ] 6 => array:2 [ "nombre" => "Peter J" "apellidos" => "Ifft" ] 7 => array:2 [ "nombre" => "Katie Z" "apellidos" => "Zhuang" ] 8 => array:2 [ "nombre" => "Nathan A" "apellidos" => "Fitzsimmons" ] 9 => array:2 [ "nombre" => "David A" "apellidos" => "Schwarz" ] 10 => array:2 [ "nombre" => "Andrew M" "apellidos" => "Fuller" ] 11 => array:2 [ "nombre" => "Je Hi" "apellidos" => "An" ] 12 => array:2 [ "nombre" => "Miguel A L" "apellidos" => "Nicolelis" ] ] ] ] ] "idiomaDefecto" => "en" "EPUB" => "https://multimedia.elsevier.es/PublicationsMultimediaV1/item/epub/S1807593222015812?idApp=UINPBA00004N" "url" => "/18075932/00000066000000S1/v1_202212010745/S1807593222015812/v1_202212010745/en/main.assets" ] "itemAnterior" => array:19 [ "pii" => "S1807593222015794" "issn" => "18075932" "doi" => "10.1590/S1807-59322011001300002" "estado" => "S300" "fechaPublicacion" => "2011-01-01" "aid" => "1579" "copyright" => "CLINICS" "documento" => "article" "crossmark" => 0 "licencia" => "https://creativecommons.org/licenses/by-nc/3.0/" "subdocumento" => "edi" "cita" => "Clinics. 2011;66 Supl 1:3-17" "abierto" => array:3 [ "ES" => true "ES2" => true "LATM" => true ] "gratuito" => true "lecturas" => array:1 [ "total" => 0 ] "en" => array:12 [ "idiomaDefecto" => true "cabecera" => "Editorial" "titulo" => "Long-term potentiation and long-term depression: a clinical perspective" "tienePdf" => "en" "tieneTextoCompleto" => "en" "tieneResumen" => "en" "paginas" => array:1 [ 0 => array:2 [ "paginaInicial" => "3" "paginaFinal" => "17" ] ] "contieneResumen" => array:1 [ "en" => true ] "contieneTextoCompleto" => array:1 [ "en" => true ] "contienePdf" => array:1 [ "en" => true ] "resumenGrafico" => array:2 [ "original" => 0 "multimedia" => array:7 [ "identificador" => "fig3" "etiqueta" => "Figure 3" "tipo" => "MULTIMEDIAFIGURA" "mostrarFloat" => true "mostrarDisplay" => false "figura" => array:1 [ 0 => array:4 [ "imagen" => "gr3.jpeg" "Alto" => 402 "Ancho" => 611 "Tamanyo" => 44214 ] ] "descripcion" => array:1 [ "en" => "Non-invasive methods of inducing synaptic plasticity in the human CNS. (A) Repetitive trains of transcranial magnetic stimulation (rTMS), have been employed in several regions of the brain to induce LTP- and LTD-like changes in spontaneous neural activity and responsiveness to stimulation. This approach is limited in the frequencies that can be attained and is restricted to surface structures in the brain, primarily cortical, close enough to the TMS device for effective stimulation. (B) Direct transdural electrical nerve stimulation (TENS) can be used to deliver trains of stimuli to afferent fibres and induce LTP- or LTD-like changes within the spinal cord. (C) Work in primary sensory cortices, notably visual and auditory cortex, has revealed that repetitive sensory stimulation, either flashes or tones, can induce lasting LTP- or LTD-like changes in event-related potentials (ERPs) recorded in these regions. (D) Approaches which combine two of the techniques described above (A-C) can be used to induce changes in synaptic strength that often have the added advantage of reducing the amount of stimulation required and restricting the focus of the effect. Interventional paired associative stimulation (IPAS) mimics STDP protocols by combining rTMS with TENS, or sensory stimulation, to induce lasting changes in neural responsiveness. Just as in STDP, the timing of the two stimuli, in this case one peripheral and one central, determines the polarity of change. (E) As well as TMS, direct current stimulation (DCS) can be used to depolarize neurons in the cortex non-invasively. This technique delivers a very weak current continuously over an extended period. There is some indication that DC stimulation in itself can result in lasting changes in neural responsiveness. However, there is substantial evidence that when be combined with tetanic stimulation, or a sensori-motor task, long-lasting changes in synaptic strength can be induced. (F) Another less temporally defined means of modulating the effects of any direct stimulation of the brain is through the ingestion or injection of drugs. Thus far there has not been a great deal of work on combining nootropics with sensory or direct brain stimulation but this is surely an avenue that is ripe for exploration." ] ] ] "autores" => array:1 [ 0 => array:2 [ "autoresLista" => "Timothy V.P. Bliss, Sam F Cooke" "autores" => array:2 [ 0 => array:2 [ "nombre" => "Timothy V.P." "apellidos" => "Bliss" ] 1 => array:2 [ "nombre" => "Sam F" "apellidos" => "Cooke" ] ] ] ] ] "idiomaDefecto" => "en" "EPUB" => "https://multimedia.elsevier.es/PublicationsMultimediaV1/item/epub/S1807593222015794?idApp=UINPBA00004N" "url" => "/18075932/00000066000000S1/v1_202212010745/S1807593222015794/v1_202212010745/en/main.assets" ] "en" => array:17 [ "idiomaDefecto" => true "cabecera" => "Editorial" "titulo" => "Neuroimaging in Alzheimer's disease: current role in clinical practice and potential future applications" "tieneTextoCompleto" => true "paginas" => array:1 [ 0 => array:2 [ "paginaInicial" => "19" "paginaFinal" => "24" ] ] "autores" => array:1 [ 0 => array:4 [ "autoresLista" => "Luiz Kobuti Ferreira, Geraldo F Busatto" "autores" => array:2 [ 0 => array:4 [ "nombre" => "Luiz Kobuti" "apellidos" => "Ferreira" "email" => array:1 [ 0 => "kobuti@yahoo.com" ] "referencia" => array:1 [ 0 => array:2 [ "etiqueta" => "*" "identificador" => "cor1" ] ] ] 1 => array:4 [ "nombre" => "Geraldo F" "apellidos" => "Busatto" "email" => array:1 [ 0 => "gbusatto@terra.com.br" ] "referencia" => array:1 [ 0 => array:2 [ "etiqueta" => "*" "identificador" => "cor1" ] ] ] ] "afiliaciones" => array:1 [ 0 => array:2 [ "entidad" => "Laboratory of Psychiatric Neuroimaging LIM21, Institute of Psychiatry, Faculdade de Medicina, Universidade de São Paulo, São Paulo, SP, Brazil." "identificador" => "aff1-cln_66p19" ] ] "correspondencia" => array:1 [ 0 => array:3 [ "identificador" => "cor1" "etiqueta" => "*" "correspondencia" => "Tel.: 55 11 3069 7651 /" ] ] ] ] "textoCompleto" => "INTRODUCTIONAlzheimer's disease (AD) is the most common cause of dementia in the general population. Clinical diagnosis of AD is based on a history of progressive and characteristic cognitive decline and the presence of objective cognitive deficits. Exclusion of other diagnoses such as depression, hypothyroidism, other dementias and non-AD brain lesions is an integral part of the diagnostic evaluation.<a class="elsevierStyleCrossRef" href="#bib1">1</a> Since AD is the most common type of dementia and its burden is expected to grow substantially owing to aging of the population, improving the diagnostic accuracy of AD is critical.Neuroimaging examinations are an essential part of the diagnostic investigation of dementia. These examinations are important not only to identify non-AD pathological processes that can lead to cognitive decline (e.g. brain tumors or cerebrovascular disease) but also to search for biological markers that provide supportive features for the diagnosis of AD. These include medial temporal lobe atrophy as assessed with magnetic resonance imaging (MRI) and reduced glucose metabolism in temporoparietal regions on functional neuroimaging with 18F-fluorodeoxyglucose-positron emission tomography (FDG-PET).<a class="elsevierStyleCrossRef" href="#bib2">2</a>Though there is no test to diagnose AD accurately in vivo, in the past few years advances in neuroimaging technology have changed our understanding of AD. This review will focus on recent neuroimaging studies of AD that provide relevant information to clinical practice. We will also examine a new neuroimaging modality – amyloid imaging – and discuss whether such technique can be combined with innovative methods of data processing and analysis to improve AD diagnostic accuracy.NEUROIMAGING AND AD: UNDERSTANDING THE BRAIN CHANGES UNDERLYING THE SYMPTOMS OF THE DISEASEOver the past decades, many research investigations have applied neuroimaging techniques to gather information about the anatomical and functional brain changes related to AD. <a class="elsevierStyleCrossRef" href="#tbl1">Table 1</a> summarizes the clinical utility of neuroimaging modalities used in patients with suspected AD.<elsevierMultimedia ident="tbl1"></elsevierMultimedia>Thanks to major improvements in image acquisition, processing and analysis, these studies have conducted detailed assessments of the human brain in vivo comparing groups of patients with dementia and unaffected elderly volunteers. A very brief summary of clinically relevant neuroimaging findings in samples of patients with AD is presented in <a class="elsevierStyleCrossRef" href="#tbl2">Table 2</a>.<elsevierMultimedia ident="tbl2"></elsevierMultimedia>MRI has become the most used tool for cerebral imaging in vivo for the assessment of dementia, as it provides detailed information about brain structure, thus allowing the characterization of regional brain atrophy and the identification of causes for the cognitive decline, such as white matter lesions, cerebral infarcts and brain tumors. Conversely, computed tomography (CT) investigations are seldom part of the outpatient diagnostic work-up of cognitive complaints owing to its lower spatial resolution. Notwithstanding, CT can be used in cases of contraindications for MRI (e.g. pacemaker). MRI is used to evaluate the anatomical features of the brain because it provides a clear distinction between gray matter, white matter and cerebrospinal fluid. The most consistent findings in MRI studies of patients with AD are atrophy in the medial temporal lobe (hippocampus, amygdala, entorhinal cortex and parahippocampal gyrus), ventricular enlargement and smaller total brain volume.<a class="elsevierStyleCrossRefs" href="#bib3">3,4</a> MRI data have also been used to compare AD with other neurodegenerative conditions, such as dementia with Lewy bodies, frontotemporal lobar degeneration and Parkinson's disease dementia. Despite some heterogeneity in the results of these studies, they provide consistent evidence for the presence of a characteristic pattern of gray matter atrophy in AD involving mainly the medial temporal lobe, insula and temporoparietal cortices.<a class="elsevierStyleCrossRef" href="#bib3">3</a>The dynamics of atrophy in AD has been assessed by cross-sectional and longitudinal MRI studies. Initially, atrophy is most pronounced in the medial temporal lobe;<a class="elsevierStyleCrossRef" href="#bib3">3</a> next, the temporal neocortex is involved; then, the atrophic pattern extends to the parietal and frontal lobes.<a class="elsevierStyleCrossRefs" href="#bib5">5,6</a> These descriptions are in accordance with the results of previous neuropathological studies that examined postmortem brains of patients with different stages of AD.<a class="elsevierStyleCrossRef" href="#bib7">7</a>Since the pathological processes that lead to AD are known to begin years before the clinical syndrome, longitudinal studies have provided valuable information about the preclinical stages of AD, such as mild cognitive impairment (MCI), a condition characterized by cognitive decline in the absence of clinical dementia. Recent meta-analyses have shown that gray matter atrophy is a consistent finding in elderly subjects with MCI and also that medial temporal lobe atrophy is a neurostructural biomarker of MCI conversion to AD.<a class="elsevierStyleCrossRefs" href="#bib8">8,9</a>Neurofunctional imaging modalities, such as FDG-PET and regional cerebral blood flow imaging with single photon emission computed tomography (SPECT) provide, respectively, information about regional glucose metabolism and brain perfusion. Several research studies have evaluated samples of patients with AD relative to elderly controls using neurofunctional modalities such as FDG-PET and SPECT. The characteristic pattern found in AD is of hypometabolism/hypoperfusion in the temporoparietal cortex.<a class="elsevierStyleCrossRefs" href="#bib10">10,11</a> A recent meta-analysis found that hypometabolism/hypoperfusion of the inferior parietal lobules and precuneus is the most consistent neurofunctional finding in AD in comparison with healthy elderly subjects.<a class="elsevierStyleCrossRef" href="#bib9">9</a> Moreover, longitudinal neurofunctional imaging studies have demonstrated hypometabolism/hypoperfusion in the parietal lobe of MCI converters in comparison with those who did not convert to AD.<a class="elsevierStyleCrossRef" href="#bib9">9</a> These functional imaging techniques can be useful in cases of diagnostic uncertainty despite thorough evaluation<a class="elsevierStyleCrossRef" href="#bib12">12</a> and have been shown to be valuable to distinguish AD from frontotemporal dementia.<a class="elsevierStyleCrossRef" href="#bib13">13</a> However, they should not be used as the only imaging modality because they do not allow an adequate evaluation of brain structure.<a class="elsevierStyleCrossRef" href="#bib14">14</a>A distinct regional finding resulting from neurostructural and neurofunctional imaging studies – respectively, medial temporal lobe atrophy and parietal hypoperfusion/hypometabolism – has been reported by authors who assessed patients with AD using both MRI and neurofunctional methods (FDG-PET or SPECT).<a class="elsevierStyleCrossRefs" href="#bib15">15,16</a> The neurofunctional decline in the parietal lobe is thought to be due to a ‘diaschisis' effect, caused by disruption in the white matter bundles that connect the atrophic temporal lobe structures to the parietal lobe.<a class="elsevierStyleCrossRef" href="#bib16">16</a>White matter volume can also be measured with MRI. Studies comparing groups of patients with AD against elderly controls have found volumetric reduction in the corpus callosum, fornix and the cingulum bundle in AD samples.<a class="elsevierStyleCrossRefs" href="#bib16">16,17</a> More subtle white matter abnormalities can be detected using a novel MRI technique called diffusion tensor imaging. By measuring water diffusivity, diffusion tensor imaging studies allow researchers to draw inferences about the integrity of white matter.<a class="elsevierStyleCrossRef" href="#bib18">18</a> In AD, widespread white matter disruption has been demonstrated, involving both limbic pathways (e.g. fornix) and cortico-cortical tracts (e.g. uncinate fasciculus and corpus callosum).<a class="elsevierStyleCrossRefs" href="#bib19">19,20</a>Although a very important source of knowledge about the pathophysiology of the disease, the brain imaging modalities cited above have limited diagnostic utility because their findings are not specific to AD and they are not sufficiently sensitive to detect mild or preclinical disease stages. This is important not only to clinical practice but also to the development of new therapies: researchers seeking disease-modifying agents are aware that an efficient drug should ideally be started before patients present with overt dementia but, in order to choose who will benefit from such therapy, we need accurate diagnostic tools.<a class="elsevierStyleCrossRefs" href="#bib21">21,22</a>AMYLOID DEPOSITION AS A BIOLOGICAL MARKER OF ADIn clinical practice, a definite diagnosis of AD is usually not possible owing to the requirement for histopathological examination.<a class="elsevierStyleCrossRef" href="#bib1">1</a> Moreover, owing to the heterogeneity of clinical manifestations and low specificity of the cognitive deficits, the diagnosis of AD can be challenging.<a class="elsevierStyleCrossRef" href="#bib23">23</a> Neuropathological studies that analyzed postmortem brain tissue found that the clinical diagnosis of AD is frequently inaccurate.<a class="elsevierStyleCrossRefs" href="#bib24">24,25</a>Accumulation of the β-amyloid peptide in the brain is a hallmark of AD.<a class="elsevierStyleCrossRef" href="#bib26">26</a> β-Amyloid is the product of sequential proteolytic cleavage of the amyloid precursor protein by β- and γ-secretases.<a class="elsevierStyleCrossRef" href="#bib27">27</a> Senile plaques found in the brain of patients with AD are primarily composed of insoluble deposits of β-amyloid.<a class="elsevierStyleCrossRef" href="#bib28">28</a> Until recently, the investigation of amyloid deposition in living humans was limited because it used to rely on brain biopsy or postmortem examinations. Fortunately, in recent years, the development of radiopharmaceutical agents aimed at identifying amyloid deposition has allowed researchers to study in vivo amyloid deposition in humans.<a class="elsevierStyleCrossRef" href="#bib29">29</a> Briefly, amyloid imaging consists of an injection of a radiolabeled ligand targeting amyloid aggregates and use of positron emission tomography (PET) technology to acquire images of the brain in order to display foci of abnormal amyloid accumulation.<a class="elsevierStyleCrossRef" href="#bib29">29</a>Despite the recent development of this PET technology, radiolabeled biomarkers for amyloid imaging have already been used in several research studies. The vast majority of such investigations have employed Pittsburgh compound B labeled with carbon-11. These studies have shown that amyloid deposition: 1) occurs years before clinical dementia,<a class="elsevierStyleCrossRefs" href="#bib30">30,31</a> 2) is related to cortical atrophy and cognitive decline,<a class="elsevierStyleCrossRefs" href="#bib30">30-32</a> 3) is more intense in patients with MCI who convert to AD than in nonconverters<a class="elsevierStyleCrossRefs" href="#bib33">33,34</a> and 4) plateaus when clinical dementia is established (while other neurodegenerative processes such as brain atrophy keep progressing).<a class="elsevierStyleCrossRefs" href="#bib31">31,35</a> For the next few years, it is expected that the amount of information provided by amyloid imaging studies will sharply increase. For instance, this imaging modality is now used in a sub-study of the Alzheimer's Disease Neuroimaging Initiative, a large longitudinal (6-year) multicentric project in the USA involving cohorts of elderly controls and subjects with MCI and AD, aimed at validating neuroimaging and cerebrospinal fluid/blood biomarkers for use in clinical trials of AD treatments. In this project, subjects are investigated with MRI and FDG-PET and then followed, thus allowing measurements of change in these biomarkers at different disease stages.<a class="elsevierStyleCrossRef" href="#bib36">36</a>Amyloid deposition is not pathognomonic of AD and, in fact, it is rather unspecific. For instance, it can be found in dementia with Lewy bodies and in cognitively intact elderly subjects.<a class="elsevierStyleCrossRefs" href="#bib36">36,37</a> Therefore, a positive amyloid biomarker scan may have limited diagnostic value; on the other hand, a negative result from such a sensitive imaging test can be informative because amyloid deposition is a defining feature of AD.<a class="elsevierStyleCrossRefs" href="#bib37">37,38</a> Thus, the immediate clinical usefulness of sensitive imaging biomarkers for brain amyloid deposition would be to rule out the presence of significant levels of β-amyloid in the brain. In other words, a negative result would mean that AD is an unlikely diagnosis. As an example, researchers showed that amyloid biomarkers could be useful to differentiate between AD and frontotemporal dementia.<a class="elsevierStyleCrossRefs" href="#bib37">37,39,40</a>Amyloid imaging could also be useful as a non-invasive biomarker allowing a more adequate selection of subjects without overt dementia but with a high likelihood of progressing to AD in clinical trials of disease-modifying agents.<a class="elsevierStyleCrossRefs" href="#bib21">21,41</a> Perhaps this imaging tool could even become useful to measure the efficacy of new drugs,<a class="elsevierStyleCrossRef" href="#bib42">42</a> as suggested by the results of a recent study that used amyloid imaging to quantify the reduction of β-amyloid load in patients treated with anti-amyloid antibody.<a class="elsevierStyleCrossRef" href="#bib43">43</a>One logistic concern is the short physical half-life of carbon-11, which prevents the applicability of Pittsburgh compound B-PET imaging to wider populations in clinical settings. This has raised interest in the development of amyloid imaging agents that can be labeled with fluorine-18 (18F), which has a longer decay half-life. Florbetapir (AmyvidTM) is one of the most promising of such agents, not only owing to the longer radioactive half-life of 18F, but also because of the rapid kinetics and stable plateau of uptake of florbetapir in the brain following intravenous administration.<a class="elsevierStyleCrossRef" href="#bib44">44</a> These properties increase its potential availability and allow short post-dose waiting periods and flexibility in timing of image acquisition.<a class="elsevierStyleCrossRef" href="#bib44">44</a> Recent investigations have shown that 18F-florbetapir PET imaging performed during life in a sample of elderly patients from hospice, long-term care and community healthcare facilities accurately predicted the presence of β-amyloid in the brain as verified at autopsy of the same subjects.<a class="elsevierStyleCrossRef" href="#bib45">45</a>In spite of the above advances, there are still important difficulties to be overcome before amyloid imaging with PET can be seen as a useful resource in clinical practice for the diagnostic work-up for dementia. Indeed, florbetapir has been rejected by a recent preliminary document of the United States Food and Drugs Administration (FDA), which highlighted the problem of inconsistent reader-to-reader image interpretation.<a class="elsevierStyleCrossRef" href="#bib46">46</a> This represents a set-back that will force the neuroimaging community to improve the reliability of amyloid imaging interpretations.The FDA document is based on the first phase 3 study focused on the relationship between florbetapir imaging and postmortem β-amyloid pathology.<a class="elsevierStyleCrossRef" href="#bib45">45</a> Results based on the binary classification (positive × negative) of the mean rating given by three trained nuclear medicine physicians resulted in an impressive 93% sensitivity.<a class="elsevierStyleCrossRef" href="#bib45">45</a> However, the detailed FDA report pointed out that there was too much variation in the individual reader performance; for instance, one reader demonstrated an unacceptably low sensitivity of 55%. Furthermore, “in over one-third of the subjects, at least one reader would have had a different binary interpretation of amyloid status from the other two readers”.<a class="elsevierStyleCrossRef" href="#bib46">46</a> Based on the reader inconsistency, this document concluded that “the data did not produce evidence of clinical usefulness”.<a class="elsevierStyleCrossRef" href="#bib46">46</a>So, what would be the next step?One of the most relevant messages from the FDA document is the following: “The available data suggest that the variability in 18F-florbetapir PET test results more likely stems from variability in image interpretation rather than image acquisition”.<a class="elsevierStyleCrossRef" href="#bib46">46</a> In other words, if this imaging modality is one day to be widely used in clinical practice, then efforts should be focused on how to improve the reliability of imaging interpretation.One way would be to improve the physicians' training, with lengthier and/or more sophisticated learning protocols. In real world clinical settings, this would not only be expensive but also limit the availability of this method to a few physicians and patients. An alternative would be to develop automated methods of image analysis that could help physicians make more accurate interpretations. Numerous results from recent years have provided evidence that automated techniques have a great potential to advance the diagnostic accuracy of neuroimaging methods for dementia and other neurological and psychiatric disorders.PATTERN CLASSIFICATION APPROACHES IN NEUROIMAGING STUDIES: FUTURE APPLICATIONS IN THE DIAGNOSIS OF DEMENTIANeuropsychiatric researchers commonly perform between-group comparisons using neuroimaging data to obtain valuable insights into the neuropathological processes that underlie the diseases. The statistical methods of most of the studies cited in the sections above are based on this principle.Nevertheless, such an approach cannot be used in clinical practice because neuroimaging techniques must provide reliable information of individual scans in order to be diagnostically useful. For this reason, researchers have recently developed computer-based, automated classification methods that analyze substantial amounts of information looking for a pattern that characterizes the disease. Then, the model can be tested for diagnostic accuracy. Methods for automated classification of brain imaging data can provide high accuracy in the evaluation of individual cases and for this reason, it has been recently suggested that such techniques could become established as useful diagnostic tools for clinical applications.<a class="elsevierStyleCrossRef" href="#bib47">47</a>For instance, these methods – also known as pattern classification approaches – have already been applied in MRI studies to differentiate:<ul class="elsevierStyleList" id="celist10"><li class="elsevierStyleListItem" id="celistitem10">•-patients with AD from controls, with 87–95% accuracy<a class="elsevierStyleCrossRefs" href="#bib48">48-51</a></li><li class="elsevierStyleListItem" id="celistitem20">•-AD and frontotemporal lobar degeneration with 89% accuracy<a class="elsevierStyleCrossRef" href="#bib49">49</a></li><li class="elsevierStyleListItem" id="celistitem30">•-MCI from healthy controls, with 90% accuracy<a class="elsevierStyleCrossRef" href="#bib52">52</a></li><li class="elsevierStyleListItem" id="celistitem40">•-subjects with MCI who convert to AD and nonconverters (81% accuracy)<a class="elsevierStyleCrossRef" href="#bib53">53</a></li><li class="elsevierStyleListItem" id="celistitem50">•-children with and without autism (81% accuracy)<a class="elsevierStyleCrossRef" href="#bib54">54</a></li><li class="elsevierStyleListItem" id="celistitem60">•-patients with schizophrenia from controls (90% accuracy).<a class="elsevierStyleCrossRef" href="#bib55">55</a></li></ul>Pattern classification approaches have also been used in neurofunctional imaging studies designed to differentiate between patients with AD and controls,<a class="elsevierStyleCrossRef" href="#bib56">56</a> AD and frontotemporal dementia,<a class="elsevierStyleCrossRef" href="#bib57">57</a> patients with schizophrenia and healthy subjects,<a class="elsevierStyleCrossRef" href="#bib58">58</a> schizophrenia and bipolar disorder<a class="elsevierStyleCrossRef" href="#bib59">59</a> and depression and controls.<a class="elsevierStyleCrossRef" href="#bib60">60</a> Moreover, these automated classifiers can be designed to combine multiple biomarkers (e.g. demographic data, structural and functional neuroimaging, genotyping information and laboratory results, such as cerebrospinal fluid biomarkers) in order to improve successful classification.<a class="elsevierStyleCrossRef" href="#bib61">61</a>Despite these recent findings, we are not aware of any study using pattern classification approaches to classify amyloid imaging data on an individual basis. Given the insufficient consistency in reader-to-reader interpretation of individual amyloid imaging data as pointed out by the recent FDA document discussed above,<a class="elsevierStyleCrossRef" href="#bib46">46</a> testing the accuracy of pattern classification methods in this neuroimaging modality seems a sensible next step.CONCLUSIONNeuroimaging techniques have led to an increasingly large body of knowledge about AD by allowing the study of the brain in living subjects. These imaging methods are not only highly important research tools, but they are also commonly used in the evaluation of patients presenting with dementia in order to improve the accuracy of clinical diagnosis and identify brain lesions contributing to the cognitive decline. A recent major advance is the development of amyloid imaging techniques that allow in vivo identification of amyloid deposition in the brain. This imaging modality has already yielded important results and will likely determine an increase in the diagnostic accuracy of AD in the near future." "textoCompletoSecciones" => array:1 [ "secciones" => array:4 [ 0 => array:2 [ "identificador" => "xpalclavsec1581347" "titulo" => "KEYWORDS" ] 1 => array:3 [ "identificador" => "cesec10" "titulo" => "INTRODUCTION" "secciones" => array:3 [ 0 => array:2 [ "identificador" => "cesec20" "titulo" => "NEUROIMAGING AND AD: UNDERSTANDING THE BRAIN CHANGES UNDERLYING THE SYMPTOMS OF THE DISEASE" ] 1 => array:2 [ "identificador" => "cesec30" "titulo" => "AMYLOID DEPOSITION AS A BIOLOGICAL MARKER OF AD" ] 2 => array:2 [ "identificador" => "cesec40" "titulo" => "PATTERN CLASSIFICATION APPROACHES IN NEUROIMAGING STUDIES: FUTURE APPLICATIONS IN THE DIAGNOSIS OF DEMENTIA" ] ] ] 2 => array:2 [ "identificador" => "cesec50" "titulo" => "CONCLUSION" ] 3 => array:1 [ "titulo" => "REFERENCES" ] ] ] "pdfFichero" => "main.pdf" "tienePdf" => true "fechaRecibido" => "2011-03-15" "fechaAceptado" => "2011-03-16" "PalabrasClave" => array:1 [ "en" => array:1 [ 0 => array:4 [ "clase" => "keyword" "titulo" => "KEYWORDS" "identificador" => "xpalclavsec1581347" "palabras" => array:5 [ 0 => "Alzheimer's disease" 1 => "Neuroimaging" 2 => "Amyloid imaging" 3 => "Diagnosis" 4 => "Classification" ] ] ] ] "tieneResumen" => true "resumen" => array:1 [ "en" => array:1 [ "resumen" => "Alzheimer's disease is the most common cause of dementia and its prevalence is expected to increase in the coming years. Therefore, accurate diagnosis is crucial for patients, clinicians and researchers. Neuroimaging techniques have provided invaluable information about Alzheimer's disease and, owing to recent advances, these methods will have an increasingly important role in research and clinical practice. The purpose of this article is to review recent neuroimaging studies of Alzheimer's disease that provide relevant information to clinical practice, including a new modality: in vivo amyloid imaging. Magnetic resonance imaging, single photon emission computed tomography and 18F-fluorodeoxyglucose-positron emission tomography are currently available for clinical use. Patients with suspected Alzheimer's disease are commonly investigated with magnetic resonance imaging because it provides detailed images of brain structure and allows the identification of supportive features for the diagnosis. Neurofunctional techniques such as single photon emission computed tomography and 18F-fluorodeoxyglucose-positron emission tomography can also be used to complement the diagnostic investigation in cases of uncertainty. Amyloid imaging is a non-invasive technique that uses positron emission tomography technology to investigate the accumulation of the β-amyloid peptide in the brain, which is a hallmark of Alzheimer's disease. This is a promising test but currently its use is restricted to very few specialized research centers in the world. Technological innovations will probably increase its availability and reliability, which are the necessary steps to achieve robust clinical applicability. Thus, in the future it is likely that amyloid imaging techniques will be used in the clinical evaluation of patients with Alzheimer's disease." ] ] "multimedia" => array:2 [ 0 => array:7 [ "identificador" => "tbl1" "etiqueta" => "Table 1" "tipo" => "MULTIMEDIATABLA" "mostrarFloat" => true "mostrarDisplay" => false "tabla" => array:2 [ "leyenda" => "CT  =  computed tomography; FDG-PET  =  18F-fluorodeoxyglucose-positron emission tomography; MRI  =  magnetic resonance imaging; SPECT  =  single photon emission computed tomography." "tablatextoimagen" => array:1 [ 0 => array:1 [ "tabla" => array:1 [ 0 => """ <table border="0" frame="\n \t\t\t\t\tvoid\n \t\t\t\t" class=""><thead title="thead"><tr title="table-row"><th class="td" title="\n \t\t\t\t\ttable-head\n \t\t\t\t " align="left" valign="\n \t\t\t\t\ttop\n \t\t\t\t" scope="col">Modality \t\t\t\t\t\t\n \t\t\t\t\t\t</th><th class="td" title="\n \t\t\t\t\ttable-head\n \t\t\t\t " align="center" valign="\n \t\t\t\t\ttop\n \t\t\t\t" scope="col">Information afforded \t\t\t\t\t\t\n \t\t\t\t\t\t</th><th class="td" title="\n \t\t\t\t\ttable-head\n \t\t\t\t " align="center" valign="\n \t\t\t\t\ttop\n \t\t\t\t" scope="col">Clinical utility in dementia \t\t\t\t\t\t\n \t\t\t\t\t\t</th><th class="td" title="\n \t\t\t\t\ttable-head\n \t\t\t\t " align="center" valign="\n \t\t\t\t\ttop\n \t\t\t\t" scope="col">Current availability \t\t\t\t\t\t\n \t\t\t\t\t\t</th></tr></thead><tbody title="tbody"><tr title="table-row"><td class="td" title="\n \t\t\t\t\ttable-entry\n \t\t\t\t " align="left" valign="\n \t\t\t\t\ttop\n \t\t\t\t">MRI \t\t\t\t\t\t\n \t\t\t\t</td><td class="td" title="\n \t\t\t\t\ttable-entry\n \t\t\t\t " align="left" valign="\n \t\t\t\t\ttop\n \t\t\t\t">Visualization of gray matter, white matter and cerebrospinal fluid \t\t\t\t\t\t\n \t\t\t\t</td><td class="td" title="\n \t\t\t\t\ttable-entry\n \t\t\t\t " align="left" valign="\n \t\t\t\t\ttop\n \t\t\t\t">Important to identify non-Alzheimer's disease etiologiesUseful to characterize supportive features for the diagnosis of Alzheimer's disease (medial temporal lobe atrophy) \t\t\t\t\t\t\n \t\t\t\t</td><td class="td" title="\n \t\t\t\t\ttable-entry\n \t\t\t\t " align="left" valign="\n \t\t\t\t\ttop\n \t\t\t\t">Available in developed geographic regions. Limited availability in underdeveloped areas \t\t\t\t\t\t\n \t\t\t\t</td></tr><tr title="table-row"><td class="td" title="\n \t\t\t\t\ttable-entry\n \t\t\t\t " align="left" valign="\n \t\t\t\t\ttop\n \t\t\t\t">CT \t\t\t\t\t\t\n \t\t\t\t</td><td class="td" title="\n \t\t\t\t\ttable-entry\n \t\t\t\t " align="left" valign="\n \t\t\t\t\ttop\n \t\t\t\t">Identification of gross brain abnormalities \t\t\t\t\t\t\n \t\t\t\t</td><td class="td" title="\n \t\t\t\t\ttable-entry\n \t\t\t\t " align="left" valign="\n \t\t\t\t\ttop\n \t\t\t\t">Identification of large lesions. Useful if there are contraindications for magnetic resonance imaging \t\t\t\t\t\t\n \t\t\t\t</td><td class="td" title="\n \t\t\t\t\ttable-entry\n \t\t\t\t " align="left" valign="\n \t\t\t\t\ttop\n \t\t\t\t">Widely available \t\t\t\t\t\t\n \t\t\t\t</td></tr><tr title="table-row"><td class="td" title="\n \t\t\t\t\ttable-entry\n \t\t\t\t " align="left" valign="\n \t\t\t\t\ttop\n \t\t\t\t">FDG-PET \t\t\t\t\t\t\n \t\t\t\t</td><td class="td" title="\n \t\t\t\t\ttable-entry\n \t\t\t\t " align="left" valign="\n \t\t\t\t\ttop\n \t\t\t\t">Regional brain glucose metabolism \t\t\t\t\t\t\n \t\t\t\t</td><td class="td" title="\n \t\t\t\t\ttable-entry\n \t\t\t\t " align="left" valign="\n \t\t\t\t\ttop\n \t\t\t\t">Useful in cases of diagnostic uncertainty despite a thorough evaluation<a class="elsevierStyleCrossRef" href="#bib12">12</a>SPECT/FDG-PET should not be used as the only imaging measure<a class="elsevierStyleCrossRef" href="#bib14">14</a> \t\t\t\t\t\t\n \t\t\t\t</td><td class="td" title="\n \t\t\t\t\ttable-entry\n \t\t\t\t " align="left" valign="\n \t\t\t\t\ttop\n \t\t\t\t">Limited to specialized centers \t\t\t\t\t\t\n \t\t\t\t</td></tr><tr title="table-row"><td class="td" title="\n \t\t\t\t\ttable-entry\n \t\t\t\t " align="left" valign="\n \t\t\t\t\ttop\n \t\t\t\t">SPECT \t\t\t\t\t\t\n \t\t\t\t</td><td class="td" title="\n \t\t\t\t\ttable-entry\n \t\t\t\t " align="left" valign="\n \t\t\t\t\ttop\n \t\t\t\t">Regional brain perfusion \t\t\t\t\t\t\n \t\t\t\t</td><td class="td" title="\n \t\t\t\t\ttable-entry\n \t\t\t\t " align="" valign="\n \t\t\t\t\ttop\n \t\t\t\t"> \t\t\t\t\t\t\n \t\t\t\t</td><td class="td" title="\n \t\t\t\t\ttable-entry\n \t\t\t\t " align="" valign="\n \t\t\t\t\ttop\n \t\t\t\t"> \t\t\t\t\t\t\n \t\t\t\t</td></tr><tr title="table-row"><td class="td" title="\n \t\t\t\t\ttable-entry\n \t\t\t\t " align="left" valign="\n \t\t\t\t\ttop\n \t\t\t\t" style="border-bottom: 2px solid black">Amyloid imaging with PET \t\t\t\t\t\t\n \t\t\t\t</td><td class="td" title="\n \t\t\t\t\ttable-entry\n \t\t\t\t " align="left" valign="\n \t\t\t\t\ttop\n \t\t\t\t" style="border-bottom: 2px solid black">Identification of amyloid deposition in the brain \t\t\t\t\t\t\n \t\t\t\t</td><td class="td" title="\n \t\t\t\t\ttable-entry\n \t\t\t\t " align="left" valign="\n \t\t\t\t\ttop\n \t\t\t\t" style="border-bottom: 2px solid black">In the future may be used as a very sensitive (though nonspecific) test for Alzheimer's disease \t\t\t\t\t\t\n \t\t\t\t</td><td class="td" title="\n \t\t\t\t\ttable-entry\n \t\t\t\t " align="left" valign="\n \t\t\t\t\ttop\n \t\t\t\t" style="border-bottom: 2px solid black">Only in a very few specialized research centers in the world \t\t\t\t\t\t\n \t\t\t\t</td></tr></tbody></table> """ ] ] ] ] "descripcion" => array:1 [ "en" => "Neuroimaging modalities in patients with suspected Alzheimer's disease." ] ] 1 => array:7 [ "identificador" => "tbl2" "etiqueta" => "Table 2" "tipo" => "MULTIMEDIATABLA" "mostrarFloat" => true "mostrarDisplay" => false "tabla" => array:2 [ "leyenda" => "DTI  =  diffusion tensor imaging; FDG-PET  =  18F-fluorodeoxyglucose-positron emission tomography; MRI  =  magnetic resonance imaging; SPECT  =  single photon emission computed tomography." "tablatextoimagen" => array:1 [ 0 => array:1 [ "tabla" => array:1 [ 0 => """ <table border="0" frame="\n \t\t\t\t\tvoid\n \t\t\t\t" class=""><thead title="thead"><tr title="table-row"><th class="td" title="\n \t\t\t\t\ttable-head\n \t\t\t\t " align="left" valign="\n \t\t\t\t\ttop\n \t\t\t\t" scope="col">Imaging Modality \t\t\t\t\t\t\n \t\t\t\t\t\t</th><th class="td" title="\n \t\t\t\t\ttable-head\n \t\t\t\t " align="center" valign="\n \t\t\t\t\ttop\n \t\t\t\t" scope="col">Major findings in Alzheimer's disease \t\t\t\t\t\t\n \t\t\t\t\t\t</th></tr></thead><tbody title="tbody"><tr title="table-row"><td class="td" title="\n \t\t\t\t\ttable-entry\n \t\t\t\t " align="left" valign="\n \t\t\t\t\ttop\n \t\t\t\t">MRI \t\t\t\t\t\t\n \t\t\t\t</td><td class="td" title="\n \t\t\t\t\ttable-entry\n \t\t\t\t " align="left" valign="\n \t\t\t\t\ttop\n \t\t\t\t">Gray matter atrophy beginning in the medial temporal lobe and progressing to the temporal neocortex, parietal cortex and frontal cortex \t\t\t\t\t\t\n \t\t\t\t</td></tr><tr title="table-row"><td class="td" title="\n \t\t\t\t\ttable-entry\n \t\t\t\t " align="left" valign="\n \t\t\t\t\ttop\n \t\t\t\t">FDG-PET and SPECT \t\t\t\t\t\t\n \t\t\t\t</td><td class="td" title="\n \t\t\t\t\ttable-entry\n \t\t\t\t " align="left" valign="\n \t\t\t\t\ttop\n \t\t\t\t">Hypometabolism/hypoperfusion in temporoparietal cortex \t\t\t\t\t\t\n \t\t\t\t</td></tr><tr title="table-row"><td class="td" title="\n \t\t\t\t\ttable-entry\n \t\t\t\t " align="left" valign="\n \t\t\t\t\ttop\n \t\t\t\t">DTI \t\t\t\t\t\t\n \t\t\t\t</td><td class="td" title="\n \t\t\t\t\ttable-entry\n \t\t\t\t " align="left" valign="\n \t\t\t\t\ttop\n \t\t\t\t">Loss of white matter integrity in limbic and cortico-cortical tracts \t\t\t\t\t\t\n \t\t\t\t</td></tr><tr title="table-row"><td class="td" title="\n \t\t\t\t\ttable-entry\n \t\t\t\t " align="left" valign="\n \t\t\t\t\ttop\n \t\t\t\t" style="border-bottom: 2px solid black">Amyloid imaging \t\t\t\t\t\t\n \t\t\t\t</td><td class="td" title="\n \t\t\t\t\ttable-entry\n \t\t\t\t " align="left" valign="\n \t\t\t\t\ttop\n \t\t\t\t" style="border-bottom: 2px solid black">Amyloid deposition in the cortex \t\t\t\t\t\t\n \t\t\t\t</td></tr></tbody></table> """ ] ] ] ] "descripcion" => array:1 [ "en" => "Clinically relevant neuroimaging findings in patients with Alzheimer's disease." ] ] ] "bibliografia" => array:2 [ "titulo" => "REFERENCES" "seccion" => array:1 [ 0 => array:2 [ "identificador" => "cebibsec10" "bibliografiaReferencia" => array:61 [ 0 => array:3 [ "identificador" => "bib1" "etiqueta" => "1" "referencia" => array:1 [ 0 => array:2 [ "contribucion" => array:1 [ 0 => array:2 [ "titulo" => "Clinical diagnosis of Alzheimer's disease: report of the NINCDS-ADRDA Work Group under the trivial auspices of Department of Health and Human Services Task Force on Alzheimer's Disease" "autores" => array:1 [ 0 => array:2 [ "etal" => false "autores" => array:6 [ 0 => """ G McKhann \n \t\t\t\t\t\t\t\t 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Luiz Kobuti Ferreira

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kobuti@yahoo.com

Tel.: 55 11 3069 7651 /

, Geraldo F Busatto

Corresponding author

gbusatto@terra.com.br

Tel.: 55 11 3069 7651 /

Laboratory of Psychiatric Neuroimaging LIM21, Institute of Psychiatry, Faculdade de Medicina, Universidade de São Paulo, São Paulo, SP, Brazil.

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These examinations are important not only to identify non-AD pathological processes that can lead to cognitive decline &#40;e&#46;g&#46; brain tumors or cerebrovascular disease&#41; but also to search for biological markers that provide supportive features for the diagnosis of AD&#46; These include medial temporal lobe atrophy as assessed with magnetic resonance imaging &#40;MRI&#41; and reduced glucose metabolism in temporoparietal regions on functional neuroimaging with <span class="elsevierStyleSup">18</span>F-fluorodeoxyglucose-positron emission tomography &#40;FDG-PET&#41;&#46;<a class="elsevierStyleCrossRef" href="#bib2">2</a></p><p id="para30" class="elsevierStylePara elsevierViewall">Though there is no test to diagnose AD accurately in vivo&#44; in the past few years advances in neuroimaging technology have changed our understanding of AD&#46; This review will focus on recent neuroimaging studies of AD that provide relevant information to clinical practice&#46; We will also examine a new neuroimaging modality &#8211; amyloid imaging &#8211; and discuss whether such technique can be combined with innovative methods of data processing and analysis to improve AD diagnostic accuracy&#46;</p><span id="cesec20" class="elsevierStyleSection elsevierViewall"><span class="elsevierStyleSectionTitle" id="cestitle30">NEUROIMAGING AND AD&#58; UNDERSTANDING THE BRAIN CHANGES UNDERLYING THE SYMPTOMS OF THE DISEASE</span><p id="para40" class="elsevierStylePara elsevierViewall">Over the past decades&#44; many research investigations have applied neuroimaging techniques to gather information about the anatomical and functional brain changes related to AD&#46; <a class="elsevierStyleCrossRef" href="#tbl1">Table 1</a> summarizes the clinical utility of neuroimaging modalities used in patients with suspected AD&#46;</p><elsevierMultimedia ident="tbl1"></elsevierMultimedia><p id="para50" class="elsevierStylePara elsevierViewall">Thanks to major improvements in image acquisition&#44; processing and analysis&#44; these studies have conducted detailed assessments of the human brain <span class="elsevierStyleItalic">in vivo</span> comparing groups of patients with dementia and unaffected elderly volunteers&#46; A very brief summary of clinically relevant neuroimaging findings in samples of patients with AD is presented in <a class="elsevierStyleCrossRef" href="#tbl2">Table 2</a>&#46;</p><elsevierMultimedia ident="tbl2"></elsevierMultimedia><p id="para60" class="elsevierStylePara elsevierViewall">MRI has become the most used tool for cerebral imaging <span class="elsevierStyleItalic">in vivo</span> for the assessment of dementia&#44; as it provides detailed information about brain structure&#44; thus allowing the characterization of regional brain atrophy and the identification of causes for the cognitive decline&#44; such as white matter lesions&#44; cerebral infarcts and brain tumors&#46; Conversely&#44; computed tomography &#40;CT&#41; investigations are seldom part of the outpatient diagnostic work-up of cognitive complaints owing to its lower spatial resolution&#46; Notwithstanding&#44; CT can be used in cases of contraindications for MRI &#40;e&#46;g&#46; pacemaker&#41;&#46; MRI is used to evaluate the anatomical features of the brain because it provides a clear distinction between gray matter&#44; white matter and cerebrospinal fluid&#46; The most consistent findings in MRI studies of patients with AD are atrophy in the medial temporal lobe &#40;hippocampus&#44; amygdala&#44; entorhinal cortex and parahippocampal gyrus&#41;&#44; ventricular enlargement and smaller total brain volume&#46;<a class="elsevierStyleCrossRefs" href="#bib3">3&#44;4</a> MRI data have also been used to compare AD with other neurodegenerative conditions&#44; such as dementia with Lewy bodies&#44; frontotemporal lobar degeneration and Parkinson&#39;s disease dementia&#46; Despite some heterogeneity in the results of these studies&#44; they provide consistent evidence for the presence of a characteristic pattern of gray matter atrophy in AD involving mainly the medial temporal lobe&#44; insula and temporoparietal cortices&#46;<a class="elsevierStyleCrossRef" href="#bib3">3</a></p><p id="para70" class="elsevierStylePara elsevierViewall">The dynamics of atrophy in AD has been assessed by cross-sectional and longitudinal MRI studies&#46; Initially&#44; atrophy is most pronounced in the medial temporal lobe&#59;<a class="elsevierStyleCrossRef" href="#bib3">3</a> next&#44; the temporal neocortex is involved&#59; then&#44; the atrophic pattern extends to the parietal and frontal lobes&#46;<a class="elsevierStyleCrossRefs" href="#bib5">5&#44;6</a> These descriptions are in accordance with the results of previous neuropathological studies that examined <span class="elsevierStyleItalic">postmortem</span> brains of patients with different stages of AD&#46;<a class="elsevierStyleCrossRef" href="#bib7">7</a></p><p id="para80" class="elsevierStylePara elsevierViewall">Since the pathological processes that lead to AD are known to begin years before the clinical syndrome&#44; longitudinal studies have provided valuable information about the preclinical stages of AD&#44; such as mild cognitive impairment &#40;MCI&#41;&#44; a condition characterized by cognitive decline in the absence of clinical dementia&#46; Recent meta-analyses have shown that gray matter atrophy is a consistent finding in elderly subjects with MCI and also that medial temporal lobe atrophy is a neurostructural biomarker of MCI conversion to AD&#46;<a class="elsevierStyleCrossRefs" href="#bib8">8&#44;9</a></p><p id="para90" class="elsevierStylePara elsevierViewall">Neurofunctional imaging modalities&#44; such as FDG-PET and regional cerebral blood flow imaging with single photon emission computed tomography &#40;SPECT&#41; provide&#44; respectively&#44; information about regional glucose metabolism and brain perfusion&#46; Several research studies have evaluated samples of patients with AD relative to elderly controls using neurofunctional modalities such as FDG-PET and SPECT&#46; The characteristic pattern found in AD is of hypometabolism&#47;hypoperfusion in the temporoparietal cortex&#46;<a class="elsevierStyleCrossRefs" href="#bib10">10&#44;11</a> A recent meta-analysis found that hypometabolism&#47;hypoperfusion of the inferior parietal lobules and precuneus is the most consistent neurofunctional finding in AD in comparison with healthy elderly subjects&#46;<a class="elsevierStyleCrossRef" href="#bib9">9</a> Moreover&#44; longitudinal neurofunctional imaging studies have demonstrated hypometabolism&#47;hypoperfusion in the parietal lobe of MCI converters in comparison with those who did not convert to AD&#46;<a class="elsevierStyleCrossRef" href="#bib9">9</a> These functional imaging techniques can be useful in cases of diagnostic uncertainty despite thorough evaluation<a class="elsevierStyleCrossRef" href="#bib12">12</a> and have been shown to be valuable to distinguish AD from frontotemporal dementia&#46;<a class="elsevierStyleCrossRef" href="#bib13">13</a> However&#44; they should not be used as the only imaging modality because they do not allow an adequate evaluation of brain structure&#46;<a class="elsevierStyleCrossRef" href="#bib14">14</a></p><p id="para100" class="elsevierStylePara elsevierViewall">A distinct regional finding resulting from neurostructural and neurofunctional imaging studies &#8211; respectively&#44; medial temporal lobe atrophy and parietal hypoperfusion&#47;hypometabolism &#8211; has been reported by authors who assessed patients with AD using both MRI and neurofunctional methods &#40;FDG-PET or SPECT&#41;&#46;<a class="elsevierStyleCrossRefs" href="#bib15">15&#44;16</a> The neurofunctional decline in the parietal lobe is thought to be due to a &#8216;diaschisis&#39; effect&#44; caused by disruption in the white matter bundles that connect the atrophic temporal lobe structures to the parietal lobe&#46;<a class="elsevierStyleCrossRef" href="#bib16">16</a></p><p id="para110" class="elsevierStylePara elsevierViewall">White matter volume can also be measured with MRI&#46; Studies comparing groups of patients with AD against elderly controls have found volumetric reduction in the corpus callosum&#44; fornix and the cingulum bundle in AD samples&#46;<a class="elsevierStyleCrossRefs" href="#bib16">16&#44;17</a> More subtle white matter abnormalities can be detected using a novel MRI technique called diffusion tensor imaging&#46; By measuring water diffusivity&#44; diffusion tensor imaging studies allow researchers to draw inferences about the integrity of white matter&#46;<a class="elsevierStyleCrossRef" href="#bib18">18</a> In AD&#44; widespread white matter disruption has been demonstrated&#44; involving both limbic pathways &#40;e&#46;g&#46; fornix&#41; and cortico-cortical tracts &#40;e&#46;g&#46; uncinate fasciculus and corpus callosum&#41;&#46;<a class="elsevierStyleCrossRefs" href="#bib19">19&#44;20</a></p><p id="para120" class="elsevierStylePara elsevierViewall">Although a very important source of knowledge about the pathophysiology of the disease&#44; the brain imaging modalities cited above have limited diagnostic utility because their findings are not specific to AD and they are not sufficiently sensitive to detect mild or preclinical disease stages&#46; This is important not only to clinical practice but also to the development of new therapies&#58; researchers seeking disease-modifying agents are aware that an efficient drug should ideally be started before patients present with overt dementia but&#44; in order to choose who will benefit from such therapy&#44; we need accurate diagnostic tools&#46;<a class="elsevierStyleCrossRefs" href="#bib21">21&#44;22</a></p></span><span id="cesec30" class="elsevierStyleSection elsevierViewall"><span class="elsevierStyleSectionTitle" id="cestitle40">AMYLOID DEPOSITION AS A BIOLOGICAL MARKER OF AD</span><p id="para130" class="elsevierStylePara elsevierViewall">In clinical practice&#44; a definite diagnosis of AD is usually not possible owing to the requirement for histopathological examination&#46;<a class="elsevierStyleCrossRef" href="#bib1">1</a> Moreover&#44; owing to the heterogeneity of clinical manifestations and low specificity of the cognitive deficits&#44; the diagnosis of AD can be challenging&#46;<a class="elsevierStyleCrossRef" href="#bib23">23</a> Neuropathological studies that analyzed <span class="elsevierStyleItalic">postmortem</span> brain tissue found that the clinical diagnosis of AD is frequently inaccurate&#46;<a class="elsevierStyleCrossRefs" href="#bib24">24&#44;25</a></p><p id="para140" class="elsevierStylePara elsevierViewall">Accumulation of the &#946;-amyloid peptide in the brain is a hallmark of AD&#46;<a class="elsevierStyleCrossRef" href="#bib26">26</a> &#946;-Amyloid is the product of sequential proteolytic cleavage of the amyloid precursor protein by &#946;- and &#947;-secretases&#46;<a class="elsevierStyleCrossRef" href="#bib27">27</a> Senile plaques found in the brain of patients with AD are primarily composed of insoluble deposits of &#946;-amyloid&#46;<a class="elsevierStyleCrossRef" href="#bib28">28</a> Until recently&#44; the investigation of amyloid deposition in living humans was limited because it used to rely on brain biopsy or <span class="elsevierStyleItalic">postmortem</span> examinations&#46; Fortunately&#44; in recent years&#44; the development of radiopharmaceutical agents aimed at identifying amyloid deposition has allowed researchers to study <span class="elsevierStyleItalic">in vivo</span> amyloid deposition in humans&#46;<a class="elsevierStyleCrossRef" href="#bib29">29</a> Briefly&#44; amyloid imaging consists of an injection of a radiolabeled ligand targeting amyloid aggregates and use of positron emission tomography &#40;PET&#41; technology to acquire images of the brain in order to display foci of abnormal amyloid accumulation&#46;<a class="elsevierStyleCrossRef" href="#bib29">29</a></p><p id="para150" class="elsevierStylePara elsevierViewall">Despite the recent development of this PET technology&#44; radiolabeled biomarkers for amyloid imaging have already been used in several research studies&#46; The vast majority of such investigations have employed Pittsburgh compound B labeled with carbon-11&#46; These studies have shown that amyloid deposition&#58; 1&#41; occurs years before clinical dementia&#44;<a class="elsevierStyleCrossRefs" href="#bib30">30&#44;31</a> 2&#41; is related to cortical atrophy and cognitive decline&#44;<a class="elsevierStyleCrossRefs" href="#bib30">30-32</a> 3&#41; is more intense in patients with MCI who convert to AD than in nonconverters<a class="elsevierStyleCrossRefs" href="#bib33">33&#44;34</a> and 4&#41; plateaus when clinical dementia is established &#40;while other neurodegenerative processes such as brain atrophy keep progressing&#41;&#46;<a class="elsevierStyleCrossRefs" href="#bib31">31&#44;35</a> For the next few years&#44; it is expected that the amount of information provided by amyloid imaging studies will sharply increase&#46; For instance&#44; this imaging modality is now used in a sub-study of the Alzheimer&#39;s Disease Neuroimaging Initiative&#44; a large longitudinal &#40;6-year&#41; multicentric project in the USA involving cohorts of elderly controls and subjects with MCI and AD&#44; aimed at validating neuroimaging and cerebrospinal fluid&#47;blood biomarkers for use in clinical trials of AD treatments&#46; In this project&#44; subjects are investigated with MRI and FDG-PET and then followed&#44; thus allowing measurements of change in these biomarkers at different disease stages&#46;<a class="elsevierStyleCrossRef" href="#bib36">36</a></p><p id="para160" class="elsevierStylePara elsevierViewall">Amyloid deposition is not pathognomonic of AD and&#44; in fact&#44; it is rather unspecific&#46; For instance&#44; it can be found in dementia with Lewy bodies and in cognitively intact elderly subjects&#46;<a class="elsevierStyleCrossRefs" href="#bib36">36&#44;37</a> Therefore&#44; a positive amyloid biomarker scan may have limited diagnostic value&#59; on the other hand&#44; a negative result from such a sensitive imaging test can be informative because amyloid deposition is a defining feature of AD&#46;<a class="elsevierStyleCrossRefs" href="#bib37">37&#44;38</a> Thus&#44; the immediate clinical usefulness of sensitive imaging biomarkers for brain amyloid deposition would be to rule out the presence of significant levels of &#946;-amyloid in the brain&#46; In other words&#44; a negative result would mean that AD is an unlikely diagnosis&#46; As an example&#44; researchers showed that amyloid biomarkers could be useful to differentiate between AD and frontotemporal dementia&#46;<a class="elsevierStyleCrossRefs" href="#bib37">37&#44;39&#44;40</a></p><p id="para170" class="elsevierStylePara elsevierViewall">Amyloid imaging could also be useful as a non-invasive biomarker allowing a more adequate selection of subjects without overt dementia but with a high likelihood of progressing to AD in clinical trials of disease-modifying agents&#46;<a class="elsevierStyleCrossRefs" href="#bib21">21&#44;41</a> Perhaps this imaging tool could even become useful to measure the efficacy of new drugs&#44;<a class="elsevierStyleCrossRef" href="#bib42">42</a> as suggested by the results of a recent study that used amyloid imaging to quantify the reduction of &#946;-amyloid load in patients treated with anti-amyloid antibody&#46;<a class="elsevierStyleCrossRef" href="#bib43">43</a></p><p id="para180" class="elsevierStylePara elsevierViewall">One logistic concern is the short physical half-life of carbon-11&#44; which prevents the applicability of Pittsburgh compound B-PET imaging to wider populations in clinical settings&#46; This has raised interest in the development of amyloid imaging agents that can be labeled with fluorine-18 &#40;<span class="elsevierStyleSup">18</span>F&#41;&#44; which has a longer decay half-life&#46; Florbetapir &#40;Amyvid<span class="elsevierStyleSup">TM</span>&#41; is one of the most promising of such agents&#44; not only owing to the longer radioactive half-life of <span class="elsevierStyleSup">18</span>F&#44; but also because of the rapid kinetics and stable plateau of uptake of florbetapir in the brain following intravenous administration&#46;<a class="elsevierStyleCrossRef" href="#bib44">44</a> These properties increase its potential availability and allow short post-dose waiting periods and flexibility in timing of image acquisition&#46;<a class="elsevierStyleCrossRef" href="#bib44">44</a> Recent investigations have shown that <span class="elsevierStyleSup">18</span>F-florbetapir PET imaging performed during life in a sample of elderly patients from hospice&#44; long-term care and community healthcare facilities accurately predicted the presence of &#946;-amyloid in the brain as verified at autopsy of the same subjects&#46;<a class="elsevierStyleCrossRef" href="#bib45">45</a></p><p id="para190" class="elsevierStylePara elsevierViewall">In spite of the above advances&#44; there are still important difficulties to be overcome before amyloid imaging with PET can be seen as a useful resource in clinical practice for the diagnostic work-up for dementia&#46; Indeed&#44; florbetapir has been rejected by a recent preliminary document of the United States Food and Drugs Administration &#40;FDA&#41;&#44; which highlighted the problem of inconsistent reader-to-reader image interpretation&#46;<a class="elsevierStyleCrossRef" href="#bib46">46</a> This represents a set-back that will force the neuroimaging community to improve the reliability of amyloid imaging interpretations&#46;</p><p id="para200" class="elsevierStylePara elsevierViewall">The FDA document is based on the first phase 3 study focused on the relationship between florbetapir imaging and <span class="elsevierStyleItalic">postmortem</span> &#946;-amyloid pathology&#46;<a class="elsevierStyleCrossRef" href="#bib45">45</a> Results based on the binary classification &#40;positive &#215; negative&#41; of the mean rating given by three trained nuclear medicine physicians resulted in an impressive 93&#37; sensitivity&#46;<a class="elsevierStyleCrossRef" href="#bib45">45</a> However&#44; the detailed FDA report pointed out that there was too much variation in the individual reader performance&#59; for instance&#44; one reader demonstrated an unacceptably low sensitivity of 55&#37;&#46; Furthermore&#44; &#8220;in over one-third of the subjects&#44; at least one reader would have had a different binary interpretation of amyloid status from the other two readers&#8221;&#46;<a class="elsevierStyleCrossRef" href="#bib46">46</a> Based on the reader inconsistency&#44; this document concluded that &#8220;the data did not produce evidence of clinical usefulness&#8221;&#46;<a class="elsevierStyleCrossRef" href="#bib46">46</a></p><p id="para210" class="elsevierStylePara elsevierViewall">So&#44; what would be the next step&#63;</p><p id="para220" class="elsevierStylePara elsevierViewall">One of the most relevant messages from the FDA document is the following&#58; &#8220;The available data suggest that the variability in <span class="elsevierStyleSup">18</span>F-florbetapir PET test results more likely stems from variability in image interpretation rather than image acquisition&#8221;&#46;<a class="elsevierStyleCrossRef" href="#bib46">46</a> In other words&#44; if this imaging modality is one day to be widely used in clinical practice&#44; then efforts should be focused on how to improve the reliability of imaging interpretation&#46;</p><p id="para230" class="elsevierStylePara elsevierViewall">One way would be to improve the physicians&#39; training&#44; with lengthier and&#47;or more sophisticated learning protocols&#46; In real world clinical settings&#44; this would not only be expensive but also limit the availability of this method to a few physicians and patients&#46; An alternative would be to develop automated methods of image analysis that could help physicians make more accurate interpretations&#46; Numerous results from recent years have provided evidence that automated techniques have a great potential to advance the diagnostic accuracy of neuroimaging methods for dementia and other neurological and psychiatric disorders&#46;</p></span><span id="cesec40" class="elsevierStyleSection elsevierViewall"><span class="elsevierStyleSectionTitle" id="cestitle50">PATTERN CLASSIFICATION APPROACHES IN NEUROIMAGING STUDIES&#58; FUTURE APPLICATIONS IN THE DIAGNOSIS OF DEMENTIA</span><p id="para240" class="elsevierStylePara elsevierViewall">Neuropsychiatric researchers commonly perform between-group comparisons using neuroimaging data to obtain valuable insights into the neuropathological processes that underlie the diseases&#46; The statistical methods of most of the studies cited in the sections above are based on this principle&#46;</p><p id="para250" class="elsevierStylePara elsevierViewall">Nevertheless&#44; such an approach cannot be used in clinical practice because neuroimaging techniques must provide reliable information of individual scans in order to be diagnostically useful&#46; For this reason&#44; researchers have recently developed computer-based&#44; automated classification methods that analyze substantial amounts of information looking for a pattern that characterizes the disease&#46; Then&#44; the model can be tested for diagnostic accuracy&#46; Methods for automated classification of brain imaging data can provide high accuracy in the evaluation of individual cases and for this reason&#44; it has been recently suggested that such techniques could become established as useful diagnostic tools for clinical applications&#46;<a class="elsevierStyleCrossRef" href="#bib47">47</a></p><p id="para260" class="elsevierStylePara elsevierViewall">For instance&#44; these methods &#8211; also known as pattern classification approaches &#8211; have already been applied in MRI studies to differentiate&#58;</p><p id="para270" class="elsevierStylePara elsevierViewall"><ul class="elsevierStyleList" id="celist10"><li class="elsevierStyleListItem" id="celistitem10"><span class="elsevierStyleLabel">&#8226;</span><p id="para280" class="elsevierStylePara elsevierViewall">-patients with AD from controls&#44; with 87&#8211;95&#37; accuracy<a class="elsevierStyleCrossRefs" href="#bib48">48-51</a></p></li><li class="elsevierStyleListItem" id="celistitem20"><span class="elsevierStyleLabel">&#8226;</span><p id="para290" class="elsevierStylePara elsevierViewall">-AD and frontotemporal lobar degeneration with 89&#37; accuracy<a class="elsevierStyleCrossRef" href="#bib49">49</a></p></li><li class="elsevierStyleListItem" id="celistitem30"><span class="elsevierStyleLabel">&#8226;</span><p id="para300" class="elsevierStylePara elsevierViewall">-MCI from healthy controls&#44; with 90&#37; accuracy<a class="elsevierStyleCrossRef" href="#bib52">52</a></p></li><li class="elsevierStyleListItem" id="celistitem40"><span class="elsevierStyleLabel">&#8226;</span><p id="para310" class="elsevierStylePara elsevierViewall">-subjects with MCI who convert to AD and nonconverters &#40;81&#37; accuracy&#41;<a class="elsevierStyleCrossRef" href="#bib53">53</a></p></li><li class="elsevierStyleListItem" id="celistitem50"><span class="elsevierStyleLabel">&#8226;</span><p id="para320" class="elsevierStylePara elsevierViewall">-children with and without autism &#40;81&#37; accuracy&#41;<a class="elsevierStyleCrossRef" href="#bib54">54</a></p></li><li class="elsevierStyleListItem" id="celistitem60"><span class="elsevierStyleLabel">&#8226;</span><p id="para330" class="elsevierStylePara elsevierViewall">-patients with schizophrenia from controls &#40;90&#37; accuracy&#41;&#46;<a class="elsevierStyleCrossRef" href="#bib55">55</a></p></li></ul></p><p id="para340" class="elsevierStylePara elsevierViewall">Pattern classification approaches have also been used in neurofunctional imaging studies designed to differentiate between patients with AD and controls&#44;<a class="elsevierStyleCrossRef" href="#bib56">56</a> AD and frontotemporal dementia&#44;<a class="elsevierStyleCrossRef" href="#bib57">57</a> patients with schizophrenia and healthy subjects&#44;<a class="elsevierStyleCrossRef" href="#bib58">58</a> schizophrenia and bipolar disorder<a class="elsevierStyleCrossRef" href="#bib59">59</a> and depression and controls&#46;<a class="elsevierStyleCrossRef" href="#bib60">60</a> Moreover&#44; these automated classifiers can be designed to combine multiple biomarkers &#40;e&#46;g&#46; demographic data&#44; structural and functional neuroimaging&#44; genotyping information and laboratory results&#44; such as cerebrospinal fluid biomarkers&#41; in order to improve successful classification&#46;<a class="elsevierStyleCrossRef" href="#bib61">61</a></p><p id="para350" class="elsevierStylePara elsevierViewall">Despite these recent findings&#44; we are not aware of any study using pattern classification approaches to classify amyloid imaging data on an individual basis&#46; Given the insufficient consistency in reader-to-reader interpretation of individual amyloid imaging data as pointed out by the recent FDA document discussed above&#44;<a class="elsevierStyleCrossRef" href="#bib46">46</a> testing the accuracy of pattern classification methods in this neuroimaging modality seems a sensible next step&#46;</p></span></span><span id="cesec50" class="elsevierStyleSection elsevierViewall"><span class="elsevierStyleSectionTitle" id="cestitle60">CONCLUSION</span><p id="para360" class="elsevierStylePara elsevierViewall">Neuroimaging techniques have led to an increasingly large body of knowledge about AD by allowing the study of the brain in living subjects&#46; These imaging methods are not only highly important research tools&#44; but they are also commonly used in the evaluation of patients presenting with dementia in order to improve the accuracy of clinical diagnosis and identify brain lesions contributing to the cognitive decline&#46; A recent major advance is the development of amyloid imaging techniques that allow <span class="elsevierStyleItalic">in vivo</span> identification of amyloid deposition in the brain&#46; This imaging modality has already yielded important results and will likely determine an increase in the diagnostic accuracy of AD in the near future&#46;</p></span></span>"
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          "titulo" => "INTRODUCTION"
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            0 => array:2 [
              "identificador" => "cesec20"
              "titulo" => "NEUROIMAGING AND AD&#58; UNDERSTANDING THE BRAIN CHANGES UNDERLYING THE SYMPTOMS OF THE DISEASE"
            ]
            1 => array:2 [
              "identificador" => "cesec30"
              "titulo" => "AMYLOID DEPOSITION AS A BIOLOGICAL MARKER OF AD"
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            2 => array:2 [
              "identificador" => "cesec40"
              "titulo" => "PATTERN CLASSIFICATION APPROACHES IN NEUROIMAGING STUDIES&#58; FUTURE APPLICATIONS IN THE DIAGNOSIS OF DEMENTIA"
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          ]
        ]
        2 => array:2 [
          "identificador" => "cesec50"
          "titulo" => "CONCLUSION"
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        3 => array:1 [
          "titulo" => "REFERENCES"
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    "fechaRecibido" => "2011-03-15"
    "fechaAceptado" => "2011-03-16"
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          "clase" => "keyword"
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          "palabras" => array:5 [
            0 => "Alzheimer&#39;s disease"
            1 => "Neuroimaging"
            2 => "Amyloid imaging"
            3 => "Diagnosis"
            4 => "Classification"
          ]
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      ]
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        "resumen" => "<span id="ceabs10" class="elsevierStyleSection elsevierViewall"><p id="spara50" class="elsevierStyleSimplePara elsevierViewall">Alzheimer&#39;s disease is the most common cause of dementia and its prevalence is expected to increase in the coming years&#46; Therefore&#44; accurate diagnosis is crucial for patients&#44; clinicians and researchers&#46; Neuroimaging techniques have provided invaluable information about Alzheimer&#39;s disease and&#44; owing to recent advances&#44; these methods will have an increasingly important role in research and clinical practice&#46; The purpose of this article is to review recent neuroimaging studies of Alzheimer&#39;s disease that provide relevant information to clinical practice&#44; including a new modality&#58; in vivo amyloid imaging&#46; Magnetic resonance imaging&#44; single photon emission computed tomography and <span class="elsevierStyleSup">18</span>F-fluorodeoxyglucose-positron emission tomography are currently available for clinical use&#46; Patients with suspected Alzheimer&#39;s disease are commonly investigated with magnetic resonance imaging because it provides detailed images of brain structure and allows the identification of supportive features for the diagnosis&#46; Neurofunctional techniques such as single photon emission computed tomography and <span class="elsevierStyleSup">18</span>F-fluorodeoxyglucose-positron emission tomography can also be used to complement the diagnostic investigation in cases of uncertainty&#46; Amyloid imaging is a non-invasive technique that uses positron emission tomography technology to investigate the accumulation of the &#946;-amyloid peptide in the brain&#44; which is a hallmark of Alzheimer&#39;s disease&#46; This is a promising test but currently its use is restricted to very few specialized research centers in the world&#46; Technological innovations will probably increase its availability and reliability&#44; which are the necessary steps to achieve robust clinical applicability&#46; Thus&#44; in the future it is likely that amyloid imaging techniques will be used in the clinical evaluation of patients with Alzheimer&#39;s disease&#46;</p></span>"
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          "leyenda" => "<p id="spara20" class="elsevierStyleSimplePara elsevierViewall">CT &#8200;&#61;&#8200; computed tomography&#59; FDG-PET &#8200;&#61;&#8200; <span class="elsevierStyleSup">18</span>F-fluorodeoxyglucose-positron emission tomography&#59; MRI &#8200;&#61;&#8200; magnetic resonance imaging&#59; SPECT &#8200;&#61;&#8200; single photon emission computed tomography&#46;</p>"
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                  \t\t\t\t">MRI&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="left" valign="\n
                  \t\t\t\t\ttop\n
                  \t\t\t\t">Visualization of gray matter&#44; white matter and cerebrospinal fluid&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="left" valign="\n
                  \t\t\t\t\ttop\n
                  \t\t\t\t">Important to identify non-Alzheimer&#39;s disease etiologiesUseful to characterize supportive features for the diagnosis of Alzheimer&#39;s disease &#40;medial temporal lobe atrophy&#41;&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="left" valign="\n
                  \t\t\t\t\ttop\n
                  \t\t\t\t">Available in developed geographic regions&#46; Limited availability in underdeveloped areas&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td></tr><tr title="table-row"><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="left" valign="\n
                  \t\t\t\t\ttop\n
                  \t\t\t\t">CT&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="left" valign="\n
                  \t\t\t\t\ttop\n
                  \t\t\t\t">Identification of gross brain abnormalities&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="left" valign="\n
                  \t\t\t\t\ttop\n
                  \t\t\t\t">Identification of large lesions&#46; Useful if there are contraindications for magnetic resonance imaging&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="left" valign="\n
                  \t\t\t\t\ttop\n
                  \t\t\t\t">Widely available&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td></tr><tr title="table-row"><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="left" valign="\n
                  \t\t\t\t\ttop\n
                  \t\t\t\t">FDG-PET&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="left" valign="\n
                  \t\t\t\t\ttop\n
                  \t\t\t\t">Regional brain glucose metabolism&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="left" valign="\n
                  \t\t\t\t\ttop\n
                  \t\t\t\t">Useful in cases of diagnostic uncertainty despite a thorough evaluation<a class="elsevierStyleCrossRef" href="#bib12">12</a>SPECT&#47;FDG-PET should not be used as the only imaging measure<a class="elsevierStyleCrossRef" href="#bib14">14</a>&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="left" valign="\n
                  \t\t\t\t\ttop\n
                  \t\t\t\t">Limited to specialized centers&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td></tr><tr title="table-row"><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="left" valign="\n
                  \t\t\t\t\ttop\n
                  \t\t\t\t">SPECT&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="left" valign="\n
                  \t\t\t\t\ttop\n
                  \t\t\t\t">Regional brain perfusion&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="" valign="\n
                  \t\t\t\t\ttop\n
                  \t\t\t\t">&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="" valign="\n
                  \t\t\t\t\ttop\n
                  \t\t\t\t">&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td></tr><tr title="table-row"><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="left" valign="\n
                  \t\t\t\t\ttop\n
                  \t\t\t\t" style="border-bottom: 2px solid black">Amyloid imaging with PET&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="left" valign="\n
                  \t\t\t\t\ttop\n
                  \t\t\t\t" style="border-bottom: 2px solid black">Identification of amyloid deposition in the brain&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="left" valign="\n
                  \t\t\t\t\ttop\n
                  \t\t\t\t" style="border-bottom: 2px solid black">In the future may be used as a very sensitive &#40;though nonspecific&#41; test for Alzheimer&#39;s disease&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="left" valign="\n
                  \t\t\t\t\ttop\n
                  \t\t\t\t" style="border-bottom: 2px solid black">Only in a very few specialized research centers in the world&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td></tr></tbody></table>
                  """
              ]
            ]
          ]
        ]
        "descripcion" => array:1 [
          "en" => "<p id="spara10" class="elsevierStyleSimplePara elsevierViewall">Neuroimaging modalities in patients with suspected Alzheimer&#39;s disease&#46;</p>"
        ]
      ]
      1 => array:7 [
        "identificador" => "tbl2"
        "etiqueta" => "Table 2"
        "tipo" => "MULTIMEDIATABLA"
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        "tabla" => array:2 [
          "leyenda" => "<p id="spara40" class="elsevierStyleSimplePara elsevierViewall">DTI &#8200;&#61;&#8200; diffusion tensor imaging&#59; FDG-PET &#8200;&#61;&#8200; <span class="elsevierStyleSup">18</span>F-fluorodeoxyglucose-positron emission tomography&#59; MRI &#8200;&#61;&#8200; magnetic resonance imaging&#59; SPECT &#8200;&#61;&#8200; single photon emission computed tomography&#46;</p>"
          "tablatextoimagen" => array:1 [
            0 => array:1 [
              "tabla" => array:1 [
                0 => """
                  <table border="0" frame="\n
                  \t\t\t\t\tvoid\n
                  \t\t\t\t" class=""><thead title="thead"><tr title="table-row"><th class="td" title="\n
                  \t\t\t\t\ttable-head\n
                  \t\t\t\t  " align="left" valign="\n
                  \t\t\t\t\ttop\n
                  \t\t\t\t" scope="col">Imaging Modality&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t\t\t</th><th class="td" title="\n
                  \t\t\t\t\ttable-head\n
                  \t\t\t\t  " align="center" valign="\n
                  \t\t\t\t\ttop\n
                  \t\t\t\t" scope="col">Major findings in Alzheimer&#39;s disease&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t\t\t</th></tr></thead><tbody title="tbody"><tr title="table-row"><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="left" valign="\n
                  \t\t\t\t\ttop\n
                  \t\t\t\t">MRI&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="left" valign="\n
                  \t\t\t\t\ttop\n
                  \t\t\t\t">Gray matter atrophy beginning in the medial temporal lobe and progressing to the temporal neocortex&#44; parietal cortex and frontal cortex&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td></tr><tr title="table-row"><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="left" valign="\n
                  \t\t\t\t\ttop\n
                  \t\t\t\t">FDG-PET and SPECT&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="left" valign="\n
                  \t\t\t\t\ttop\n
                  \t\t\t\t">Hypometabolism&#47;hypoperfusion in temporoparietal cortex&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td></tr><tr title="table-row"><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="left" valign="\n
                  \t\t\t\t\ttop\n
                  \t\t\t\t">DTI&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="left" valign="\n
                  \t\t\t\t\ttop\n
                  \t\t\t\t">Loss of white matter integrity in limbic and cortico-cortical tracts&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td></tr><tr title="table-row"><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="left" valign="\n
                  \t\t\t\t\ttop\n
                  \t\t\t\t" style="border-bottom: 2px solid black">Amyloid imaging&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><td class="td" title="\n
                  \t\t\t\t\ttable-entry\n
                  \t\t\t\t  " align="left" valign="\n
                  \t\t\t\t\ttop\n
                  \t\t\t\t" style="border-bottom: 2px solid black">Amyloid deposition in the cortex&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td></tr></tbody></table>
                  """
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        "descripcion" => array:1 [
          "en" => "<p id="spara30" class="elsevierStyleSimplePara elsevierViewall">Clinically relevant neuroimaging findings in patients with Alzheimer&#39;s disease&#46;</p>"
        ]
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      "titulo" => "REFERENCES"
      "seccion" => array:1 [
        0 => array:2 [
          "identificador" => "cebibsec10"
          "bibliografiaReferencia" => array:61 [
            0 => array:3 [
              "identificador" => "bib1"
              "etiqueta" => "1"
              "referencia" => array:1 [
                0 => array:2 [
                  "contribucion" => array:1 [
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                      "titulo" => "Clinical diagnosis of Alzheimer&#39;s disease&#58; report of the NINCDS-ADRDA Work Group under the trivial auspices of Department of Health and Human Services Task Force on Alzheimer&#39;s Disease"
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                        0 => array:2 [
                          "etal" => false
                          "autores" => array:6 [
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                      "Revista" => array:6 [
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                            "web" => "Medline"
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            1 => array:3 [
              "identificador" => "bib2"
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              "referencia" => array:1 [
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                        0 => array:2 [
                          "etal" => true
                          "autores" => array:6 [
                            0 => """
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                      "Revista" => array:6 [
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                            "web" => "Medline"
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                    1 => array:2 [
                      "doi" => "10.1016/S1474-4422(07)70178-3"
                      "WWW" => array:1 [
                        "link" => "https&#58;&#47;&#47;doi&#46;org&#47;10&#46;1016&#47;S1474-4422&#40;07&#41;70178-3"
                      ]
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                  ]
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            ]
            2 => array:3 [
              "identificador" => "bib3"
              "etiqueta" => "3"
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                      "autores" => array:1 [
                        0 => array:2 [
                          "etal" => false
                          "autores" => array:3 [
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                              GF Busatto \n
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                              """
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                              """
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                              """
                          ]
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                  ]
                  "host" => array:2 [
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                      "Revista" => array:6 [
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                            "web" => "Medline"
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                        ]
                      ]
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                    1 => array:2 [
                      "doi" => "10.1586/14737175.8.11.1691"
                      "WWW" => array:1 [
                        "link" => "https&#58;&#47;&#47;doi&#46;org&#47;10&#46;1586&#47;14737175&#46;8&#46;11&#46;1691"
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                  ]
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            3 => array:3 [
              "identificador" => "bib4"
              "etiqueta" => "4"
              "referencia" => array:1 [
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                      "autores" => array:1 [
                        0 => array:2 [
                          "etal" => true
                          "autores" => array:6 [
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                              \t\t\t\t\t\t\t\t
                              """
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                              """
                            2 => """
                              GI De Zubicaray \n
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                              """
                            3 => """
                              AL Janke \n
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                              """
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                              """
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                              """
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                  ]
                  "host" => array:2 [
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                      "Revista" => array:6 [
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                            "web" => "Medline"
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                        ]
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                    1 => array:2 [
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                      "WWW" => array:1 [
                        "link" => "https&#58;&#47;&#47;doi&#46;org&#47;10&#46;1016&#47;j&#46;neuroimage&#46;2004&#46;03&#46;040"
                      ]
                    ]
                  ]
                ]
              ]
            ]
            4 => array:3 [
              "identificador" => "bib5"
              "etiqueta" => "5"
              "referencia" => array:1 [
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                  "contribucion" => array:1 [
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                      "autores" => array:1 [
                        0 => array:2 [
                          "etal" => true
                          "autores" => array:6 [
                            0 => """
                              CR McDonald \n
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                              """
                            1 => """
                              LK McEvoy \n
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                              """
                            2 => """
                              L Gharapetian \n
                              \t\t\t\t\t\t\t\t
                              """
                            3 => """
                              C Fennema-Notestine \n
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                              """
                            4 => """
                              DJ Hagler \n
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                              """
                            5 => """
                              D Holland \n
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                              """
                          ]
                        ]
                      ]
                    ]
                  ]
                  "host" => array:2 [
                    0 => array:2 [
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                      "Revista" => array:6 [
                        "tituloSerie" => "Neurology"
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                            "web" => "Medline"
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                    ]
                    1 => array:2 [
                      "doi" => "10.1212/WNL.0b013e3181b16431"
                      "WWW" => array:1 [
                        "link" => "https&#58;&#47;&#47;doi&#46;org&#47;10&#46;1212&#47;WNL&#46;0b013e3181b16431"
                      ]
                    ]
                  ]
                ]
              ]
            ]
            5 => array:3 [
              "identificador" => "bib6"
              "etiqueta" => "6"
              "referencia" => array:1 [
                0 => array:2 [
                  "contribucion" => array:1 [
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                      "autores" => array:1 [
                        0 => array:2 [
                          "etal" => true
                          "autores" => array:6 [
                            0 => """
                              JL Whitwell \n
                              \t\t\t\t\t\t\t\t
                              """
                            1 => """
                              SA Przybelski \n
                              \t\t\t\t\t\t\t\t
                              """
                            2 => """
                              SD Weigand \n
                              \t\t\t\t\t\t\t\t
                              """
                            3 => """
                              DS Knopman \n
                              \t\t\t\t\t\t\t\t
                              """
                            4 => """
                              BF Boeve \n
                              \t\t\t\t\t\t\t\t
                              """
                            5 => """
                              RC Petersen \n
                              \t\t\t\t\t\t\t\t
                              """
                          ]
                        ]
                      ]
                    ]
                  ]
                  "host" => array:2 [
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                      "Revista" => array:7 [
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                        "fecha" => "2007"
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Article information

ISSN: 18075932
Original language: English

DOI:10.1590/S1807-59322011001300003

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