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<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Aging Neurosci.</journal-id>
<journal-title>Frontiers in Aging Neuroscience</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Aging Neurosci.</abbrev-journal-title>
<issn pub-type="epub">1663-4365</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fnagi.2017.00016</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Neuroscience</subject>
<subj-group>
<subject>Review</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Non-Invasive Brain Stimulation: A New Strategy in Mild Cognitive Impairment?</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name><surname>Birba</surname> <given-names>Agustina</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/388121/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Ib&#x000E1;&#x000F1;ez</surname> <given-names>Agust&#x000ED;n</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
<xref ref-type="aff" rid="aff5"><sup>5</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/8172/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Sede&#x000F1;o</surname> <given-names>Lucas</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/54129/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Ferrari</surname> <given-names>Jesica</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/186396/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Garc&#x000ED;a</surname> <given-names>Adolfo M.</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="aff" rid="aff6"><sup>6</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/141631/overview"/>
</contrib> 
<contrib contrib-type="author" corresp="yes">
<name><surname>Zimerman</surname> <given-names>M&#x000E1;ximo</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="author-notes" rid="fn001"><sup>&#x0002A;</sup></xref>
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<aff id="aff1"><sup>1</sup><institution>Laboratory of Experimental Psychology and Neuroscience (LPEN), Institute of Cognitive and Translational Neuroscience (INCyT), INECO Foundation, Favaloro University</institution> <country>Buenos Aires, Argentina</country></aff>
<aff id="aff2"><sup>2</sup><institution>National Scientific and Technical Research Council (CONICET)</institution> <country>Buenos Aires, Argentina</country></aff>
<aff id="aff3"><sup>3</sup><institution>Universidad Aut&#x000F3;noma del Caribe</institution> <country>Barranquilla, Colombia</country></aff>
<aff id="aff4"><sup>4</sup><institution>Center for Social and Cognitive Neuroscience (CSCN), School of Psychology, Universidad Adolfo Iba&#x000F1;ez</institution> <country>Santiago de Chile, Chile</country></aff>
<aff id="aff5"><sup>5</sup><institution>Centre of Excellence in Cognition and its Disorders, Australian Research Council (ARC)</institution> <country>Sydney, NSW, Australia</country></aff>
<aff id="aff6"><sup>6</sup><institution>Faculty of Education, National University of Cuyo (UNCuyo)</institution> <country>Mendoza, Argentina</country></aff>
<author-notes>
<fn fn-type="edited-by"><p>Edited by: Catarina Oliveira, University of Coimbra, Portugal</p></fn>
<fn fn-type="edited-by"><p>Reviewed by: Yury (Juri) Kropotov, Institute of the Human Brain of Russian Academy of Sciences, Russia; Panteleimon Giannakopoulos, University of Geneva, Switzerland</p></fn>
<fn fn-type="corresp" id="fn001"><p>&#x0002A;Correspondence: M&#x000E1;ximo Zimerman <email>mzimerman&#x00040;ineco.org.ar</email></p></fn>
</author-notes>
<pub-date pub-type="epub">
<day>13</day>
<month>02</month>
<year>2017</year>
</pub-date>
<pub-date pub-type="collection">
<year>2017</year>
</pub-date>
<volume>9</volume>
<elocation-id>16</elocation-id>
<history>
<date date-type="received">
<day>27</day>
<month>10</month>
<year>2016</year>
</date>
<date date-type="accepted">
<day>20</day>
<month>01</month>
<year>2017</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x000A9; 2017 Birba, Ib&#x000E1;&#x000F1;ez, Sede&#x000F1;o, Ferrari, Garc&#x000ED;a and Zimerman.</copyright-statement>
<copyright-year>2017</copyright-year>
<copyright-holder>Birba, Ib&#x000E1;&#x000F1;ez, Sede&#x000F1;o, Ferrari, Garc&#x000ED;a and Zimerman</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/"><p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution and reproduction in other forums is permitted, provided the original author(s) or licensor are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract><p>Non-invasive brain stimulation (NIBS) techniques can significantly modulate cognitive functions in healthy subjects and patients with neuropsychiatric disorders. Recently, they have been applied in patients with mild cognitive impairment (MCI) and subjective cognitive impairment (SCI) to prevent or delay the development of Alzheimer&#x02019;s disease (AD). Here we review this emerging empirical corpus and discuss therapeutic effects of NIBS on several target functions (e.g., memory for face-name associations and non-verbal recognition, attention, psychomotor speed, everyday memory). Available studies have yielded mixed results, possibly due to differences among their tasks, designs, and samples, let alone the latter&#x02019;s small sizes. Thus, the impact of NIBS on cognitive performance in MCI and SCI remains to be determined. To foster progress in this direction, we outline methodological approaches that could improve the efficacy and specificity of NIBS in both conditions. Furthermore, we discuss the need for multicenter studies, accurate diagnosis, and longitudinal approaches combining NIBS with specific training regimes. These tenets could cement biomedical developments supporting new treatments for MCI and preventive therapies for AD.</p></abstract>
<kwd-group>
<kwd>mild cognitive impairment</kwd>
<kwd>non-invasive brain stimulation</kwd>
<kwd>neuroenhancement</kwd>
<kwd>transcranial magnetic stimulation</kwd>
<kwd>transcranial direct current stimulation</kwd>
</kwd-group>
<contract-num rid="cn002">2012-0412</contract-num>
<contract-num rid="cn002">2012-1309</contract-num>
<contract-num rid="cn003">1130920</contract-num>
<contract-num rid="cn004">15150012</contract-num>
<contract-sponsor id="cn001">Consejo Nacional de Investigaciones Cient&#x000ED;ficas y T&#x000E9;cnicas<named-content content-type="fundref-id">10.13039/501100002923</named-content></contract-sponsor>
<contract-sponsor id="cn002">Fondo para la Investigaci&#x000F3;n Cient&#x000ED;fica y Tecnol&#x000F3;gica<named-content content-type="fundref-id">10.13039/501100006668</named-content></contract-sponsor>
<contract-sponsor id="cn003">Fondo Nacional de Desarrollo Cient&#x000ED;fico y Tecnol&#x000F3;gico<named-content content-type="fundref-id">10.13039/501100002850</named-content></contract-sponsor>
<contract-sponsor id="cn004">Comisi&#x000F3;n Nacional de Investigaci&#x000F3;n Cient&#x000ED;fica y Tecnol&#x000F3;gica<named-content content-type="fundref-id">10.13039/501100002848</named-content></contract-sponsor>
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</front>
<body>
<sec sec-type="introduction" id="s1">
<title>Introduction</title>
<p>In the face of an aging society, an urgent need has emerged to prevent and treat dementia, in general, and Alzheimer&#x02019;s disease (AD), in particular (Ferri et al., <xref ref-type="bibr" rid="B21">2006</xref>). Despite wide-ranging research efforts to elucidate the putative pathological mechanisms of dementia, available treatments remain limited (Alzheimer&#x02019;s Association, <xref ref-type="bibr" rid="B6">2012</xref>). Promisingly, however, various factors have been shown to boost the dynamics of relevant neural networks, delaying and even reducing clinical symptoms (Fregni and Pascual-Leone, <xref ref-type="bibr" rid="B23">2007</xref>). Therefore, interventions that enhance neuroplastic responses in early disease stages might be particularly useful to attenuate the rate of cognitive decline in AD patients.</p>
<p>A key model to assess this possibility is afforded by patients with mild cognitive impairment (MCI). This construct has evolved over the past two decades to denote a cognitive state intermediate between normal aging and very early dementia (Petersen and Negash, <xref ref-type="bibr" rid="B72">2008</xref>). Patients with this condition feature objective memory impairment and other cognitive deficits, but their dysfunction is not so severe as to compromise daily activities (Petersen and Negash, <xref ref-type="bibr" rid="B72">2008</xref>). MCI comprises four clinical subtypes: (i) single-domain amnestic MCI (aMCI); (ii) multiple-domain aMCI; (iii) single-domain non-amnestic MCI; and (iv) multiple-domain non-amnestic MCI (Winblad et al., <xref ref-type="bibr" rid="B93">2004</xref>; Anstey et al., <xref ref-type="bibr" rid="B5">2008</xref>; Albert et al., <xref ref-type="bibr" rid="B2">2011</xref>). These subtypes differ in etiology and outcome: whereas both forms of aMCI imply a high chance of progression to AD, non-amnestic varieties involve considerable risk of conversion to non-AD dementia (Winblad et al., <xref ref-type="bibr" rid="B93">2004</xref>; Anstey et al., <xref ref-type="bibr" rid="B5">2008</xref>; Albert et al., <xref ref-type="bibr" rid="B2">2011</xref>).</p>
<p>A second relevant model can be found in individuals featuring subjective cognitive impairment (SCI). This notion encompasses people who report everyday concerns about their cognitive functioning, even in the absence of objectively established impairments. Given its association with subsequent cognitive decline, SCI represents a potential prodromal state of AD occurring even before MCI (Reisberg and Gauthier, <xref ref-type="bibr" rid="B77">2008</xref>).</p>
<p>In sum, aMCI and SCI are likely to anticipate incipient dementia. Despite the high between-patient variability and the uncertainty about their causative physiopathological mechanisms, both conditions offer highly relevant models to implement interventions aimed to boost cognitive performance through modulations of neuronal activity and connectivity. In this sense, non-invasive brain stimulation (NIBS) techniques have emerged as a potentially useful alternative. These tools can selectively enhance adaptive activity patterns, suppress maladaptive patterns, and influence learning and skill acquisition processes by inducing synaptic plasticity and network reorganization (Hummel and Cohen, <xref ref-type="bibr" rid="B36">2006</xref>; Nitsche et al., <xref ref-type="bibr" rid="B66">2008</xref>). In particular, NIBS can have a direct impact on memory mechanisms (including working, episodic, and associative memory) in young adults, elderly adults and patients with neurological dysfunctions (Manenti et al., <xref ref-type="bibr" rid="B57">2012</xref>; Elder and Taylor, <xref ref-type="bibr" rid="B18">2014</xref>).</p>
<p>Building on these antecedentes, a number of studies have assessed the impact of NIBS on MCI patients. Here we aim to critically review such emerging literature. While other reviews have addressed the impact of NIBS in cognitively impaired patients (Freitas et al., <xref ref-type="bibr" rid="B24">2011</xref>; Nardone et al., <xref ref-type="bibr" rid="B63">2014</xref>), here we focus on the key questions and difficulties of setting a treatment protocol. To this end, first we characterize the main features of NIBS. Thereupon, we review available studies examining the impact of NIBS on learning and memory in MCI and SCI. In particular, we describe and discuss in detail the studies&#x02019; protocols and parameters, highlight the advantages of combining NIBS with cognitive training. Finally, we outline methodological strategies that could promote major developments in this promising research area.</p>
</sec>
<sec id="s2">
<title>NIBS: Features and Mechanisms</title>
<p>With NIBS, researchers can transiently influence behavior by altering neural activity (Miniussi et al., <xref ref-type="bibr" rid="B61">2013</xref>). A considerable body of evidence has been forged through the two most commonly used techniques in humans: repetitive transcranial magnetic stimulation (rTMS) and transcranial direct current stimulation (tDCS). Although they differ in several aspects (Table <xref ref-type="table" rid="T1">1</xref>), both tools can induce long-term after effects on cortical excitability and neuronal plasticity. Typically, this brings about facilitatory or inhibitory effects (Nitsche and Paulus, <xref ref-type="bibr" rid="B68">2000</xref>), broadly mirroring the workings of long-term potentiation (LTP) and long-term depression (LTD; Dayan et al., <xref ref-type="bibr" rid="B14">2013</xref>). Since such effects can considerably outlast the actual stimulation period, NIBS techniques open valuable avenues for rehabilitation, especially when stimulation protocols are combined with adequate training-based interventions (Zimerman et al., <xref ref-type="bibr" rid="B97">2013</xref>).</p>
<table-wrap id="T1" position="float">
<label>Table 1</label>
<caption><p><bold>Summary of the main features of non-invasive brain stimulation (NIBS) techniques</bold>.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th/>
<th align="left"><bold>TMS</bold></th>
<th align="left"><bold>tDCS</bold></th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">Excitatory</td>
<td align="left" valign="top">High frequency &#x0003E;5 Hz</td>
<td align="left" valign="top">Anodal stimulation</td>
</tr>
<tr>
<td align="left" valign="top">Inhibitory</td>
<td align="left" valign="top">Low frequency &#x0007E;1 Hz</td>
<td align="left" valign="top">Cathodal stimulation</td>
</tr>
<tr>
<td align="left" valign="top">Mechanism of action</td>
<td align="left" valign="top">Neuronal depolarization</td>
<td align="left" valign="top">Membrane modulation</td>
</tr>
<tr>
<td align="left" valign="top">Physiological substrate</td>
<td align="left" valign="top">NMDA receptor</td>
<td align="left" valign="top">Voltage-dependent sodium and calcium channels; NMDA receptor</td>
</tr>
<tr>
<td align="left" valign="top">Focality of stimulation</td>
<td align="left" valign="top">More focal</td>
<td align="left" valign="top">Less focal</td>
</tr>
<tr>
<td align="left" valign="top">Design of sham-controlled double-blind studies</td>
<td align="left" valign="top">More difficult</td>
<td align="left" valign="top">Less difficult</td>
</tr>
<tr>
<td align="left" valign="top">Synchronous application with specific training</td>
<td align="left" valign="top">More difficult</td>
<td align="left" valign="top">Less difficult</td>
</tr>
<tr>
<td align="left" valign="top">Discomfort or pain</td>
<td align="left" valign="top">Mild following sustained application</td>
<td align="left" valign="top">Mild at the beginning</td>
</tr>
<tr>
<td align="left" valign="top">Adverse effects</td>
<td align="left" valign="top">Rare, if applied in accordance with safety guidelines</td>
<td align="left" valign="top">Rare, if applied in accordance with safety guidelines. Sensory discomfort, occasional headaches, no seizures described</td>
</tr>
<tr>
<td align="left" valign="top">Time resolution</td>
<td align="left" valign="top">Excellent: milliseconds</td>
<td align="left" valign="top">Poor</td>
</tr>
<tr>
<td align="left" valign="top">Cost</td>
<td align="left" valign="top">Higher</td>
<td align="left" valign="top">Lower</td>
</tr>
<tr>
<td align="left" valign="top">Simultaneous combination with EEG</td>
<td align="left" valign="top">Possible, but with several TMS-related artifacts</td>
<td align="left" valign="top">Possible. However, brain activity cannot be synchronously recorded from the same channels used for stimulation</td>
</tr>
<tr>
<td align="left" valign="top">Simultaneous combination with fMRI</td>
<td align="left" valign="top">Possible</td>
<td align="left" valign="top">Possible, but with electrode artifacts and the remote risk of sudden electrode heating</td>
</tr>
<tr>
<td align="left" valign="top">Portability</td>
<td align="left" valign="top">Not portable</td>
<td align="left" valign="top">Portable</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p><italic>Modified from Zimerman and Hummel (<xref ref-type="bibr" rid="B96">2010</xref>)</italic>.</p>
</table-wrap-foot>
</table-wrap>
<p>TMS has been recently approved in some countries to treat depression and other disorders, subject to approval by local ethical review boards (Rossi et al., <xref ref-type="bibr" rid="B81">2009</xref>). These reservations largely follow from the suboptimal understanding of the putative mechanisms underlying NIBS-related effects. However, a number of contributing factors have been recently identified. A critical one concerns modulation of neurotransmitter levels (Ridding and Ziemann, <xref ref-type="bibr" rid="B79">2010</xref>). Transcranial stimulation may alter the dynamics of excitatory/inhibitory neurotransmitter systems (e.g., GABA and glutamate) affecting the regulation of cortical neuronal activity. For example, rTMS effects decrease if the subjects consume a drug that interferes with NMDA receptors (Reis et al., <xref ref-type="bibr" rid="B76">2006</xref>). Likewise, post-tDCS effects can be blocked by an NMDA-antagonist, whereas a partial NMDA-agonist (d-cycloserine) can selectively extend the duration of motor cortical excitability induced by anodal tDCS (Nitsche et al., <xref ref-type="bibr" rid="B67">2004</xref>). Moreover, MR spectroscopy research (Stagg et al., <xref ref-type="bibr" rid="B87">2009</xref>) shows that anodal tDCS decreases GABAergic transmission, while cathodal tDCS yields similar effects on glutamate concentrations over the motor cortex (MC).</p>
<p>NIBS may also exert long-lasting plastic changes through gene induction. Research based on rTMS protocols (Fritsch et al., <xref ref-type="bibr" rid="B25">2010</xref>) has shown significant enhancements of brain-derived neurotrophic factor (BDNF) mRNA in the hippocampal, parietal, and piriform cortices. For instance, LTP-like effects in adult mice are abolished for specimens with deletion of the BDNF gene, suggesting that this factor could be a critical mediator of direct stimulation effects (Fritsch et al., <xref ref-type="bibr" rid="B25">2010</xref>). Importantly, as a member of the neurotrophin family, BDNF plays an important role in synaptogenesis and synaptic mechanisms related to learning and memory processes.</p>
<p>Additionally, TMS has been successfully used in AD and MCI to track and modulate abnormal mechanisms, including glutamatergic dysfunctions, disruption of synaptic plasticity, and inhibition of LTP (Nardone et al., <xref ref-type="bibr" rid="B63">2014</xref>). For example, TMS research consistently shows that such patients feature a decreased resting motor threshold, which has been interpreted as the electrophysiological correlate of cortical glutamatergic dysfunctions and as a marker of reduced cortical hyperexcitability in AD (Di Lazzaro et al., <xref ref-type="bibr" rid="B16">2003</xref>, <xref ref-type="bibr" rid="B15">2004</xref>; Inghilleri et al., <xref ref-type="bibr" rid="B38">2006</xref>; Trebbastoni et al., <xref ref-type="bibr" rid="B90">2016</xref>). Furthermore, rTMS reduces facilitation of the motor-evoked potential (MEP) in aMCI patients (Trebbastoni et al., <xref ref-type="bibr" rid="B90">2016</xref>), revealing an initial impairment of the mechanisms that underlie glutamate-induced synaptic potentiation (Trebbastoni et al., <xref ref-type="bibr" rid="B90">2016</xref>). On the other hand, a TMS-MRI study indicates that hyperexcitability of the sensorimotor cortex might represent a protective mechanism counteracting the prominent loss of cortical volume in AD and MCI. However, this supposed protective mechanism was found neither on the precuneus or cuneus of AD patients, nor in an MCI group (Niskanen et al., <xref ref-type="bibr" rid="B65">2011</xref>). Furthermore, an assessment of navigated TMS-evoked EEG responses in AD patients showed prominent changes in functional connectivity and reactivity (Julkunen et al., <xref ref-type="bibr" rid="B46">2008</xref>, <xref ref-type="bibr" rid="B45">2011</xref>). In particular, TMS-evoked responses at 30&#x02013;50 ms decreased significantly in AD over widespread brain regions, suggesting dysfunctions of a large-scale sensorimotor network. Compatibly, a TMS-EEG co-registration study in AD patients offered direct evidence of MC hyperexcitability, extending to the whole sensorimotor system (Ferreri et al., <xref ref-type="bibr" rid="B20">2016</xref>). Although speculative, these changes could be interpreted as a compensatory mechanism allowing for the preservation of sensorimotor programming and execution over a long period, regardless of the disease&#x02019;s progression. Additional evidence on cortical plasticity in relevant patient samples comes from paired associative stimulation (PAS) and cortical responses to rTMS. Null PAS effects in MCI patients have been reported by Lahr et al. (<xref ref-type="bibr" rid="B52">2016</xref>). However, this result should be considered with caution, since the study mixed patients with single- and multiple-domain aMCI which may have clouded effects on a specific subsample. Indeed, previous evidence from Nardone et al. (<xref ref-type="bibr" rid="B64">2012</xref>) demonstrated that short-latency afferent inhibition is significantly reduced in patients with multiple-domain amnestic MCI relative to controls, but not in patients with single-domain amnestic MCI or with non-amnestic MCI. Taken together, this incipient evidence suggests that NIBS can directly impinge on the pathological mechanisms underlying some forms of AD and MCI.</p>
<p>Finally, note that the effects of rTMS and tDCS are not restricted to the stimulation site. Depending on stimulation parameters, they can induce changes at distant points through effective modulations of remote, interconnected networks (Plewnia et al., <xref ref-type="bibr" rid="B74">2003</xref>; Hummel and Cohen, <xref ref-type="bibr" rid="B36">2006</xref>). This particular property of NIBS techniques has been assessed in proof-of-principle studies aimed to enhance and decrease excitability of critical brain regions involved in the recovery process (for details see Hummel and Cohen, <xref ref-type="bibr" rid="B36">2006</xref>; Nowak et al., <xref ref-type="bibr" rid="B69">2010</xref>; Schulz et al., <xref ref-type="bibr" rid="B83">2013</xref>). All these tenets illuminate the evidence gathered so far in NIBS studies on MCI patients, which we review below.</p>
</sec>
<sec id="s3">
<title>Does NIBS Improve Learning and Formation of Novel Memories in MCI?</title>
<p>Growing evidence indicates that NIBS techniques can significantly modulate various cognitive processes in both elderly neurotypicals and patients with AD. While the impact of NIBS on the latter population has been widely discussed (Hsu et al., <xref ref-type="bibr" rid="B35">2015</xref>), much less attention has been paid to NIBS research on MCI and SCI. Below we offer a joint assessment of this empirical corpus, discussing available results in terms of stimulated brain regions. We deal with TMS studies first, and then consider those employing tDCS (for full details of each study see Table <xref ref-type="table" rid="T2">2</xref>).</p>
<table-wrap id="T2" position="float">
<label>Table 2</label>
<caption><p><bold>Summary of studies using NIBS to influence memory function in MCI patients</bold>.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left">Experiment</th>
<th align="left">Participants</th>
<th align="left">NIBS</th>
<th align="left">Study design</th>
<th align="left">Stimulation protocol</th>
<th align="left">Target area</th>
<th align="left">Stimulated cognitive process and outcome</th>
<th align="left">Control condition</th>
<th align="left">Tests/ follow-up</th>
<th align="left">Results</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">Anderkova et al. (<xref ref-type="bibr" rid="B4">2015</xref>)</td>
<td align="left" valign="top">8 MCI and 12 AD patients Age: 73 &#x000B1; 7</td>
<td align="left" valign="top">rTMS</td>
<td align="left" valign="top">Crossover design. Each patient received one stimulation session in a random order, over each target area</td>
<td align="left" valign="top">Three 22-min sessions at 10 Hz. (1/day)</td>
<td align="center" valign="top">IFG-STG</td>
<td align="left" valign="top">Sustained attention, psychomotor speed, processing efficacy, set-switching, executive functions, processing speed, attentional and visual processing, encoding and recognition</td>
<td align="left" valign="top">VTX</td>
<td align="left" valign="top">Prior and immediately after each session</td>
<td align="left" valign="top">Enhanced speed processing</td>
</tr>
<tr>
<td align="left" valign="top">Eliasova et al. (<xref ref-type="bibr" rid="B19">2014</xref>)</td>
<td align="left" valign="top">10 aMCI patient Age: 72 &#x000B1; 8</td>
<td align="left" valign="top">rTMS</td>
<td align="left" valign="top">Cross Overdesign. Each patient received one stimulation sessions in a random order, over each target area</td>
<td align="left" valign="top">Two 22-min sessions at 10 Hz. (1/day)</td>
<td align="center" valign="top">IFG</td>
<td align="left" valign="top">Sustained attention, psychomotor speed, efficacy of cognitive processing, set-switching, executive functions, speed cognitive process attentional and visual processing, encoding and recognition</td>
<td align="left" valign="top">VTX</td>
<td align="left" valign="top">Prior and immediately after each session.</td>
<td align="left" valign="top">improvement of attention and psychomotor speed</td>
</tr>
<tr>
<td align="left" valign="top">Cotelli et al. (<xref ref-type="bibr" rid="B11">2012</xref>)</td>
<td align="left" valign="top">1 aMCI patient Age: 69 22 healthy controls Age: 64 &#x000B1; 4</td>
<td align="left" valign="top">rTMS</td>
<td align="left" valign="top">Uncontrolled <italic>pre-post</italic> study</td>
<td align="left" valign="top">Ten 25-min sessions at 20 Hz (5/week)</td>
<td align="center" valign="top">IPL</td>
<td align="left" valign="top">Associative memory, reasoning language, learning, short and long term memory, praxis attention, executive functions</td>
<td align="left" valign="top">Uncontrolled</td>
<td align="left" valign="top">2 baselines, immediately after stimulation protocol (2 weeks), 24 weeks</td>
<td align="left" valign="top">Enhanced associative memory, long term memory</td>
</tr>
<tr>
<td align="left" valign="top">Drumond Marra et al. (<xref ref-type="bibr" rid="B59">2015</xref>)</td>
<td align="left" valign="top">34 MCI patients Age: 60&#x02013;74</td>
<td align="left" valign="top">rTMS</td>
<td align="left" valign="top">Double blind controlled study</td>
<td align="left" valign="top">Ten 25-min sessions at 10 HZ (5/week)</td>
<td align="center" valign="top">Left DLPFC</td>
<td align="left" valign="top">Cognitive processing, everyday memory, logical memory, long-term narrative memory, short-term auditory-verbal memory, rate of learning, learning and retrieval, working memory, executive functions</td>
<td align="left" valign="top">Sham group with a placebo coil.</td>
<td align="left" valign="top">Immediately and 30 days after stimulation protocol</td>
<td align="left" valign="top">Improved everyday memory for at least 1 month</td>
</tr>
<tr>
<td align="left" valign="top">Meinzer et al. (<xref ref-type="bibr" rid="B60">2015</xref>)</td>
<td align="left" valign="top">18 MCI patients Age: 69.56 &#x000B1; 5.56 18 healthy controls Age: 67.44 &#x000B1; 7.27</td>
<td align="left" valign="top">atDCS</td>
<td align="left" valign="top">Double-blind, cross-over, randomized, sham stimulation. During Cognitive Task and resting state fMRI</td>
<td align="left" valign="top">One session at 1 mA during 20 min.</td>
<td align="center" valign="top">Left ventral IFG</td>
<td align="left" valign="top">Cognitive processing.</td>
<td align="left" valign="top">Sham group: atDCS turned off after 30 s</td>
<td align="left" valign="top">During stimulation No follow-up</td>
<td align="left" valign="top">Improved word retrieval. Reduced activity in the bilateral prefrontal cortex, right middle temporal gyrus, left basal ganglia and thalamus</td>
</tr>
<tr>
<td align="left" valign="top">Sedlackova et al. (<xref ref-type="bibr" rid="B84">2008</xref>)</td>
<td align="left" valign="top">7 MCI-V patients Age: 70.3 &#x000B1; 8.7</td>
<td align="left" valign="top">rTMS</td>
<td align="left" valign="top">Randomized, blind, cross-over study</td>
<td align="left" valign="top">One 30-min session at 10 HZ (1/day)</td>
<td align="center" valign="top">Left DLPFC</td>
<td align="left" valign="top">Executive function, working memory, and psychomotor speed.</td>
<td align="left" valign="top">MC (control site)</td>
<td align="left" valign="top">During stimulationNo follow-up</td>
<td align="left" valign="top">No effects</td>
</tr>
<tr>
<td align="left" valign="top">Turriziani et al. (<xref ref-type="bibr" rid="B91">2012</xref>)</td>
<td align="left" valign="top">8 MCI patients 66.4 &#x000B1; 5.7 100 healthy controls Age: 20&#x02013;35</td>
<td align="left" valign="top">rTMS</td>
<td align="left" valign="top">Blind, crossover study</td>
<td align="left" valign="top">One 10-min session at 1 Hz.</td>
<td align="center" valign="top">Left and right DLPFC</td>
<td align="left" valign="top">Cognitive processing, non-verbal recognition memory, verbal recognition memory</td>
<td align="left" valign="top">Sham group: coil held close to the DLPFC but angled away</td>
<td align="left" valign="top">Immediately after stimulation. No follow-up</td>
<td align="left" valign="top">Improved the performance on the non-verbal recognition memory test</td>
</tr>
<tr>
<td align="left" valign="top">Sol&#x000E9;-Padull&#x000E9;s et al. (<xref ref-type="bibr" rid="B85">2006</xref>)</td>
<td align="left" valign="top">40 adults with SCI Age: 66.95 &#x000B1; 9.43</td>
<td align="left" valign="top">rTMS</td>
<td align="left" valign="top">Pre-post fMRI, randomized double blind sham stimulation</td>
<td align="left" valign="top">One 5-min session at 5 Hz</td>
<td align="center" valign="top">PFC</td>
<td align="left" valign="top">Associative memory</td>
<td align="left" valign="top">Sham group: coil held tangentially to the head, with its edge resting on the scalp.</td>
<td align="left" valign="top">Immediately after stimulation during post fMRI</td>
<td align="left" valign="top">Improvement in associative memory task. Higher activation of the right inferior and middle frontal giry together with the middle and superior occipital gyri.</td>
</tr>
<tr>
<td align="left" valign="top">Manenti et al. (<xref ref-type="bibr" rid="B56">2016</xref>)</td>
<td align="left" valign="top">20 PD patients with MCI Age: 67.1 &#x000B1; 7.2</td>
<td align="left" valign="top">atDCS</td>
<td align="left" valign="top">Double-blind, cross-over, randomized, sham stimulation. During physical therapy.</td>
<td align="left" valign="top">One session at 2 mA during 25 min per (5/week)</td>
<td align="center" valign="top">DLPFC</td>
<td align="left" valign="top">Motor physical therapist for PD. Outcome evaluated: clinical neuropsychological, and motor task,</td>
<td align="left" valign="top">Sham group: atDCS turned off after 30 s</td>
<td align="left" valign="top">Prior and immediately after and 3 month follow up</td>
<td align="left" valign="top">Improvement in motor abilities, reduction of depressive symptoms in sham and atDCS. Improvement in the PD cognitive Rating Scale and verbal fluency test, only in tDCS.</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p><italic>NIBS, Non-invasive brain stimulation; atDCS, anodal transcranial direct current stimulation; rTMS, repetitive transcranial magnetic stimulation; AD, Alzheimer&#x02019;s disease; MCI, mild cognitive impairment; VMCI, vascular mild cognitive impairment; PD, Parkinson&#x02019;s disease; SCI, subjective cognitive impairment; DLPFC, dorsolateral prefrontal cortex; IFG, inferior frontal gyrus; IPL, inferior parietal lobule; MC, motor cortex; PFC, prefrontal cortex; STG, superior temporal gyrus; VTX, vertex</italic>.</p>
</table-wrap-foot>
</table-wrap>
<sec id="s3-1">
<title>TMS Studies with MCI Patients</title>
<sec id="s3-1-1">
<title>Prefrontal Cortex</title>
<p>In a study with SCI patients, Sol&#x000E9;-Padull&#x000E9;s et al. (<xref ref-type="bibr" rid="B85">2006</xref>) reported improvements of face-name associative memory following up-regulation of the bilateral prefrontal cortex (PFC) through high-frequency (5 Hz) rTMS. Specifically, the behavioral enhancement positively correlated with the recruitment of the right PFC and posterior bilateral cortices, as shown by fMRI. In another study, Turriziani et al. (<xref ref-type="bibr" rid="B91">2012</xref>) found improvements of non-verbal recognition memory in MCI patients after low-frequency (1 Hz) stimulation and subsequent down-regulation of the right but not the left dorsolateral prefrontal cortex (DLPFC). Morever, a double-blind randomized sham-controlled study using 10-Hz rTMS in MCI patients (Drumond Marra et al., <xref ref-type="bibr" rid="B59">2015</xref>) showed that up-regulation of the DLPFC led to improvements in everyday memory. Interestingly, this enhancement remained for at least a month. However, stimulation of prefrontal structures has also yielded null results. In particular, a blind study with a crossover design (Sedlackova et al., <xref ref-type="bibr" rid="B84">2008</xref>) failed to induce positive or negative behavioral effects following either low- or high-frequency rTMSof the DLPFC in seven patients with vascular MCI.</p>
</sec>
<sec id="s3-1-2">
<title>Parietal Cortex</title>
<p>In a single-case study with an aMCI patient, Cotelli et al. (<xref ref-type="bibr" rid="B11">2012</xref>) assessed whether up-regulation of the left parietal cortex could lead to long-term improvements in face-name associations. The 10-day protocol consisted in daily 25-min-long stimulation sessions with high-frequency (20 Hz) rTMS. Behavioral enhancements suggested a putative role of the target region in associative memory.</p>
</sec>
<sec id="s3-1-3">
<title>Inferior Frontal Gyrus and Superior Temporal Gyrus</title>
<p>Two related studies Eliasova et al. (<xref ref-type="bibr" rid="B19">2014</xref>) and Anderkova et al. (<xref ref-type="bibr" rid="B4">2015</xref>) found that rTMS significantly improved Stroop-task performance in aMCI and AD patients. The stimulation protocol comprised three randomized 22-min-long sessions, during which 10-Hz rTMS was applied over the IFG, the right superior temporal gyrus (STG), and the vertex (VTX, a control stimulation site). As compared to the VTX, both IFG and STG simulation improved the patients&#x02019; behavioral outcome. In particular, through a combination of rTMS and MRI, Anderkova et al. (<xref ref-type="bibr" rid="B4">2015</xref>) found that MCI/AD subjects had significant atrophy in the inferior temporal and fusiform gyri, putamen and cerebellum relative to healthy controls. Moreover, the level of atrophy correlated with the change in Stroop-task performance after rTMS of the STG.</p>
</sec>
<sec id="s3-1-4">
<title>Interim Summary</title>
<p>Taken together, these studies indicate that rTMS can have significant effects on cognitive functions in patients with SCI and MCI. Specifically, this form of stimulation appears to enhance face-name association memory, non-verbal recognition memory, attention, psychomotor speed, and everyday memory. However, inconsistencies among comparable studies and null results in some of them cast doubts on the robustness of this technique to restore cognitive function in MCI. A number of caveats can be identified. First, rTMS might not directly stimulate deep brain areas critically compromised in MCI and AD (e.g., the hippocampus). Second, discrepancies in stimulation parameters (frequency, intensity, duration, number of sessions, stimulation site) and experimental design across studies make it difficult to determine which configuration could systematically yield effective results. Finally, there is only one double-blind randomized sham-controlled rTMS study with MCI patients. Thus, further work and more randomized placebo-controlled studies are needed to establish the optimal stimulation parameters for potential treatments in this population. Critically, a more through characterization is needed of how results are influenced by multiple interrelated factors, such as the patients&#x02019; clinical profile, specific target areas, stimulation frequency, number of treatment sessions, sessionduration and specific cognitive domains tapped through selected behavioral tasks.</p>
</sec>
</sec>
<sec id="s3-2">
<title>tDCS Studies with MCI Patients</title>
<p>To date, only two studies have explored the potential neurocognitive benefits of anodal tDCS in MCI patients. The target regions in them were the IFG and the PFC.</p>
<sec id="s3-2-1">
<title>Inferior Frontal Gyrus</title>
<p>Meinzer et al. (<xref ref-type="bibr" rid="B60">2015</xref>) performed a double-blind, crossover, sham-controlled stimulation study with simultaneous task-related and resting-state fMRI recordings. An MRI-compatible stimulator was used to administer a constant direct current (1 mA, for 20 min) over the IFG. During sham stimulation, MCI patients produced fewer correct responses than healthy controls in a semantic fluency task. Interestingly, the degree of correct responses was associated with hyperactivity in bilateral prefrontal regions. Anodal tDCS significantly improved performance in MCI patients to healthy-control levels. Furthermore, such stimulation reduced task-related prefrontal hyperactivity and normalized altered network configurations at during resting state. This study provides evidence that anodal tDCS could ameliorate cognitive dysfunction in MCI patients and temporarily reverse abnormalities in relevant brain activity.</p>
</sec>
<sec id="s3-2-2">
<title>Prefrontal Cortex</title>
<p>A recent study assessing MCI patients with Parkinson&#x02019;s disease (PD; Manenti et al., <xref ref-type="bibr" rid="B56">2016</xref>) evaluated the impact of up-regulating the right or left DLPFC via anodal tDCS combined with physical therapies. For 2 weeks, patients underwent daily administration of 2-mA stimulation during 25 min. Scores on the PD Cognitive Rating Scale and a verbal fluency test increased only in the real tDCS group (compared with the sham group). Notably, the effect remained stable for up to 3 months after the intervention.</p>
</sec>
<sec id="s3-2-3">
<title>Interim Discussion</title>
<p>These extremely preliminary results suggest that anodal tDCS can ameliorate cognitive dysfunction in different subtypes of MCI. In particular, long-term results obtained by combining stimulation with physical training open interesting avenues for further research.</p>
</sec>
</sec>
</sec>
<sec id="s4">
<title>Challenges and Future Directions</title>
<p>So far, NIBS studies seeking to improve cognitive function in MCI/SCI patients have yielded inconclusive findings. Although some studies showed favorable results, statistically significant differences in an experimental setting do not necessarily imply clinical applicability. Consequently, the evidence gathered so far, though promising, must be considered extremely preliminary. No definite answer can yet be provided for the ultimate question underlying the field: can NIBS-induced cognitive improvements persist beyond treatment and translate into daily-life benefits? The methodological considerations listed below emerge as critical milestones to properly address this issue.</p>
<sec id="s4-1">
<title>Stimulation Parameters</title>
<p>A number of methodological considerations and caveats must be addressed before claiming that a genuine, reliable and replicable effect has been found. TMS stimulation protocols involve several parameters, such as stimulation frequency, intensity, coil shape, pulse and stimulation site. While neuroimaging tools have improved selection of target areas for stimulation, the latter are typically anatomically ill-defined and hugely variable among individual brains. This heterogeneity is reduced by using neuronavigation procedures and factoring individual anatomy into the protocol, thus maximizing the chances that one specific target node is being systematically stimulated within a critical network (Danner et al., <xref ref-type="bibr" rid="B13">2008</xref>). Regarding stimulation frequency and intensity, a general finding is that TMS increases neuronal excitability above a 5-Hz frequency, whereas it yields the opposite effect below 1 Hz (Hallett, <xref ref-type="bibr" rid="B32">2000</xref>; Sparing et al., <xref ref-type="bibr" rid="B86">2001</xref>; Knoch et al., <xref ref-type="bibr" rid="B49">2006</xref>). Stimulation intensity in TMS protocols is usually defined as a percentage of a subject&#x02019;s individual motor threshold, namely, the minimal stimulation intensity that induces a reliable motor evoked potential of minimal amplitude in the targeted muscle (Rossini et al., <xref ref-type="bibr" rid="B82">2015</xref>). This measure is useful to determine the intensity needed to comparably stimulate primary motor regions across subjects. However, the relevance of this parameter remains unknown for the stimulation of other cortical regions. Future research should examine the possibility of designing subject- and area-specific simulation protocols (Klooster et al., <xref ref-type="bibr" rid="B48">2016</xref>), together with region-specific stimulation-tuning.</p>
<p>In the case of tDCS, key parameters include electrode patch positioning, inter-electrode distance, stimulation duration, and stimulation intensity (Klooster et al., <xref ref-type="bibr" rid="B48">2016</xref>). With this technique, anodal and cathodal currents increase and inhibit neural-network activity, respectively. In this sense, one important difference with TMS is that tDCS allows stimulating and inhibiting different target regions at the same time (Ferrucci et al., <xref ref-type="bibr" rid="B22">2009</xref>; Lindenberg et al., <xref ref-type="bibr" rid="B54">2010</xref>; Mahmoudi et al., <xref ref-type="bibr" rid="B55">2011</xref>), which increases the range of methodological decisions on the part of researchers. Another factor known to modulate tDCS results is age. Indeed, montages inducing effects in young adults do not necessary yield the same results in older adults (Zimerman et al., <xref ref-type="bibr" rid="B97">2013</xref>). This highlights the importance of considering information about age-associated brain reorganization when aiming to induce durable neuroplastic effects in aging subjects (Perceval et al., <xref ref-type="bibr" rid="B71">2016</xref>), including MCI patients.</p>
</sec>
<sec id="s4-2">
<title>Behavioral Effects of Stimulation in Combination with Cognitive Training</title>
<p>Typically, neuro-rehabilitation protocols aim to stimulate the whole spatially-distributed network subserving a target cognitive function. To guarantee that the right mechanisms are being stimulated, brain enhancement must be combined with training of key relevant functions. Theoretically, targeting a dysfunctional neural circuit while it is actively engaged by a behavioral task should bring about better therapeutic effects than mere resting-state stimulation of the same area (Miniussi et al., <xref ref-type="bibr" rid="B61">2013</xref>). Given that both cognitive training and NIBS can enhance adaptive plastic mechanisms, their combination could produce synergistic positive effects on behavior (Ditye et al., <xref ref-type="bibr" rid="B17">2012</xref>). This approach offers a chance to stimulate very precise neurocognitive mechanisms, implement experimental designs with strict control of stimulus- and task-related factors and increase protocol viability through short-term longitudinal or pre/post models.</p>
<p>To date, this combined approach has been used in only one study (Park et al., <xref ref-type="bibr" rid="B70">2014</xref>). After 10 daily sessions of tDCS with cognitive training, healthy elderly subjects increased working memory skills for up to 28 days. However, as this study lacked a control group without training, no further conclusions can be drawn regarding the potential benefits of combined NIBS-training interventions. Also relevant is the study protocol proposed by Cheng et al. (<xref ref-type="bibr" rid="B10">2015</xref>), aimed to improve working memory in aMCI patients. The design consists of a 4-week, double-blind, randomized controlled trial involving anodal tDCS or sham intervention combined with a working memory (<italic>n</italic>-back) paradigm or a control cognitive training condition. They hypothesize that this joint approach could significantly improve cognitive performance relative to isolated NIBS <italic>or n-back</italic> training. Furthermore, one of the studies reviewed above Manenti et al. (<xref ref-type="bibr" rid="B56">2016</xref>) reported cognitive enhancements in PD patients by combining tDCS with physical exercise cognitive enhancements. Taken together, this incipient evidence suggests that significant and long-lasting cognitive improvements could be induced through a combination of NIBS and specific cognitive training in MCI/SCI patients. Future research in the field should test this hypothesis by comparing the impact of joint and single-method interventions in both populations.</p>
</sec>
<sec id="s4-3">
<title>The Critical Questions</title>
<sec id="s4-3-1">
<title>Where to Stimulate?</title>
<p>Most of the reviewed studies targeted the DLPFC, a region implicated in working memory, everyday memory and automatic processing of learned tasks. These functions, indeed, were enhanced by NIBS in MCI patients and healthy subjects (Turriziani et al., <xref ref-type="bibr" rid="B91">2012</xref>; Iuculano and Cohen Kadosh, <xref ref-type="bibr" rid="B40">2013</xref>; Drumond Marra et al., <xref ref-type="bibr" rid="B59">2015</xref>). Another region targeted within the frontal lobe has been the IFG. Stimulation over this structure significantly improved word retrieval and decreased hyperactivity in the bilateral PFC, the right middle temporal gyrus, the left basal ganglia, and the thalamus (Meinzer et al., <xref ref-type="bibr" rid="B60">2015</xref>). Furthermore, rTMS over the STG has been observed to improve processing speed (Anderkova et al., <xref ref-type="bibr" rid="B4">2015</xref>). Encouraging results have also been obtained through stimulation of the inferior parietal lobe, which enhanced associative and long-term memory in MCI patients (Cotelli et al., <xref ref-type="bibr" rid="B11">2012</xref>). In this sense, note that other portions of the parietal cortex are known to increase blood oxygen level-dependent signals during working memory storage (Linden et al., <xref ref-type="bibr" rid="B53">2003</xref>; Xu and Chun, <xref ref-type="bibr" rid="B94">2006</xref>). The relevance of parietal structures as promising target areas for NIBS in MCI samples is highlighted by its role in cognitive impairments during early stage AD (Reiman et al., <xref ref-type="bibr" rid="B75">2012</xref>; Weintraub et al., <xref ref-type="bibr" rid="B92">2012</xref>).</p>
<p>In sum, available evidence highlights the relevance of specific prefrontal, frontal, temporal, and parietal areas as key targets to develop more robust stimulation protocols in MCI. The main findings emerging from their stimulation in MCI patients are summarized in Figure <xref ref-type="fig" rid="F1">1</xref>.</p>
<fig id="F1" position="float">
<label>Figure 1</label>
<caption><p><bold>Visual summary of main results from non-invasive brain stimulation (NIBS) studies with mild cognitive impairment (MCI) patients.</bold> Lateral view of the left hemisphere. Target areas stimulated in the reviewed studies are highlighted in different colors. DLPFC, dorsolateral prefrontal cortex; IFG, inferior frontal gyrus; STG, superior temporal gyrus; IPL, inferior parietal lobule; atDCS, anodal transcranial direct current stimulation; rTMS, repetitive transcranial magnetic stimulation; &#x02191; behavioral improvement; &#x02193; behavioral decrement; UR, up-regulation; DR, down-regulation.</p></caption>
<graphic xlink:href="fnagi-09-00016-g0001.tif"/>
</fig>
</sec>
<sec id="s4-3-2">
<title>How to Stimulate?</title>
<p>In general, rTMS protocols follow an offline approach, testing hypothesized cognitive changes roughly 30&#x02013;60 min after stimulation (Ziemann et al., <xref ref-type="bibr" rid="B95">2008</xref>). The use of patterned rTMS protocols, like theta burst stimulation, allows delivering 600 pulses with sub-threshold intensity in less than a minute. This induces longer-lasting effects in a shorter delivery time (Suppa et al., <xref ref-type="bibr" rid="B89">2016</xref>). The impact of theta burst stimulation has been examined in several psychiatric conditions, like schizophrenia and obsessive-compulsive disorder (Suppa et al., <xref ref-type="bibr" rid="B89">2016</xref>). However, studies in patients with memory impairment are still lacking.</p>
<p>On the other hand, tDCS is a smaller, portable tool which allows designing more ecological paradigms and obtaining online measurements. Thus, tDCS can be used to stimulate a particular neural network during behavioral intervention. Thanks to new developments, tDCS protocols can now employ more than two electrodes, enabling multifocal stimulation of brain networks to increase neurofunctional precision (Alam et al., <xref ref-type="bibr" rid="B1">2016</xref>).</p>
<p>For increased effectiveness, NIBS can be applied in multi-session designs. Cognitive improvement in MCI patients is increased over time by repetitive, daily rTMS sessions (Cotelli et al., <xref ref-type="bibr" rid="B11">2012</xref>; Drumond Marra et al., <xref ref-type="bibr" rid="B59">2015</xref>). An alternative approach could rely on the use of spaced stimulation patterns, with multiple daily sessions. This might potentially lead to prolonged after effects via late-phase LTP/LTD-like neuroplastic mechanisms (Goldsworthy et al., <xref ref-type="bibr" rid="B29">2015</xref>). Regarding tDCS, Manenti et al. (<xref ref-type="bibr" rid="B56">2016</xref>) worked with PD patients and found cognitive improvements lasting at least 3 months, after 10 daily sessions (Manenti et al., <xref ref-type="bibr" rid="B56">2016</xref>). The only study employing tDCS in MCI patients employed a single-session protocol (Meinzer et al., <xref ref-type="bibr" rid="B60">2015</xref>), so that no evidence is available on whether multiple-session tDCS protocols can induce long-term beneficial effects in this population.</p>
<p>Another important challenge lies in combining NIBS with daily life activities. This includes home-based training focused on specific cognitive skills. Self-delivered NIBS by the patient in a household environment, ideally according to a patient-specific stimulation protocol, may be a crucial step to hone the applicability of tDCS as a therapeutic tool (Klooster et al., <xref ref-type="bibr" rid="B48">2016</xref>). To be effective, home-based portable devices should incorporate features which guarantee that stimulation is applied over the right brain regions, such as patient-specific cap-positioning tDCS electrodes. This may result in more efficient and less expensive cognitive intervention. In consequence, future research should develop new paradigms and technologies specific to each patient and relevant target areas.</p>
</sec>
<sec id="s4-3-3">
<title>Whom to Stimulate?</title>
<p>The use of NIBS to enhance memory in the elderly represents a promising avenue for both basic and translational research. However, the effects of NIBS likely depend on inter-individual differences in the degree of age-related cognitive impairment and brain reorganization (Craik, <xref ref-type="bibr" rid="B12">1994</xref>; Mungas et al., <xref ref-type="bibr" rid="B62">2010</xref>; Reuter-Lorenz and Park, <xref ref-type="bibr" rid="B78">2014</xref>), under the influence of various genetic and lifestyle factors (Bishop et al., <xref ref-type="bibr" rid="B8">2010</xref>; Grady, <xref ref-type="bibr" rid="B31">2012</xref>). Moreover, different subtypes of MCI may respond in different ways to the same stimulation protocols. This calls for further research on the multiple subject-related variables that can modulate results within and across studies.</p>
<p>Correct diagnosis of MCI subtypes proves critical to discern stimulation effects. Approximately 50% of patients with aMCI convert to AD within 5 years (Gauthier et al., <xref ref-type="bibr" rid="B26">2006</xref>). Also, different genetic influences impact on the development of AD. For instance, the presence of one or two &#x003B5;4 alleles in the apolipoprotein E (APOE) gene confers risk of AD. An individual who meets the clinical, cognitive and etiologic criteria for MCI, and is also APOE &#x003B5;4 positive, is more likely to progress to AD dementia within a few years than an individual without this genetic trait (Winblad et al., <xref ref-type="bibr" rid="B93">2004</xref>; Anstey et al., <xref ref-type="bibr" rid="B5">2008</xref>; Albert et al., <xref ref-type="bibr" rid="B2">2011</xref>). Conversely, other familial versions will progress to AD with a 100% of probability (e.g., presenilin 1, PS1). Moreover, despite well-established risk genes (e.g., APOE, SORL1) or causative genes (e.g., APP, PSEN1, PSEN2) of AD, more than 20 loci have been associated with disease risk (Karch et al., <xref ref-type="bibr" rid="B47">2014</xref>). In this sense, the epigenetic approach to clinical phenotypes offers a promissory agenda (Bennett et al., <xref ref-type="bibr" rid="B7">2015</xref>). The need thus arises for more research on the interaction between NIBS and previous genetic risk in the MCI-AD spectrum.</p>
<p>On the other hand, fewer prognostic data are available about patients with non-memory-related impairments, who may develop non-AD dementia (Winblad et al., <xref ref-type="bibr" rid="B93">2004</xref>; Anstey et al., <xref ref-type="bibr" rid="B5">2008</xref>; Albert et al., <xref ref-type="bibr" rid="B2">2011</xref>). Three out of the nine articles reviewed in &#x0201C;Does NIBS Improve Learning and Formation of Novel Memories in MCI?&#x0201D; Section targeted aMCI patients (Cotelli et al., <xref ref-type="bibr" rid="B11">2012</xref>; Eliasova et al., <xref ref-type="bibr" rid="B19">2014</xref>; Anderkova et al., <xref ref-type="bibr" rid="B4">2015</xref>), one focused on vascular MCI (Sedlackova et al., <xref ref-type="bibr" rid="B84">2008</xref>), and another one assessed MCI linked to PD (Manenti et al., <xref ref-type="bibr" rid="B56">2016</xref>). The rest did not specify the MCI subtype. This distinction is crucial to assess the efficacy and extent of the stimulation protocol. For example, no effects were observed in vascular MCI when stimulating the DLPFC with rTMS (Sedlackova et al., <xref ref-type="bibr" rid="B84">2008</xref>). It seems that each subtype of MCI could respond different to stimulation, although it is not clear which ones would profit the most from intervention. In consequence, it is necessary to stratify MCI subtypes to recognize condition-specific stimulation effects and develop more fine-grained protocols for each patient, according to his or her diagnosis.</p>
<p>Finally, given that aMCI patients may be at increased risk of developing AD, future interventions might focus on familial-MCI patients with high probability to progress into AD. Early-onset AD patients present MCI, rapidly followed by severe deficits in cortical functions (aphasia, apraxia, and agnosia), whereas late-onset AD patients show a slower overall decline and pronounced memory deficits, particularly in the semantic domain (Joubert et al., <xref ref-type="bibr" rid="B44">2016</xref>). Since the progression of early-onset AD is faster than in late-onset AD, the latter variety may profit more from NIBS as a tool to attenuate the rate of cognitive decline. The identification of causative genetic mutations leading to early-onset AD (APP, PSEN1, PSEN2) and susceptibility markers associated with later disease onset (e.g., APOE &#x003B5;4 carriers) is crucial to determine specific patterns of cognitive impairment in younger patients with a family history of AD or other neurodegenerative diseases (Rocchi et al., <xref ref-type="bibr" rid="B80">2003</xref>; Winblad et al., <xref ref-type="bibr" rid="B93">2004</xref>; Albert et al., <xref ref-type="bibr" rid="B2">2011</xref>), and to better screen candidates for different stimulation protocols targeting specific neurofunctional mechanisms.</p>
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</sec>
<sec id="s4-4">
<title>A Call for Multicenter Studies</title>
<p>A thorough understanding of potential neurocognitive changes induced by NIBS requires protocols to be complemented with other functional techniques, like electroencephalography (EEG), magnetoelectroencephalography (MEG), positron-emission tomography (PET), fMRI, and magnetic resonance spectroscopy (MRS). Therefore, the direct comparison of neuro-anatomical changes before and after stimulation could shed light on the potentially specific effects of NIBS. Also, the establishment of NIBS techniques as therapeutic tools for MCI requires systematic assessment of multiple subject variables (e.g., cortical thinning, white matter volume and integrity, functional and structural connectivity, genetic variants, learning capacity, age at disease onset and cognitive reserve). In order to gain multidimensional insights into the impact of NIBS in MCI, above and beyond between-subject variability, longer multicenter studies are urgently needed. By revealing common patterns despite differences in diagnosis, sociodemographic factors, neurobiological features, brain recording parameters, measurements, and analyses, such joint protocols will help identify the most consistent changes induced by NIBS, while revealing the most effective stimulation parameters.</p>
<p>In this context, the implementation of normative databases based on neuroscientific techniques might help to recognize abnormal patterns, detect the disease at early stages, and define treatment protocol strategies (Gordon and Konopka, <xref ref-type="bibr" rid="B30">2005</xref>). Available EEG neuromarkers of MCI and AD are critical to such ends (Ibanez and Parra, <xref ref-type="bibr" rid="B37">2014</xref>). Quantitative EEG (qEEG) shows that AD and MCI are characterized by increased theta power, decreased alpha and beta power and decreased coherence in the alpha and theta band in posterior regions (Jelic et al., <xref ref-type="bibr" rid="B42">2000</xref>). These abnormalities are thought to be associated with functional disconnections among cortical areas, loss of cortical neurons, axonal degeneration, and cholinergic deficits. Furthermore, EEG/MEG techniques have been useful to characterize AD and to detect changes in preclinical familial AD and MCI (Jackson and Snyder, <xref ref-type="bibr" rid="B41">2008</xref>; Stam, <xref ref-type="bibr" rid="B88">2010</xref>; Pietto et al., <xref ref-type="bibr" rid="B73">2016</xref>). For example, source EEG functional network disruption in AD and MCI is associated with cognitive decline (Gianotti et al., <xref ref-type="bibr" rid="B27">2007</xref>; Kurimoto et al., <xref ref-type="bibr" rid="B51">2008</xref>; Ishii et al., <xref ref-type="bibr" rid="B39">2010</xref>; Hsiao et al., <xref ref-type="bibr" rid="B34">2013</xref>) and APOE genotype (Canuet et al., <xref ref-type="bibr" rid="B9">2012</xref>). Moreover, relative to normative samples, subjects with SCI present elevated alpha power and increased number of spatiotemporal wave events (Alexander et al., <xref ref-type="bibr" rid="B3">2006</xref>). Furthermore, event-related potential (ERP) measures have shown utility in predicting the conversion to dementia among elderly individuals at risk for AD (Gironell et al., <xref ref-type="bibr" rid="B28">2005</xref>). Beyond its to diagnose functional impairment, EEG is also useful to set stimulation parameters and assess the effect of NIBS in patients (Kropotov, <xref ref-type="bibr" rid="B50">2016</xref>). Combining NIBS with EEG would help to identify stimulus intensity, frequency of the stimulation, location, and duration needed to normalize EEG activity (Jin et al., <xref ref-type="bibr" rid="B43">2012</xref>). This is critical since most rTMS protocols use the same parameters for all patients. With this approach, a customized treatment would be available for each individual based on analysis of resting EEG. In this sense, Marceglia et al. (<xref ref-type="bibr" rid="B58">2016</xref>) applied tDCS to change cortical activity as represented by qEEG. Despite working on a small sample, the authors found that the abnormal pattern of EEG activity in AD during memory processing is partially reversed by anodal transcranial direct current stimulation (atDCS) and this reversion correlated with an improvement in word recognition, suggesting that such benefits are supported by the modulation of neuronal cortical activity. In conclusion, normative databases should be systematically considered as a reference to establish the efficacy of individualized stimulation protocols.</p>
</sec>
</sec>
<sec id="s5">
<title>Conclusions</title>
<p>The present review aimed to summarize research on the effects of NIBS in MCI and to outline the approaches that may improve the efficacy of stimulation protocols. Despite major advances over the past few decades, extant MCI/AD treatments are not completely effective. Although NIBS have not yet been massively applied in SCI/MCI patients, available results hold considerable promise. First, TMS and tDCS are well-suited to explore brain plasticity across the lifespan (Heise et al., <xref ref-type="bibr" rid="B33">2014</xref>). Second, they provide valuable physiologic biomarkers of the state of cortical reactivity, brain network connectivity, dynamics, and mechanisms of brain plasticity. Third, NIBS techniques avoid systemic side-effects and allow for temporally and spatially precise neural interventions that escape the possibilities of pharmacological or complementary therapies. Moreover, discrepancies among available studies may be largely due to differences among tasks, designs, and samples, as opposed to limitations inherent to NIBS. However, many issues remain to be solved and large longitudinal studies are needed to more stringently assess the robustness of available positive results. Furthermore, even if NIBS techniques proved irrelevant for clinical purposes, they could remain highly useful for experimental research. While no definitive conclusions on the efficacy and specificity of NIBS can be advanced at this stage, our review delineates the major challenges to be faced in future studies. In this sense, pre-post neuroimaging designs could reveal putative mechanisms underlying NIBS effects. Also, concurrent use of NIBS techniques with specific tasks targeting impaired domains in individual patients could potentially enhance LTP-like after-effects. In particular, applying NIBS over a dysfunctional neural network while the latter is engaged by a particular behavioral activity could significantly enhance learning- and memory-related effects. Furthermore, the application of NIBS across multiple sessions could render such effects longer lasting. All these considerations should be accompanied by very precise diagnosis of each patient&#x02019;s MCI subtype, so that subject-specific protocols can be designed and assessed with the implementation of normative databases. Moreover, further studies are required to identify the optimal stimulation parameters yielding robust outcomes for different MCI subtypes as well as early- and late-onset AD. Finally, we emphasize the need to conduct longer longitudinal studies to establish the duration of NIBS-induced benefits. By contemplating these issues, future NIBS studies could shed unprecedented light on functional restoration options for MCI patients, paving the way for new treatments aimed to delay (or event prevent) the development of AD and other dementias.</p>
</sec>
<sec id="s6">
<title>Author Contributions</title>
<p>AB did the literature research and wrote the manuscript. AI and AMG provided insightful thoughts to study concepts, and revised the manuscript. LS and JF assisted with the literature review and revised the final version. MZ wrote, revised critically and approved the final version.</p>
</sec>
<sec id="s7">
<title>Conflict of Interest Statement</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
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<p>This work was partially supported by grants from Consejo Nacional de Investigaciones Cient&#x000ED;ficas y T&#x000E9;cnicas (CONICET), Comisi&#x000F3;n Nacional de Investigaci&#x000F3;n Cient&#x000ED;fica y Tecnol&#x000F3;gica (CONICYT)/Fondo Nacional de Desarrollo Cient&#x000ED;fico y Tecnol&#x000F3;gico (FONDECYT) Regular (1130920), Fondo para la Investigaci&#x000F3;n Cient&#x000ED;fica y Tecnol&#x000F3;gica (FONCyT-PICT; Grant no. 2012-0412, 2012-1309), Fondo de Financiamiento de Centros de Investigaci&#x000F3;n en &#x000C1;reas Prioritarias (FONDAP; 15150012) and the Instituto de Neurolog&#x000ED;a Cognitiva (INECO) Foundation.</p>
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<ref-list>
<title>References</title>
<ref id="B1"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Alam</surname> <given-names>M.</given-names></name> <name><surname>Truong</surname> <given-names>D. Q.</given-names></name> <name><surname>Khadka</surname> <given-names>N.</given-names></name> <name><surname>Bikson</surname> <given-names>M.</given-names></name></person-group> (<year>2016</year>). <article-title>Spatial and polarity precision of concentric high-definition transcranial direct current stimulation (HD-tDCS)</article-title>. <source>Phys. Med. Biol.</source> <volume>61</volume>, <fpage>4506</fpage>&#x02013;<lpage>4521</lpage>. <pub-id pub-id-type="doi">10.1088/0031-9155/61/12/4506</pub-id><pub-id pub-id-type="pmid">27223853</pub-id></citation></ref>
<ref id="B2"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Albert</surname> <given-names>M. S.</given-names></name> <name><surname>DeKosky</surname> <given-names>S. T.</given-names></name> <name><surname>Dickson</surname> <given-names>D.</given-names></name> <name><surname>Dubois</surname> <given-names>B.</given-names></name> <name><surname>Feldman</surname> <given-names>H. H.</given-names></name> <name><surname>Fox</surname> <given-names>N. C.</given-names></name> <etal/></person-group>. (<year>2011</year>). <article-title>The diagnosis of mild cognitive impairment due to Alzheimer&#x02019;s disease: recommendations from the national institute on aging-Alzheimer&#x02019;s association workgroups on diagnostic guidelines for Alzheimer&#x02019;s disease</article-title>. <source>Alzheimers Dement.</source> <volume>7</volume>, <fpage>270</fpage>&#x02013;<lpage>279</lpage>. <pub-id pub-id-type="doi">10.1016/j.jalz.2011.03.008</pub-id><pub-id pub-id-type="pmid">21514249</pub-id></citation></ref>
<ref id="B3"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Alexander</surname> <given-names>D. M.</given-names></name> <name><surname>Arns</surname> <given-names>M. W.</given-names></name> <name><surname>Paul</surname> <given-names>R. H.</given-names></name> <name><surname>Rowe</surname> <given-names>D. L.</given-names></name> <name><surname>Cooper</surname> <given-names>N.</given-names></name> <name><surname>Esser</surname> <given-names>A. H.</given-names></name> <etal/></person-group>. (<year>2006</year>). <article-title>EEG markers for cognitive decline in elderly subjects with subjective memory complaints</article-title>. <source>J. Integr. Neurosci.</source> <volume>5</volume>, <fpage>49</fpage>&#x02013;<lpage>74</lpage>. <pub-id pub-id-type="doi">10.1142/s0219635206001021</pub-id><pub-id pub-id-type="pmid">16544366</pub-id></citation></ref>
<ref id="B4"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Anderkova</surname> <given-names>L.</given-names></name> <name><surname>Eliasova</surname> <given-names>I.</given-names></name> <name><surname>Marecek</surname> <given-names>R.</given-names></name> <name><surname>Janousova</surname> <given-names>E.</given-names></name> <name><surname>Rektorova</surname> <given-names>I.</given-names></name></person-group> (<year>2015</year>). <article-title>Distinct pattern of gray matter atrophy in mild Alzheimer&#x02019;s disease impacts on cognitive outcomes of noninvasive brain stimulation</article-title>. <source>J. Alzheimers Dis.</source> <volume>48</volume>, <fpage>251</fpage>&#x02013;<lpage>260</lpage>. <pub-id pub-id-type="doi">10.3233/JAD-150067</pub-id><pub-id pub-id-type="pmid">26401945</pub-id></citation></ref>
<ref id="B5"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Anstey</surname> <given-names>K. J.</given-names></name> <name><surname>Cherbuin</surname> <given-names>N.</given-names></name> <name><surname>Christensen</surname> <given-names>H.</given-names></name> <name><surname>Burns</surname> <given-names>R.</given-names></name> <name><surname>Reglade-Meslin</surname> <given-names>C.</given-names></name> <name><surname>Salim</surname> <given-names>A.</given-names></name> <etal/></person-group>. (<year>2008</year>). <article-title>Follow-up of mild cognitive impairment and related disorders over four years in adults in their sixties: the PATH through life study</article-title>. <source>Dement. Geriatr. Cogn. Disord.</source> <volume>26</volume>, <fpage>226</fpage>&#x02013;<lpage>233</lpage>. <pub-id pub-id-type="doi">10.1159/000154646</pub-id><pub-id pub-id-type="pmid">18784412</pub-id></citation></ref>
<ref id="B6"><citation citation-type="journal"><person-group person-group-type="author"><collab>Alzheimer&#x02019;s Association</collab></person-group>. (<year>2012</year>). <article-title>2012 Alzheimer&#x02019;s disease facts and figures</article-title>. <source>Alzheimers Dement.</source> <volume>8</volume>, <fpage>131</fpage>&#x02013;<lpage>168</lpage>. <pub-id pub-id-type="doi">10.1016/j.jalz.2012.02.001</pub-id><pub-id pub-id-type="pmid">22404854</pub-id></citation></ref>
<ref id="B7"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Bennett</surname> <given-names>D. A.</given-names></name> <name><surname>Yu</surname> <given-names>L.</given-names></name> <name><surname>Yang</surname> <given-names>J.</given-names></name> <name><surname>Srivastava</surname> <given-names>G. P.</given-names></name> <name><surname>Aubin</surname> <given-names>C.</given-names></name> <name><surname>De Jager</surname> <given-names>P. L.</given-names></name></person-group> (<year>2015</year>). <article-title>Epigenomics of Alzheimer&#x02019;s disease</article-title>. <source>Transl Res.</source> <volume>165</volume>, <fpage>200</fpage>&#x02013;<lpage>220</lpage>. <pub-id pub-id-type="doi">10.1016/j.trsl.2014.05.006</pub-id><pub-id pub-id-type="pmid">24905038</pub-id></citation></ref>
<ref id="B8"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Bishop</surname> <given-names>N. A.</given-names></name> <name><surname>Lu</surname> <given-names>T.</given-names></name> <name><surname>Yankner</surname> <given-names>B. A.</given-names></name></person-group> (<year>2010</year>). <article-title>Neural mechanisms of ageing and cognitive decline</article-title>. <source>Nature</source> <volume>464</volume>, <fpage>529</fpage>&#x02013;<lpage>535</lpage>. <pub-id pub-id-type="doi">10.1038/nature08983</pub-id><pub-id pub-id-type="pmid">20336135</pub-id></citation></ref>
<ref id="B9"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Canuet</surname> <given-names>L.</given-names></name> <name><surname>Tellado</surname> <given-names>I.</given-names></name> <name><surname>Couceiro</surname> <given-names>V.</given-names></name> <name><surname>Fraile</surname> <given-names>C.</given-names></name> <name><surname>Fernandez-Novoa</surname> <given-names>L.</given-names></name> <name><surname>Ishii</surname> <given-names>R.</given-names></name> <etal/></person-group>. (<year>2012</year>). <article-title>Resting-state network disruption and APOE genotype in Alzheimer&#x02019;s disease: a lagged functional connectivity study</article-title>. <source>PLoS One</source> <volume>7</volume>:<fpage>e46289</fpage>. <pub-id pub-id-type="doi">10.1371/journal.pone.0046289</pub-id><pub-id pub-id-type="pmid">23050006</pub-id></citation></ref>
<ref id="B10"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Cheng</surname> <given-names>C. P.</given-names></name> <name><surname>Chan</surname> <given-names>S. S.</given-names></name> <name><surname>Mak</surname> <given-names>A. D.</given-names></name> <name><surname>Chan</surname> <given-names>W. C.</given-names></name> <name><surname>Cheng</surname> <given-names>S. T.</given-names></name> <name><surname>Shi</surname> <given-names>L.</given-names></name> <etal/></person-group>. (<year>2015</year>). <article-title>Would transcranial direct current stimulation (tDCS) enhance the effects of working memory training in older adults with mild neurocognitive disorder due to Alzheimer&#x02019;s disease: study protocol for a randomized controlled trial</article-title>. <source>Trials</source> <volume>16</volume>:<fpage>479</fpage>. <pub-id pub-id-type="doi">10.1186/s13063-015-0999-0</pub-id><pub-id pub-id-type="pmid">26499250</pub-id></citation></ref>
<ref id="B11"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Cotelli</surname> <given-names>M.</given-names></name> <name><surname>Calabria</surname> <given-names>M.</given-names></name> <name><surname>Manenti</surname> <given-names>R.</given-names></name> <name><surname>Rosini</surname> <given-names>S.</given-names></name> <name><surname>Maioli</surname> <given-names>C.</given-names></name> <name><surname>Zanetti</surname> <given-names>O.</given-names></name> <etal/></person-group>. (<year>2012</year>). <article-title>Brain stimulation improves associative memory in an individual with amnestic mild cognitive impairment</article-title>. <source>Neurocase</source> <volume>18</volume>, <fpage>217</fpage>&#x02013;<lpage>223</lpage>. <pub-id pub-id-type="doi">10.1080/13554794.2011.588176</pub-id><pub-id pub-id-type="pmid">21879993</pub-id></citation></ref>
<ref id="B12"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Craik</surname> <given-names>F. I. M.</given-names></name></person-group> (<year>1994</year>). <article-title>Memory changes in normal aging</article-title>. <source>Curr. Dir. Psychol. Sci.</source> <volume>3</volume>, <fpage>155</fpage>&#x02013;<lpage>158</lpage>. <pub-id pub-id-type="doi">10.1111/1467-8721.ep10770653</pub-id></citation></ref>
<ref id="B13"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Danner</surname> <given-names>N.</given-names></name> <name><surname>Julkunen</surname> <given-names>P.</given-names></name> <name><surname>K&#x000F6;n&#x000F6;nen</surname> <given-names>M.</given-names></name> <name><surname>S&#x000E4;is&#x000E4;nen</surname> <given-names>L.</given-names></name> <name><surname>Nurkkala</surname> <given-names>J.</given-names></name> <name><surname>Karhu</surname> <given-names>J.</given-names></name></person-group> (<year>2008</year>). <article-title>Navigated transcranial magnetic stimulation and computed electric field strength reduce stimulator-dependent differences in the motor threshold</article-title>. <source>J. Neurosci. Methods</source> <volume>174</volume>, <fpage>116</fpage>&#x02013;<lpage>122</lpage>. <pub-id pub-id-type="doi">10.1016/j.jneumeth.2008.06.032</pub-id><pub-id pub-id-type="pmid">18662721</pub-id></citation></ref>
<ref id="B14"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Dayan</surname> <given-names>E.</given-names></name> <name><surname>Censor</surname> <given-names>N.</given-names></name> <name><surname>Buch</surname> <given-names>E. R.</given-names></name> <name><surname>Sandrini</surname> <given-names>M.</given-names></name> <name><surname>Cohen</surname> <given-names>L. G.</given-names></name></person-group> (<year>2013</year>). <article-title>Noninvasive brain stimulation: from physiology to network dynamics and back</article-title>. <source>Nat. Neurosci.</source> <volume>16</volume>, <fpage>838</fpage>&#x02013;<lpage>844</lpage>. <pub-id pub-id-type="doi">10.1038/nn.3422</pub-id><pub-id pub-id-type="pmid">23799477</pub-id></citation></ref>
<ref id="B17"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Ditye</surname> <given-names>T.</given-names></name> <name><surname>Jacobson</surname> <given-names>L.</given-names></name> <name><surname>Walsh</surname> <given-names>V.</given-names></name> <name><surname>Lavidor</surname> <given-names>M.</given-names></name></person-group> (<year>2012</year>). <article-title>Modulating behavioral inhibition by tDCS combined with cognitive training</article-title>. <source>Exp. Brain Res.</source> <volume>219</volume>, <fpage>363</fpage>&#x02013;<lpage>368</lpage>. <pub-id pub-id-type="doi">10.1007/s00221-012-3098-4</pub-id><pub-id pub-id-type="pmid">22532165</pub-id></citation></ref>
<ref id="B59"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Drumond Marra</surname> <given-names>H. L.</given-names></name> <name><surname>Myczkowski</surname> <given-names>M. L.</given-names></name> <name><surname>Maia Mem&#x000F3;ria</surname> <given-names>C.</given-names></name> <name><surname>Arnaut</surname> <given-names>D.</given-names></name> <name><surname>Leite Ribeiro</surname> <given-names>P.</given-names></name> <name><surname>Sardinha Mansur</surname> <given-names>C. G.</given-names></name> <etal/></person-group>. (<year>2015</year>). <article-title>Transcranial magnetic stimulation to address mild cognitive impairment in the elderly: a randomized controlled study</article-title>. <source>Behav. Neurol.</source> <volume>501</volume>:<fpage>287843</fpage>. <pub-id pub-id-type="doi">10.1155/2015/287843</pub-id><pub-id pub-id-type="pmid">26160997</pub-id></citation></ref>
<ref id="B18"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Elder</surname> <given-names>G. J.</given-names></name> <name><surname>Taylor</surname> <given-names>J. P.</given-names></name></person-group> (<year>2014</year>). <article-title>Transcranial magnetic stimulation and transcranial direct current stimulation: treatments for cognitive and neuropsychiatric symptoms in the neurodegenerative dementias?</article-title> <source>Alzheimers Res. Ther.</source> <volume>6</volume>:<fpage>74</fpage>. <pub-id pub-id-type="doi">10.1186/s13195-014-0074-1</pub-id><pub-id pub-id-type="pmid">25478032</pub-id></citation></ref>
<ref id="B19"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Eliasova</surname> <given-names>I.</given-names></name> <name><surname>Anderkova</surname> <given-names>L.</given-names></name> <name><surname>Marecek</surname> <given-names>R.</given-names></name> <name><surname>Rektorova</surname> <given-names>I.</given-names></name></person-group> (<year>2014</year>). <article-title>Non-invasive brain stimulation of the right inferior frontal gyrus may improve attention in early Alzheimer&#x02019;s disease: a pilot study</article-title>. <source>J. Neurol. Sci.</source> <volume>346</volume>, <fpage>318</fpage>&#x02013;<lpage>322</lpage>. <pub-id pub-id-type="doi">10.1016/j.jns.2014.08.036</pub-id><pub-id pub-id-type="pmid">25216556</pub-id></citation></ref>
<ref id="B20"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Ferreri</surname> <given-names>F.</given-names></name> <name><surname>Vecchio</surname> <given-names>F.</given-names></name> <name><surname>Vollero</surname> <given-names>L.</given-names></name> <name><surname>Guerra</surname> <given-names>A.</given-names></name> <name><surname>Petrichella</surname> <given-names>S.</given-names></name> <name><surname>Ponzo</surname> <given-names>D.</given-names></name> <etal/></person-group>. (<year>2016</year>). <article-title>Sensorimotor cortex excitability and connectivity in Alzheimer&#x02019;s disease: a TMS-EEG Co-registration study</article-title>. <source>Hum. Brain Mapp.</source> <volume>37</volume>, <fpage>2083</fpage>&#x02013;<lpage>2096</lpage>. <pub-id pub-id-type="doi">10.1002/hbm.23158</pub-id><pub-id pub-id-type="pmid">26945686</pub-id></citation></ref>
<ref id="B21"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Ferri</surname> <given-names>C. P.</given-names></name> <name><surname>Prince</surname> <given-names>M.</given-names></name> <name><surname>Brayne</surname> <given-names>C.</given-names></name> <name><surname>Brodaty</surname> <given-names>H.</given-names></name> <name><surname>Fratiglioni</surname> <given-names>L.</given-names></name> <name><surname>Ganguli</surname> <given-names>M.</given-names></name> <etal/></person-group>. (<year>2006</year>). <article-title>Global prevalence of dementia: a Delphi consensus study</article-title>. <source>Lancet</source> <volume>366</volume>, <fpage>2112</fpage>&#x02013;<lpage>2117</lpage>. <pub-id pub-id-type="doi">10.1016/S0140-6736(05)67889-0</pub-id><pub-id pub-id-type="pmid">16360788</pub-id></citation></ref>
<ref id="B22"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Ferrucci</surname> <given-names>R.</given-names></name> <name><surname>Bortolomasi</surname> <given-names>M.</given-names></name> <name><surname>Vergari</surname> <given-names>M.</given-names></name> <name><surname>Tadini</surname> <given-names>L.</given-names></name> <name><surname>Salvoro</surname> <given-names>B.</given-names></name> <name><surname>Giacopuzzi</surname> <given-names>M.</given-names></name> <etal/></person-group>. (<year>2009</year>). <article-title>Transcranial direct current stimulation in severe, drug-resistant major depression</article-title>. <source>J. Affect. Disord.</source> <volume>118</volume>, <fpage>215</fpage>&#x02013;<lpage>219</lpage>. <pub-id pub-id-type="doi">10.1016/j.jad.2009.02.015</pub-id><pub-id pub-id-type="pmid">19286265</pub-id></citation></ref>
<ref id="B23"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Fregni</surname> <given-names>F.</given-names></name> <name><surname>Pascual-Leone</surname> <given-names>A.</given-names></name></person-group> (<year>2007</year>). <article-title>Technology insight: noninvasive brain stimulation in neurology&#x02014;perspectives on the therapeutic potential of rTMS and tDCS</article-title>. <source>Nat. Clin. Pract. Neurol.</source> <volume>3</volume>, <fpage>383</fpage>&#x02013;<lpage>393</lpage>. <pub-id pub-id-type="doi">10.1038/ncpneuro0530</pub-id><pub-id pub-id-type="pmid">17611487</pub-id></citation></ref>
<ref id="B24"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Freitas</surname> <given-names>C.</given-names></name> <name><surname>Mondrag&#x000F3;n-Llorca</surname> <given-names>H.</given-names></name> <name><surname>Pascual-Leone</surname> <given-names>A.</given-names></name></person-group> (<year>2011</year>). <article-title>Noninvasive brain stimulation in Alzheimer&#x02019;s disease: systematic review and perspectives for the future</article-title>. <source>Exp. Gerontol.</source> <volume>46</volume>, <fpage>611</fpage>&#x02013;<lpage>627</lpage>. <pub-id pub-id-type="doi">10.1016/j.exger.2011.04.001</pub-id><pub-id pub-id-type="pmid">21511025</pub-id></citation></ref>
<ref id="B25"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Fritsch</surname> <given-names>B.</given-names></name> <name><surname>Reis</surname> <given-names>J.</given-names></name> <name><surname>Martinowich</surname> <given-names>K.</given-names></name> <name><surname>Schambra</surname> <given-names>H. M.</given-names></name> <name><surname>Ji</surname> <given-names>Y.</given-names></name> <name><surname>Cohen</surname> <given-names>L. G.</given-names></name> <etal/></person-group>. (<year>2010</year>). <article-title>Direct current stimulation promotes BDNF-dependent synaptic plasticity: potential implications for motor learning</article-title>. <source>Neuron</source> <volume>66</volume>, <fpage>198</fpage>&#x02013;<lpage>204</lpage>. <pub-id pub-id-type="doi">10.1016/j.neuron.2010.03.035</pub-id><pub-id pub-id-type="pmid">20434997</pub-id></citation></ref>
<ref id="B26"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Gauthier</surname> <given-names>S.</given-names></name> <name><surname>Reisberg</surname> <given-names>B.</given-names></name> <name><surname>Zaudig</surname> <given-names>M.</given-names></name> <name><surname>Petersen</surname> <given-names>R. C.</given-names></name> <name><surname>Ritchie</surname> <given-names>K.</given-names></name> <name><surname>Broich</surname> <given-names>K.</given-names></name> <etal/></person-group>. (<year>2006</year>). <article-title>Mild cognitive impairment</article-title>. <source>Lancet</source> <volume>367</volume>, <fpage>1262</fpage>&#x02013;<lpage>1270</lpage>. <pub-id pub-id-type="doi">10.1016/S0140-6736(06)68542-5</pub-id><pub-id pub-id-type="pmid">16631882</pub-id></citation></ref>
<ref id="B27"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Gianotti</surname> <given-names>L. R.</given-names></name> <name><surname>K&#x000FC;nig</surname> <given-names>G.</given-names></name> <name><surname>Lehmann</surname> <given-names>D.</given-names></name> <name><surname>Faber</surname> <given-names>P. L.</given-names></name> <name><surname>Pascual-Marqui</surname> <given-names>R. D.</given-names></name> <name><surname>Kochi</surname> <given-names>K.</given-names></name> <etal/></person-group>. (<year>2007</year>). <article-title>Correlation between disease severity and brain electric LORETA tomography in Alzheimer&#x02019;s disease</article-title>. <source>Clin. Neurophysiol.</source> <volume>118</volume>, <fpage>186</fpage>&#x02013;<lpage>196</lpage>. <pub-id pub-id-type="doi">10.1016/j.clinph.2006.09.007</pub-id><pub-id pub-id-type="pmid">17070733</pub-id></citation></ref>
<ref id="B28"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Gironell</surname> <given-names>A.</given-names></name> <name><surname>Garc&#x000ED;a-S&#x000E1;nchez</surname> <given-names>C.</given-names></name> <name><surname>Est&#x000E9;vez-Gonz&#x000E1;lez</surname> <given-names>A.</given-names></name> <name><surname>Boltes</surname> <given-names>A.</given-names></name> <name><surname>Kulisevsky</surname> <given-names>J.</given-names></name></person-group> (<year>2005</year>). <article-title>Usefulness of p300 in subjective memory complaints: a prospective study</article-title>. <source>J. Clin. Neurophysiol.</source> <volume>22</volume>, <fpage>279</fpage>&#x02013;<lpage>284</lpage>. <pub-id pub-id-type="doi">10.1097/01.wnp.0000173559.60113.ab</pub-id><pub-id pub-id-type="pmid">16093901</pub-id></citation></ref>
<ref id="B29"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Goldsworthy</surname> <given-names>M. R.</given-names></name> <name><surname>Pitcher</surname> <given-names>J. B.</given-names></name> <name><surname>Ridding</surname> <given-names>M. C.</given-names></name></person-group> (<year>2015</year>). <article-title>Spaced noninvasive brain stimulation: prospects for inducing long-lasting human cortical plasticity</article-title>. <source>Neurorehabil. Neural Repair</source> <volume>29</volume>, <fpage>714</fpage>&#x02013;<lpage>721</lpage>. <pub-id pub-id-type="doi">10.1177/1545968314562649</pub-id><pub-id pub-id-type="pmid">25505220</pub-id></citation></ref>
<ref id="B30"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Gordon</surname> <given-names>E.</given-names></name> <name><surname>Konopka</surname> <given-names>L. M.</given-names></name></person-group> (<year>2005</year>). <article-title>Special issue: EEG databases in research and clinical practice: current status and future directions</article-title>. <source>Clin. EEG Neurosci.</source> <volume>36</volume>, <fpage>53</fpage>&#x02013;<lpage>54</lpage>. <pub-id pub-id-type="doi">10.1177/155005940503600203</pub-id><pub-id pub-id-type="pmid">15999899</pub-id></citation></ref>
<ref id="B31"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Grady</surname> <given-names>C.</given-names></name></person-group> (<year>2012</year>). <article-title>The cognitive neuroscience of ageing</article-title>. <source>Nat. Rev. Neurosci.</source> <volume>13</volume>, <fpage>491</fpage>&#x02013;<lpage>505</lpage>. <pub-id pub-id-type="doi">10.1038/nrn3256</pub-id><pub-id pub-id-type="pmid">22714020</pub-id></citation></ref>
<ref id="B32"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Hallett</surname> <given-names>M.</given-names></name></person-group> (<year>2000</year>). <article-title>Transcranial magnetic stimulation and the human brain</article-title>. <source>Nature</source> <volume>406</volume>, <fpage>147</fpage>&#x02013;<lpage>150</lpage>. <pub-id pub-id-type="doi">10.1038/35018000</pub-id><pub-id pub-id-type="pmid">10910346</pub-id></citation></ref>
<ref id="B33"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Heise</surname> <given-names>K. F.</given-names></name> <name><surname>Niehoff</surname> <given-names>M.</given-names></name> <name><surname>Feldheim</surname> <given-names>J. F.</given-names></name> <name><surname>Liuzzi</surname> <given-names>G.</given-names></name> <name><surname>Gerloff</surname> <given-names>C.</given-names></name> <name><surname>Hummel</surname> <given-names>F. C.</given-names></name></person-group> (<year>2014</year>). <article-title>Differential behavioural and physiological effects of anodal transcranial direct current stimulation in healthy adults of younger and older age</article-title>. <source>Front. Aging Neurosci.</source> <volume>6</volume>:<fpage>146</fpage>. <pub-id pub-id-type="doi">10.3389/fnagi.2014.00146</pub-id></citation></ref>
<ref id="B34"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Hsiao</surname> <given-names>F.-J.</given-names></name> <name><surname>Wang</surname> <given-names>Y. J.</given-names></name> <name><surname>Yan</surname> <given-names>S. H.</given-names></name> <name><surname>Chen</surname> <given-names>W. T.</given-names></name> <name><surname>Lin</surname> <given-names>Y. Y.</given-names></name></person-group> (<year>2013</year>). <article-title>Altered oscillation and synchronization of default-mode network activity in mild Alzheimer&#x02019;s disease compared to mild cognitive impairment: an electrophysiological study</article-title>. <source>PLoS One</source> <volume>8</volume>:<fpage>e68792</fpage>. <pub-id pub-id-type="doi">10.1371/journal.pone.0068792</pub-id><pub-id pub-id-type="pmid">23874766</pub-id></citation></ref>
<ref id="B35"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Hsu</surname> <given-names>W.-Y.</given-names></name> <name><surname>Ku</surname> <given-names>Y.</given-names></name> <name><surname>Zanto</surname> <given-names>T. P.</given-names></name> <name><surname>Gazzaley</surname> <given-names>A.</given-names></name></person-group> (<year>2015</year>). <article-title>Effects of noninvasive brain stimulation on cognitive function in healthy aging and Alzheimer&#x02019;s disease: a systematic review and meta-analysis</article-title>. <source>Neurobiol. Aging</source> <volume>36</volume>, <fpage>2348</fpage>&#x02013;<lpage>2359</lpage>. <pub-id pub-id-type="doi">10.1016/j.neurobiolaging.2015.04.016</pub-id><pub-id pub-id-type="pmid">26022770</pub-id></citation></ref>
<ref id="B36"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Hummel</surname> <given-names>F. C.</given-names></name> <name><surname>Cohen</surname> <given-names>L. G.</given-names></name></person-group> (<year>2006</year>). <article-title>Non-invasive brain stimulation: a new strategy to improve neurorehabilitation after stroke?</article-title> <source>Lancet Neurol.</source> <volume>5</volume>, <fpage>708</fpage>&#x02013;<lpage>712</lpage>. <pub-id pub-id-type="doi">10.1016/s1474-4422(06)70525-7</pub-id><pub-id pub-id-type="pmid">16857577</pub-id></citation></ref>
<ref id="B37"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Ibanez</surname> <given-names>A.</given-names></name> <name><surname>Parra</surname> <given-names>M. A.</given-names></name></person-group> (<year>2014</year>). <article-title>Mapping memory binding onto the connectome&#x02019;s temporal dynamics: toward a combined biomarker for Alzheimer&#x02019;s disease</article-title>. <source>Front. Hum. Neurosci.</source> <volume>8</volume>:<fpage>237</fpage>. <pub-id pub-id-type="doi">10.3389/fnhum.2014.00237</pub-id><pub-id pub-id-type="pmid">24795601</pub-id></citation></ref>
<ref id="B38"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Inghilleri</surname> <given-names>M.</given-names></name> <name><surname>Conte</surname> <given-names>A.</given-names></name> <name><surname>Frasca</surname> <given-names>V.</given-names></name> <name><surname>Scaldaferri</surname> <given-names>N.</given-names></name> <name><surname>Gilio</surname> <given-names>F.</given-names></name> <name><surname>Santini</surname> <given-names>M.</given-names></name> <etal/></person-group>. (<year>2006</year>). <article-title>Altered response to rTMS in patients with Alzheimer&#x02019;s disease</article-title>. <source>Clin. Neurophysiol.</source> <volume>117</volume>, <fpage>103</fpage>&#x02013;<lpage>109</lpage>. <pub-id pub-id-type="doi">10.1016/j.clinph.2005.09.016</pub-id><pub-id pub-id-type="pmid">16364684</pub-id></citation></ref>
<ref id="B39"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Ishii</surname> <given-names>R.</given-names></name> <name><surname>Canuet</surname> <given-names>L.</given-names></name> <name><surname>Kurimoto</surname> <given-names>R.</given-names></name> <name><surname>Ikezawa</surname> <given-names>K.</given-names></name> <name><surname>Aoki</surname> <given-names>Y.</given-names></name> <name><surname>Azechi</surname> <given-names>M.</given-names></name> <etal/></person-group>. (<year>2010</year>). <article-title>Frontal shift of posterior alpha activity is correlated with cognitive impairment in early Alzheimer&#x02019;s disease: a magnetoencephalography-beamformer study</article-title>. <source>Psychogeriatrics</source> <volume>10</volume>, <fpage>138</fpage>&#x02013;<lpage>143</lpage>. <pub-id pub-id-type="doi">10.1111/j.1479-8301.2010.00326.x</pub-id><pub-id pub-id-type="pmid">20860569</pub-id></citation></ref>
<ref id="B40"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Iuculano</surname> <given-names>T.</given-names></name> <name><surname>Cohen Kadosh</surname> <given-names>R.</given-names></name></person-group> (<year>2013</year>). <article-title>The mental cost of cognitive enhancement</article-title>. <source>J. Neurosci.</source> <volume>33</volume>, <fpage>4482</fpage>&#x02013;<lpage>4486</lpage>. <pub-id pub-id-type="doi">10.1523/JNEUROSCI.4927-12.2013</pub-id><pub-id pub-id-type="pmid">23467363</pub-id></citation></ref>
<ref id="B41"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Jackson</surname> <given-names>C. E.</given-names></name> <name><surname>Snyder</surname> <given-names>P. J.</given-names></name></person-group> (<year>2008</year>). <article-title>Electroencephalography and event-related potentials as biomarkers of mild cognitive impairment and mild Alzheimer&#x02019;s disease</article-title>. <source>Alzheimers Dement.</source> <volume>4</volume>, <fpage>S137</fpage>&#x02013;<lpage>S143</lpage>. <pub-id pub-id-type="doi">10.1016/j.jalz.2007.10.008</pub-id><pub-id pub-id-type="pmid">18631990</pub-id></citation></ref>
<ref id="B42"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Jelic</surname> <given-names>V.</given-names></name> <name><surname>Johansson</surname> <given-names>S.</given-names></name> <name><surname>Almkvist</surname> <given-names>O.</given-names></name> <name><surname>Shigeta</surname> <given-names>M.</given-names></name> <name><surname>Julin</surname> <given-names>P.</given-names></name> <name><surname>Nordberg</surname> <given-names>A.</given-names></name> <etal/></person-group>. (<year>2000</year>). <article-title>Quantitative electroencephalography in mild cognitive impairment: longitudinal changes and possible prediction of Alzheimer&#x02019;s disease</article-title>. <source>Neurobiol. Aging</source> <volume>21</volume>, <fpage>533</fpage>&#x02013;<lpage>540</lpage>. <pub-id pub-id-type="doi">10.1016/s0197-4580(00)00153-6</pub-id><pub-id pub-id-type="pmid">10924766</pub-id></citation></ref>
<ref id="B43"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Jin</surname> <given-names>Y.</given-names></name> <name><surname>Kemp</surname> <given-names>A. S.</given-names></name> <name><surname>Huang</surname> <given-names>Y.</given-names></name> <name><surname>Thai</surname> <given-names>T. M.</given-names></name> <name><surname>Liu</surname> <given-names>Z.</given-names></name> <name><surname>Xu</surname> <given-names>W.</given-names></name> <etal/></person-group>. (<year>2012</year>). <article-title>Alpha EEG guided TMS in schizophrenia</article-title>. <source>Brain Stimul.</source> <volume>5</volume>, <fpage>560</fpage>&#x02013;<lpage>568</lpage>. <pub-id pub-id-type="doi">10.1016/j.brs.2011.09.005</pub-id><pub-id pub-id-type="pmid">22019083</pub-id></citation></ref>
<ref id="B44"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Joubert</surname> <given-names>S.</given-names></name> <name><surname>Gour</surname> <given-names>N.</given-names></name> <name><surname>Guedj</surname> <given-names>E.</given-names></name> <name><surname>Didic</surname> <given-names>M.</given-names></name> <name><surname>Gu&#x000E9;riot</surname> <given-names>C.</given-names></name> <name><surname>Koric</surname> <given-names>L.</given-names></name> <etal/></person-group>. (<year>2016</year>). <article-title>Early-onset and late-onset Alzheimer&#x02019;s disease are associated with distinct patterns of memory impairment</article-title>. <source>Cortex</source> <volume>74</volume>, <fpage>217</fpage>&#x02013;<lpage>232</lpage>. <pub-id pub-id-type="doi">10.1016/j.cortex.2015.10.014</pub-id><pub-id pub-id-type="pmid">26694580</pub-id></citation></ref>
<ref id="B45"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Julkunen</surname> <given-names>P.</given-names></name> <name><surname>Jauhiainen</surname> <given-names>A. M.</given-names></name> <name><surname>K&#x000F6;n&#x000F6;nen</surname> <given-names>M.</given-names></name> <name><surname>P&#x000E4;&#x000E4;kk&#x000F6;nen</surname> <given-names>A.</given-names></name> <name><surname>Karhu</surname> <given-names>J.</given-names></name> <name><surname>Soininen</surname> <given-names>H.</given-names></name></person-group> (<year>2011</year>). <article-title>Combining transcranial magnetic stimulation and electroencephalography may contribute to assess the severity of Alzheimer&#x02019;s disease</article-title>. <source>Int. J. Alzheimers Dis.</source> <volume>2011</volume>:<fpage>654794</fpage>. <pub-id pub-id-type="doi">10.4061/2011/654794</pub-id><pub-id pub-id-type="pmid">21629763</pub-id></citation></ref>
<ref id="B46"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Julkunen</surname> <given-names>P.</given-names></name> <name><surname>Jauhiainen</surname> <given-names>A. M.</given-names></name> <name><surname>Wester&#x000E9;n-Punnonen</surname> <given-names>S.</given-names></name> <name><surname>Pirinen</surname> <given-names>E.</given-names></name> <name><surname>Soininen</surname> <given-names>H.</given-names></name> <name><surname>K&#x000F6;n&#x000F6;nen</surname> <given-names>M.</given-names></name> <etal/></person-group>. (<year>2008</year>). <article-title>Navigated TMS combined with EEG in mild cognitive impairment and Alzheimer&#x02019;s disease: a pilot study</article-title>. <source>J. Neurosci. Methods</source> <volume>172</volume>, <fpage>270</fpage>&#x02013;<lpage>276</lpage>. <pub-id pub-id-type="doi">10.1016/j.jneumeth.2008.04.021</pub-id><pub-id pub-id-type="pmid">18533272</pub-id></citation></ref>
<ref id="B47"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Karch</surname> <given-names>C. M.</given-names></name> <name><surname>Cruchaga</surname> <given-names>C.</given-names></name> <name><surname>Goate</surname> <given-names>A. M.</given-names></name></person-group> (<year>2014</year>). <article-title>Alzheimer&#x02019;s disease genetics: from the bench to the clinic</article-title>. <source>Neuron</source> <volume>83</volume>, <fpage>11</fpage>&#x02013;<lpage>26</lpage>. <pub-id pub-id-type="doi">10.1016/j.neuron.2014.05.041</pub-id><pub-id pub-id-type="pmid">24991952</pub-id></citation></ref>
<ref id="B48"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Klooster</surname> <given-names>D.</given-names></name> <name><surname>de Louw</surname> <given-names>A.</given-names></name> <name><surname>Aldenkamp</surname> <given-names>A. P.</given-names></name> <name><surname>Besseling</surname> <given-names>R. M.</given-names></name> <name><surname>Mestrom</surname> <given-names>R. M.</given-names></name> <name><surname>Carrette</surname> <given-names>S.</given-names></name> <etal/></person-group>. (<year>2016</year>). <article-title>Technical aspects of neurostimulation: focus on equipment, electric field modeling and stimulation protocols</article-title>. <source>Neurosci. Biobehav. Rev.</source> <volume>65</volume>, <fpage>113</fpage>&#x02013;<lpage>141</lpage>. <pub-id pub-id-type="doi">10.1016/j.neubiorev.2016.02.016</pub-id><pub-id pub-id-type="pmid">27021215</pub-id></citation></ref>
<ref id="B49"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Knoch</surname> <given-names>D.</given-names></name> <name><surname>Gianotti</surname> <given-names>L. R.</given-names></name> <name><surname>Pascual-Leone</surname> <given-names>A.</given-names></name> <name><surname>Treyer</surname> <given-names>V.</given-names></name> <name><surname>Regard</surname> <given-names>M.</given-names></name> <name><surname>Hohmann</surname> <given-names>M.</given-names></name> <etal/></person-group>. (<year>2006</year>). <article-title>Disruption of right prefrontal cortex by low-frequency repetitive transcranial magnetic stimulation induces risk-taking behavior</article-title>. <source>J. Neurosci.</source> <volume>26</volume>, <fpage>6469</fpage>&#x02013;<lpage>6472</lpage>. <pub-id pub-id-type="doi">10.1523/JNEUROSCI.0804-06.2006</pub-id><pub-id pub-id-type="pmid">16775134</pub-id></citation></ref>
<ref id="B50"><citation citation-type="book"><person-group person-group-type="author"><name><surname>Kropotov</surname> <given-names>J. D.</given-names></name></person-group> (<year>2016</year>). <source>Functional Neuromarkers for Psychiatry: Applications for Diagnosis and Treatment.</source> <publisher-loc>Cambridge, MA</publisher-loc>: <publisher-name>Academic Press</publisher-name>.</citation></ref>
<ref id="B51"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Kurimoto</surname> <given-names>R.</given-names></name> <name><surname>Ishii</surname> <given-names>R.</given-names></name> <name><surname>Canuet</surname> <given-names>L.</given-names></name> <name><surname>Ikezawa</surname> <given-names>K.</given-names></name> <name><surname>Azechi</surname> <given-names>M.</given-names></name> <name><surname>Iwase</surname> <given-names>M.</given-names></name> <etal/></person-group>. (<year>2008</year>). <article-title>Event-related synchronization of alpha activity in early Alzheimer&#x02019;s disease and mild cognitive impairment: an MEG study combining beamformer and group comparison</article-title>. <source>Neurosci. Lett.</source> <volume>443</volume>, <fpage>86</fpage>&#x02013;<lpage>89</lpage>. <pub-id pub-id-type="doi">10.1016/j.neulet.2008.07.015</pub-id><pub-id pub-id-type="pmid">18634854</pub-id></citation></ref>
<ref id="B52"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Lahr</surname> <given-names>J.</given-names></name> <name><surname>Peter</surname> <given-names>J.</given-names></name> <name><surname>Minkova</surname> <given-names>L.</given-names></name> <name><surname>Lauer</surname> <given-names>E.</given-names></name> <name><surname>Reis</surname> <given-names>J.</given-names></name> <name><surname>Heimbach</surname> <given-names>B.</given-names></name> <etal/></person-group>. (<year>2016</year>). <article-title>No difference in paired associative stimulation induced cortical neuroplasticity between patients with mild cognitive impairment and elderly controls</article-title>. <source>Clin. Neurophysiol.</source> <volume>127</volume>, <fpage>1254</fpage>&#x02013;<lpage>1260</lpage>. <pub-id pub-id-type="doi">10.1016/j.clinph.2015.08.010</pub-id><pub-id pub-id-type="pmid">26394910</pub-id></citation></ref>
<ref id="B15"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Di Lazzaro</surname> <given-names>V.</given-names></name> <name><surname>Oliviero</surname> <given-names>A.</given-names></name> <name><surname>Pilato</surname> <given-names>F.</given-names></name> <name><surname>Saturno</surname> <given-names>E.</given-names></name> <name><surname>Dileone</surname> <given-names>M.</given-names></name> <name><surname>Marra</surname> <given-names>C.</given-names></name> <etal/></person-group>. (<year>2004</year>). <article-title>Motor cortex hyperexcitability to transcranial magnetic stimulation in Alzheimer&#x02019;s disease</article-title>. <source>J. Neurol. Neurosurg. Psychiatry</source> <volume>75</volume>, <fpage>555</fpage>&#x02013;<lpage>559</lpage>. <pub-id pub-id-type="doi">10.1136/jnnp.2003.018127</pub-id><pub-id pub-id-type="pmid">15026495</pub-id></citation></ref>
<ref id="B16"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Di Lazzaro</surname> <given-names>V.</given-names></name> <name><surname>Oliviero</surname> <given-names>A.</given-names></name> <name><surname>Tonali</surname> <given-names>P. A.</given-names></name> <name><surname>Mazzone</surname> <given-names>P.</given-names></name> <name><surname>Insola</surname> <given-names>A.</given-names></name> <name><surname>Pilato</surname> <given-names>F.</given-names></name> <etal/></person-group>. (<year>2003</year>). <article-title>Direct demonstration of reduction of the output of the human motor cortex induced by a fatiguing muscle contraction</article-title>. <source>Exp. Brain Res.</source> <volume>149</volume>, <fpage>535</fpage>&#x02013;<lpage>538</lpage>. <pub-id pub-id-type="doi">10.1007/s00221-003-1408-6</pub-id><pub-id pub-id-type="pmid">12677336</pub-id></citation></ref>
<ref id="B53"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Linden</surname> <given-names>D. E.</given-names></name> <name><surname>Bittner</surname> <given-names>R. A.</given-names></name> <name><surname>Muckli</surname> <given-names>L.</given-names></name> <name><surname>Waltz</surname> <given-names>J. A.</given-names></name> <name><surname>Kriegeskorte</surname> <given-names>N.</given-names></name> <name><surname>Goebel</surname> <given-names>R.</given-names></name> <etal/></person-group>. (<year>2003</year>). <article-title>Cortical capacity constraints for visual working memory: dissociation of fMRI load effects in a fronto-parietal network</article-title>. <source>Neuroimage</source> <volume>20</volume>, <fpage>1518</fpage>&#x02013;<lpage>1530</lpage>. <pub-id pub-id-type="doi">10.1016/j.neuroimage.2003.07.021</pub-id><pub-id pub-id-type="pmid">14642464</pub-id></citation></ref>
<ref id="B54"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Lindenberg</surname> <given-names>R.</given-names></name> <name><surname>Renga</surname> <given-names>V.</given-names></name> <name><surname>Zhu</surname> <given-names>L. L.</given-names></name> <name><surname>Nair</surname> <given-names>D.</given-names></name> <name><surname>Schlaug</surname> <given-names>G.</given-names></name></person-group> (<year>2010</year>). <article-title>Bihemispheric brain stimulation facilitates motor recovery in chronic stroke patients</article-title>. <source>Neurology</source> <volume>75</volume>, <fpage>2176</fpage>&#x02013;<lpage>2184</lpage>. <pub-id pub-id-type="doi">10.1212/WNL.0b013e318202013a</pub-id><pub-id pub-id-type="pmid">21068427</pub-id></citation></ref>
<ref id="B55"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Mahmoudi</surname> <given-names>H.</given-names></name> <name><surname>Borhani Haghighi</surname> <given-names>A.</given-names></name> <name><surname>Petramfar</surname> <given-names>P.</given-names></name> <name><surname>Jahanshahi</surname> <given-names>S.</given-names></name> <name><surname>Salehi</surname> <given-names>Z.</given-names></name> <name><surname>Fregni</surname> <given-names>F.</given-names></name></person-group> (<year>2011</year>). <article-title>Transcranial direct current stimulation: electrode montage in stroke</article-title>. <source>Disabil. Rehabil.</source> <volume>33</volume>, <fpage>1383</fpage>&#x02013;<lpage>1388</lpage>. <pub-id pub-id-type="doi">10.3109/09638288.2010.532283</pub-id><pub-id pub-id-type="pmid">21110732</pub-id></citation></ref>
<ref id="B56"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Manenti</surname> <given-names>R.</given-names></name> <name><surname>Brambilla</surname> <given-names>M.</given-names></name> <name><surname>Benussi</surname> <given-names>A.</given-names></name> <name><surname>Rosini</surname> <given-names>S.</given-names></name> <name><surname>Cobelli</surname> <given-names>C.</given-names></name> <name><surname>Ferrari</surname> <given-names>C.</given-names></name> <etal/></person-group>. (<year>2016</year>). <article-title>Mild cognitive impairment in Parkinson&#x02019;s disease is improved by transcranial direct current stimulation combined with physical therapy</article-title>. <source>Mov. Disord.</source> <volume>31</volume>, <fpage>715</fpage>&#x02013;<lpage>724</lpage>. <pub-id pub-id-type="doi">10.1002/mds.26561</pub-id><pub-id pub-id-type="pmid">26880536</pub-id></citation></ref>
<ref id="B57"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Manenti</surname> <given-names>R.</given-names></name> <name><surname>Cotelli</surname> <given-names>M.</given-names></name> <name><surname>Robertson</surname> <given-names>I. H.</given-names></name> <name><surname>Miniussi</surname> <given-names>C.</given-names></name></person-group> (<year>2012</year>). <article-title>Transcranial brain stimulation studies of episodic memory in young adults, elderly adults and individuals with memory dysfunction: a review</article-title>. <source>Brain Stimul.</source> <volume>5</volume>, <fpage>103</fpage>&#x02013;<lpage>109</lpage>. <pub-id pub-id-type="doi">10.1016/j.brs.2012.03.004</pub-id><pub-id pub-id-type="pmid">22503472</pub-id></citation></ref>
<ref id="B58"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Marceglia</surname> <given-names>S.</given-names></name> <name><surname>Mrakic-Sposta</surname> <given-names>S.</given-names></name> <name><surname>Rosa</surname> <given-names>M.</given-names></name> <name><surname>Ferrucci</surname> <given-names>R.</given-names></name> <name><surname>Mameli</surname> <given-names>F.</given-names></name> <name><surname>Vergari</surname> <given-names>M.</given-names></name> <etal/></person-group>. (<year>2016</year>). <article-title>Transcranial direct current stimulation modulates cortical neuronal activity in Alzheimer&#x02019;s disease</article-title>. <source>Front. Neurosci.</source> <volume>10</volume>:<fpage>134</fpage>. <pub-id pub-id-type="doi">10.3389/fnins.2016.00134</pub-id><pub-id pub-id-type="pmid">27065792</pub-id></citation></ref>
<ref id="B60"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Meinzer</surname> <given-names>M.</given-names></name> <name><surname>Lindenberg</surname> <given-names>R.</given-names></name> <name><surname>Phan</surname> <given-names>M. T.</given-names></name> <name><surname>Ulm</surname> <given-names>L.</given-names></name> <name><surname>Volk</surname> <given-names>C.</given-names></name> <name><surname>Fl&#x000F6;el</surname> <given-names>A.</given-names></name></person-group> (<year>2015</year>). <article-title>Transcranial direct current stimulation in mild cognitive impairment: behavioral effects and neural mechanisms</article-title>. <source>Alzheimers Dement.</source> <volume>11</volume>, <fpage>1032</fpage>&#x02013;<lpage>1040</lpage>. <pub-id pub-id-type="doi">10.1016/j.jalz.2014.07.159</pub-id><pub-id pub-id-type="pmid">25449530</pub-id></citation></ref>
<ref id="B61"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Miniussi</surname> <given-names>C.</given-names></name> <name><surname>Harris</surname> <given-names>J. A.</given-names></name> <name><surname>Ruzzoli</surname> <given-names>M.</given-names></name></person-group> (<year>2013</year>). <article-title>Modelling non-invasive brain stimulation in cognitive neuroscience</article-title>. <source>Neurosci. Biobehav. Rev.</source> <volume>37</volume>, <fpage>1702</fpage>&#x02013;<lpage>1712</lpage>. <pub-id pub-id-type="doi">10.1016/j.neubiorev.2013.06.014</pub-id><pub-id pub-id-type="pmid">23827785</pub-id></citation></ref>
<ref id="B62"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Mungas</surname> <given-names>D.</given-names></name> <name><surname>Beckett</surname> <given-names>L.</given-names></name> <name><surname>Harvey</surname> <given-names>D.</given-names></name> <name><surname>Farias</surname> <given-names>S. T.</given-names></name> <name><surname>Reed</surname> <given-names>B.</given-names></name> <name><surname>Carmichael</surname> <given-names>O.</given-names></name> <etal/></person-group>. (<year>2010</year>). <article-title>Heterogeneity of cognitive trajectories in diverse older persons</article-title>. <source>Psychol. Aging</source> <volume>25</volume>, <fpage>606</fpage>&#x02013;<lpage>619</lpage>. <pub-id pub-id-type="doi">10.1037/a0019502</pub-id><pub-id pub-id-type="pmid">20677882</pub-id></citation></ref>
<ref id="B64"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Nardone</surname> <given-names>R.</given-names></name> <name><surname>Bergmann</surname> <given-names>J.</given-names></name> <name><surname>Christova</surname> <given-names>M.</given-names></name> <name><surname>Caleri</surname> <given-names>F.</given-names></name> <name><surname>Tezzon</surname> <given-names>F.</given-names></name> <name><surname>Ladurner</surname> <given-names>G.</given-names></name> <etal/></person-group>. (<year>2012</year>). <article-title>Short latency afferent inhibition differs among the subtypes of mild cognitive impairment</article-title>. <source>J. Neural Transm.</source> <volume>119</volume>, <fpage>463</fpage>&#x02013;<lpage>471</lpage>. <pub-id pub-id-type="doi">10.1007/s00702-011-0725-3</pub-id><pub-id pub-id-type="pmid">22016008</pub-id></citation></ref>
<ref id="B63"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Nardone</surname> <given-names>F. T.</given-names></name> <name><surname>Tezzon</surname> <given-names>F.</given-names></name> <name><surname>H&#x000F6;ller</surname> <given-names>Y.</given-names></name> <name><surname>Golaszewski</surname> <given-names>S.</given-names></name> <name><surname>Trinka</surname> <given-names>E.</given-names></name> <name><surname>Brigo</surname> <given-names>F.</given-names></name></person-group> (<year>2014</year>). <article-title>Transcranial magnetic stimulation (TMS)/repetitive TMS in mild cognitive impairment and Alzheimer&#x02019;s disease</article-title>. <source>Acta Neurol. Scand.</source> <volume>129</volume>, <fpage>351</fpage>&#x02013;<lpage>366</lpage>. <pub-id pub-id-type="doi">10.1111/ane.12223</pub-id><pub-id pub-id-type="pmid">24506061</pub-id></citation></ref>
<ref id="B65"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Niskanen</surname> <given-names>E.</given-names></name> <name><surname>K&#x000F6;n&#x000F6;nen</surname> <given-names>M.</given-names></name> <name><surname>M&#x000E4;&#x000E4;tt&#x000E4;</surname> <given-names>S.</given-names></name> <name><surname>Hallikainen</surname> <given-names>M.</given-names></name> <name><surname>Kivipelto</surname> <given-names>M.</given-names></name> <name><surname>Casarotto</surname> <given-names>S.</given-names></name> <etal/></person-group>. (<year>2011</year>). <article-title>New insights into Alzheimer&#x02019;s disease progression: a combined TMS and structural MRI study</article-title>. <source>PLoS One</source> <volume>6</volume>:<fpage>e26113</fpage>. <pub-id pub-id-type="doi">10.1371/journal.pone.0026113</pub-id><pub-id pub-id-type="pmid">22022529</pub-id></citation></ref>
<ref id="B66"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Nitsche</surname> <given-names>M. A.</given-names></name> <name><surname>Cohen</surname> <given-names>L. G.</given-names></name> <name><surname>Wassermann</surname> <given-names>E. M.</given-names></name> <name><surname>Priori</surname> <given-names>A.</given-names></name> <name><surname>Lang</surname> <given-names>N.</given-names></name> <name><surname>Antal</surname> <given-names>A.</given-names></name> <etal/></person-group>. (<year>2008</year>). <article-title>Transcranial direct current stimulation: state of the art 2008</article-title>. <source>Brain Stimul.</source> <volume>1</volume>, <fpage>206</fpage>&#x02013;<lpage>223</lpage>. <pub-id pub-id-type="doi">10.1016/j.brs.2008.06.004</pub-id><pub-id pub-id-type="pmid">20633386</pub-id></citation></ref>
<ref id="B67"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Nitsche</surname> <given-names>M. A.</given-names></name> <name><surname>Jaussi</surname> <given-names>W.</given-names></name> <name><surname>Liebetanz</surname> <given-names>D.</given-names></name> <name><surname>Lang</surname> <given-names>N.</given-names></name> <name><surname>Tergau</surname> <given-names>F.</given-names></name> <name><surname>Paulus</surname> <given-names>W.</given-names></name></person-group> (<year>2004</year>). <article-title>Consolidation of human motor cortical neuroplasticity by D-cycloserine</article-title>. <source>Neuropsychopharmacology</source> <volume>29</volume>, <fpage>1573</fpage>&#x02013;<lpage>1578</lpage>. <pub-id pub-id-type="doi">10.1038/sj.npp.1300517</pub-id><pub-id pub-id-type="pmid">15199378</pub-id></citation></ref>
<ref id="B68"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Nitsche</surname> <given-names>M.</given-names></name> <name><surname>Paulus</surname> <given-names>W.</given-names></name></person-group> (<year>2000</year>). <article-title>Excitability changes induced in the human motor cortex by weak transcranial direct current stimulation</article-title>. <source>J. Physiol.</source> <volume>527</volume>, <fpage>633</fpage>&#x02013;<lpage>639</lpage>. <pub-id pub-id-type="doi">10.1111/j.1469-7793.2000.t01-1-00633.x</pub-id><pub-id pub-id-type="pmid">10990547</pub-id></citation></ref>
<ref id="B69"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Nowak</surname> <given-names>D. A.</given-names></name> <name><surname>B&#x000F6;sl</surname> <given-names>K.</given-names></name> <name><surname>Podubeck&#x000E0;</surname> <given-names>J.</given-names></name> <name><surname>Carey</surname> <given-names>J. R.</given-names></name></person-group> (<year>2010</year>). <article-title>Noninvasive brain stimulation and motor recovery after stroke</article-title>. <source>Restor. Neurol. Neurosci.</source> <volume>28</volume>, <fpage>531</fpage>&#x02013;<lpage>544</lpage>. <pub-id pub-id-type="doi">10.3233/RNN-2010-0552</pub-id><pub-id pub-id-type="pmid">20714076</pub-id></citation></ref>
<ref id="B70"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Park</surname> <given-names>S.-H.</given-names></name> <name><surname>Seo</surname> <given-names>J.-H.</given-names></name> <name><surname>Kim</surname> <given-names>Y. H.</given-names></name> <name><surname>Ko</surname> <given-names>M. H.</given-names></name></person-group> (<year>2014</year>). <article-title>Long-term effects of transcranial direct current stimulation combined with computer-assisted cognitive training in healthy older adults</article-title>. <source>Neuroreport</source> <volume>25</volume>, <fpage>122</fpage>&#x02013;<lpage>126</lpage>. <pub-id pub-id-type="doi">10.1097/WNR.0000000000000080</pub-id><pub-id pub-id-type="pmid">24176927</pub-id></citation></ref>
<ref id="B71"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Perceval</surname> <given-names>G.</given-names></name> <name><surname>Fl&#x000F6;el</surname> <given-names>A.</given-names></name> <name><surname>Meinzer</surname> <given-names>M.</given-names></name></person-group> (<year>2016</year>). <article-title>Can transcranial direct current stimulation counteract age-associated functional impairment?</article-title> <source>Neurosci. Biobehav. Rev.</source> <volume>65</volume>, <fpage>157</fpage>&#x02013;<lpage>172</lpage>. <pub-id pub-id-type="doi">10.1016/j.neubiorev.2016.03.028</pub-id><pub-id pub-id-type="pmid">27048962</pub-id></citation></ref>
<ref id="B72"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Petersen</surname> <given-names>R. C.</given-names></name> <name><surname>Negash</surname> <given-names>S.</given-names></name></person-group> (<year>2008</year>). <article-title>Mild cognitive impairment: an overview</article-title>. <source>CNS Spectr.</source> <volume>13</volume>, <fpage>45</fpage>&#x02013;<lpage>53</lpage>. <pub-id pub-id-type="doi">10.1017/s1092852900016151</pub-id><pub-id pub-id-type="pmid">18204414</pub-id></citation></ref>
<ref id="B73"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Pietto</surname> <given-names>M.</given-names></name> <name><surname>Parra</surname> <given-names>M. A.</given-names></name> <name><surname>Trujillo</surname> <given-names>N.</given-names></name> <name><surname>Flores</surname> <given-names>F.</given-names></name> <name><surname>Garc&#x000ED;a</surname> <given-names>A. M.</given-names></name> <name><surname>Bustin</surname> <given-names>J.</given-names></name> <etal/></person-group>. (<year>2016</year>). <article-title>Behavioral and electrophysiological correlates of memory binding deficits in patients at different risk levels for Alzheimer&#x02019;s disease</article-title>. <source>J. Alzheimers Dis.</source> <volume>53</volume>, <fpage>1325</fpage>&#x02013;<lpage>1340</lpage>. <pub-id pub-id-type="doi">10.3233/JAD-160056</pub-id><pub-id pub-id-type="pmid">27372640</pub-id></citation></ref>
<ref id="B74"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Plewnia</surname> <given-names>C.</given-names></name> <name><surname>Lotze</surname> <given-names>M.</given-names></name> <name><surname>Gerloff</surname> <given-names>C.</given-names></name></person-group> (<year>2003</year>). <article-title>Disinhibition of the contralateral motor cortex by low-frequency rTMS</article-title>. <source>Neuroreport</source> <volume>14</volume>, <fpage>609</fpage>&#x02013;<lpage>612</lpage>. <pub-id pub-id-type="doi">10.1097/00001756-200303240-00017</pub-id><pub-id pub-id-type="pmid">12657896</pub-id></citation></ref>
<ref id="B75"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Reiman</surname> <given-names>E. M.</given-names></name> <name><surname>Quiroz</surname> <given-names>Y. T.</given-names></name> <name><surname>Fleisher</surname> <given-names>A. S.</given-names></name> <name><surname>Chen</surname> <given-names>K.</given-names></name> <name><surname>Velez-Pardo</surname> <given-names>C.</given-names></name> <name><surname>Jimenez-Del-Rio</surname> <given-names>M.</given-names></name> <etal/></person-group>. (<year>2012</year>). <article-title>Brain imaging and fluid biomarker analysis in young adults at genetic risk for autosomal dominant Alzheimer&#x02019;s disease in the presenilin 1 E280A kindred: a case-control study</article-title>. <source>Lancet Neurol.</source> <volume>11</volume>, <fpage>1048</fpage>&#x02013;<lpage>1056</lpage>. <pub-id pub-id-type="doi">10.1016/S1474-4422(12)70228-4</pub-id><pub-id pub-id-type="pmid">23137948</pub-id></citation></ref>
<ref id="B76"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Reis</surname> <given-names>J.</given-names></name> <name><surname>John</surname> <given-names>D.</given-names></name> <name><surname>Heimeroth</surname> <given-names>A.</given-names></name> <name><surname>Mueller</surname> <given-names>H. H.</given-names></name> <name><surname>Oertel</surname> <given-names>W. H.</given-names></name> <name><surname>Arndt</surname> <given-names>T.</given-names></name> <etal/></person-group>. (<year>2006</year>). <article-title>Modulation of human motor cortex excitability by single doses of amantadine</article-title>. <source>Neuropsychopharmacology</source> <volume>31</volume>, <fpage>2758</fpage>&#x02013;<lpage>2766</lpage>. <pub-id pub-id-type="doi">10.1038/sj.npp.1301122</pub-id><pub-id pub-id-type="pmid">16794570</pub-id></citation></ref>
<ref id="B77"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Reisberg</surname> <given-names>B.</given-names></name> <name><surname>Gauthier</surname> <given-names>S.</given-names></name></person-group> (<year>2008</year>). <article-title>Current evidence for subjective cognitive impairment (SCI) as the pre-mild cognitive impairment (MCI) stage of subsequently manifest Alzheimer&#x02019;s disease</article-title>. <source>Int. Psychogeriatr.</source> <volume>20</volume>, <fpage>1</fpage>&#x02013;<lpage>16</lpage>. <pub-id pub-id-type="doi">10.1017/S1041610207006412</pub-id><pub-id pub-id-type="pmid">18072981</pub-id></citation></ref>
<ref id="B78"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Reuter-Lorenz</surname> <given-names>P. A.</given-names></name> <name><surname>Park</surname> <given-names>D. C.</given-names></name></person-group> (<year>2014</year>). <article-title>How does it STAC up? Revisiting the scaffolding theory of aging and cognition</article-title>. <source>Neuropsychol. Rev.</source> <volume>24</volume>, <fpage>355</fpage>&#x02013;<lpage>370</lpage>. <pub-id pub-id-type="doi">10.1007/s11065-014-9270-9</pub-id><pub-id pub-id-type="pmid">25143069</pub-id></citation></ref>
<ref id="B79"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Ridding</surname> <given-names>M. C.</given-names></name> <name><surname>Ziemann</surname> <given-names>U.</given-names></name></person-group> (<year>2010</year>). <article-title>Determinants of the induction of cortical plasticity by non-invasive brain stimulation in healthy subjects</article-title>. <source>J. Physiol.</source> <volume>588</volume>, <fpage>2291</fpage>&#x02013;<lpage>2304</lpage>. <pub-id pub-id-type="doi">10.1113/jphysiol.2010.190314</pub-id><pub-id pub-id-type="pmid">20478978</pub-id></citation></ref>
<ref id="B80"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Rocchi</surname> <given-names>A.</given-names></name> <name><surname>Pellegrini</surname> <given-names>S.</given-names></name> <name><surname>Siciliano</surname> <given-names>G.</given-names></name> <name><surname>Murri</surname> <given-names>L.</given-names></name></person-group> (<year>2003</year>). <article-title>Causative and susceptibility genes for Alzheimer&#x02019;s disease: a review</article-title>. <source>Brain Res. Bull.</source> <volume>61</volume>, <fpage>1</fpage>&#x02013;<lpage>24</lpage>. <pub-id pub-id-type="doi">10.1016/s0361-9230(03)00067-4</pub-id><pub-id pub-id-type="pmid">12788204</pub-id></citation></ref>
<ref id="B81"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Rossi</surname> <given-names>S.</given-names></name> <name><surname>Hallett</surname> <given-names>M.</given-names></name> <name><surname>Rossini</surname> <given-names>P. M.</given-names></name> <name><surname>Pascual-Leone</surname> <given-names>A.</given-names></name> <collab>Safety of TMS Consensus Group</collab></person-group>. (<year>2009</year>). <article-title>Safety, ethical considerations and application guidelines for the use of transcranial magnetic stimulation in clinical practice and research</article-title>. <source>Clin. Neurophysiol.</source> <volume>120</volume>, <fpage>2008</fpage>&#x02013;<lpage>2039</lpage>. <pub-id pub-id-type="doi">10.1016/j.clinph.2009.08.016</pub-id><pub-id pub-id-type="pmid">19833552</pub-id></citation></ref>
<ref id="B82"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Rossini</surname> <given-names>P.</given-names></name> <name><surname>Burke</surname> <given-names>D.</given-names></name> <name><surname>Chen</surname> <given-names>R.</given-names></name> <name><surname>Cohen</surname> <given-names>L. G.</given-names></name> <name><surname>Daskalakis</surname> <given-names>Z.</given-names></name> <name><surname>Di Iorio</surname> <given-names>R.</given-names></name> <etal/></person-group>. (<year>2015</year>). <article-title>Non-invasive electrical and magnetic stimulation of the brain, spinal cord, roots and peripheral nerves: basic principles and procedures for routine clinical and research application. An updated report from an IFCN Committee</article-title>. <source>Clin. Neurophysiol.</source> <volume>126</volume>, <fpage>1071</fpage>&#x02013;<lpage>1107</lpage>. <pub-id pub-id-type="doi">10.1016/j.clinph.2015.02.001</pub-id><pub-id pub-id-type="pmid">25797650</pub-id></citation></ref>
<ref id="B83"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Schulz</surname> <given-names>R.</given-names></name> <name><surname>Gerloff</surname> <given-names>C.</given-names></name> <name><surname>Hummel</surname> <given-names>F. C.</given-names></name></person-group> (<year>2013</year>). <article-title>Non-invasive brain stimulation in neurological diseases</article-title>. <source>Neuropharmacology</source> <volume>64</volume>, <fpage>579</fpage>&#x02013;<lpage>587</lpage>. <pub-id pub-id-type="doi">10.1016/j.neuropharm.2012.05.016</pub-id><pub-id pub-id-type="pmid">22687520</pub-id></citation></ref>
<ref id="B84"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Sedlackova</surname> <given-names>S.</given-names></name> <name><surname>Rektorova</surname> <given-names>I.</given-names></name> <name><surname>Fanfrdlova</surname> <given-names>Z.</given-names></name> <name><surname>Rektor</surname> <given-names>I.</given-names></name></person-group> (<year>2008</year>). <article-title>Neurocognitive effects of repetitive transcranial magnetic stimulation in patients with cerebrovascular disease without dementia</article-title>. <source>J. Psychophysiol.</source> <volume>22</volume>, <fpage>14</fpage>&#x02013;<lpage>19</lpage>. <pub-id pub-id-type="doi">10.1027/0269-8803.22.1.14</pub-id></citation></ref>
<ref id="B85"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Sol&#x000E9;-Padull&#x000E9;s</surname> <given-names>C.</given-names></name> <name><surname>Bartr&#x000E9;s-Faz</surname> <given-names>D.</given-names></name> <name><surname>Junqu&#x000E9;</surname> <given-names>C.</given-names></name> <name><surname>Clemente</surname> <given-names>I. C.</given-names></name> <name><surname>Molinuevo</surname> <given-names>J. L.</given-names></name> <name><surname>Bargall&#x000F3;</surname> <given-names>N.</given-names></name> <etal/></person-group>. (<year>2006</year>). <article-title>Repetitive transcranial magnetic stimulation effects on brain function and cognition among elders with memory dysfunction. A randomized sham-controlled study</article-title>. <source>Cereb. Cortex</source> <volume>16</volume>, <fpage>1487</fpage>&#x02013;<lpage>1493</lpage>. <pub-id pub-id-type="doi">10.1093/cercor/bhj083</pub-id><pub-id pub-id-type="pmid">16339086</pub-id></citation></ref>
<ref id="B86"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Sparing</surname> <given-names>R.</given-names></name> <name><surname>Mottaghy</surname> <given-names>F. M.</given-names></name> <name><surname>Hungs</surname> <given-names>M.</given-names></name> <name><surname>Br&#x000FC;gmann</surname> <given-names>M.</given-names></name> <name><surname>Foltys</surname> <given-names>H.</given-names></name> <name><surname>Huber</surname> <given-names>W.</given-names></name> <etal/></person-group>. (<year>2001</year>). <article-title>Repetitive transcranial magnetic stimulation effects on language function depend on the stimulation parameters</article-title>. <source>J. Clin. Neurophysiol.</source> <volume>18</volume>, <fpage>326</fpage>&#x02013;<lpage>330</lpage>. <pub-id pub-id-type="doi">10.1097/00004691-200107000-00004</pub-id><pub-id pub-id-type="pmid">11673698</pub-id></citation></ref>
<ref id="B87"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Stagg</surname> <given-names>C. J.</given-names></name> <name><surname>Best</surname> <given-names>J. G.</given-names></name> <name><surname>Stephenson</surname> <given-names>M. C.</given-names></name> <name><surname>O&#x02019;Shea</surname> <given-names>J.</given-names></name> <name><surname>Wylezinska</surname> <given-names>M.</given-names></name> <name><surname>Kincses</surname> <given-names>Z. T.</given-names></name> <etal/></person-group>. (<year>2009</year>). <article-title>Polarity-sensitive modulation of cortical neurotransmitters by transcranial stimulation</article-title>. <source>J. Neurosci.</source> <volume>29</volume>, <fpage>5202</fpage>&#x02013;<lpage>5206</lpage>. <pub-id pub-id-type="doi">10.1523/JNEUROSCI.4432-08.2009</pub-id><pub-id pub-id-type="pmid">19386916</pub-id></citation></ref>
<ref id="B88"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Stam</surname> <given-names>C. J.</given-names></name></person-group> (<year>2010</year>). <article-title>Use of magnetoencephalography (MEG) to study functional brain networks in neurodegenerative disorders</article-title>. <source>J. Neurol. Sci.</source> <volume>289</volume>, <fpage>128</fpage>&#x02013;<lpage>134</lpage>. <pub-id pub-id-type="doi">10.1016/j.jns.2009.08.028</pub-id><pub-id pub-id-type="pmid">19729174</pub-id></citation></ref>
<ref id="B89"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Suppa</surname> <given-names>A.</given-names></name> <name><surname>Huang</surname> <given-names>Y.-Z.</given-names></name> <name><surname>Funke</surname> <given-names>K.</given-names></name> <name><surname>Ridding</surname> <given-names>M. C.</given-names></name> <name><surname>Cheeran</surname> <given-names>B.</given-names></name> <name><surname>Di Lazzaro</surname> <given-names>V.</given-names></name> <etal/></person-group>. (<year>2016</year>). <article-title>Ten years of theta burst stimulation in humans: established knowledge, unknowns and prospects</article-title>. <source>Brain Stimul.</source> <volume>9</volume>, <fpage>323</fpage>&#x02013;<lpage>335</lpage>. <pub-id pub-id-type="doi">10.1016/j.brs.2016.01.006</pub-id><pub-id pub-id-type="pmid">26947241</pub-id></citation></ref>
<ref id="B90"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Trebbastoni</surname> <given-names>A.</given-names></name> <name><surname>Pichiorri</surname> <given-names>F.</given-names></name> <name><surname>D&#x02019;Antonio</surname> <given-names>F.</given-names></name> <name><surname>Campanelli</surname> <given-names>A.</given-names></name> <name><surname>Onesti</surname> <given-names>E.</given-names></name> <name><surname>Ceccanti</surname> <given-names>M.</given-names></name> <etal/></person-group>. (<year>2016</year>). <article-title>Altered cortical synaptic plasticity in response to 5-Hz repetitive transcranial magnetic stimulation as a new electrophysiological finding in amnestic mild cognitive impairment converting to Alzheimer&#x02019;s disease: results from a 4-year prospective cohort study</article-title>. <source>Front. Aging Neurosci.</source> <volume>7</volume>:<fpage>253</fpage>. <pub-id pub-id-type="doi">10.3389/fnagi.2015.00253</pub-id><pub-id pub-id-type="pmid">26793103</pub-id></citation></ref>
<ref id="B91"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Turriziani</surname> <given-names>P.</given-names></name> <name><surname>Smirni</surname> <given-names>D.</given-names></name> <name><surname>Zappal&#x000E0;</surname> <given-names>G.</given-names></name> <name><surname>Mangano</surname> <given-names>G. R.</given-names></name> <name><surname>Oliveri</surname> <given-names>M.</given-names></name> <name><surname>Cipolotti</surname> <given-names>L.</given-names></name></person-group> (<year>2012</year>). <article-title>Enhancing memory performance with rTMS in healthy subjects and individuals with Mild Cognitive Impairment: the role of the right dorsolateral prefrontal cortex</article-title>. <source>Front. Hum. Neurosci.</source> <volume>6</volume>:<fpage>62</fpage>. <pub-id pub-id-type="doi">10.3389/fnhum.2012.00062</pub-id><pub-id pub-id-type="pmid">22514525</pub-id></citation></ref>
<ref id="B92"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Weintraub</surname> <given-names>D.</given-names></name> <name><surname>Dietz</surname> <given-names>N.</given-names></name> <name><surname>Duda</surname> <given-names>J. E.</given-names></name> <name><surname>Wolk</surname> <given-names>D. A.</given-names></name> <name><surname>Doshi</surname> <given-names>J.</given-names></name> <name><surname>Xie</surname> <given-names>S. X.</given-names></name> <etal/></person-group>. (<year>2012</year>). <article-title>Alzheimer&#x02019;s disease pattern of brain atrophy predicts cognitive decline in Parkinson&#x02019;s disease</article-title>. <source>Brain</source> <volume>135</volume>, <fpage>170</fpage>&#x02013;<lpage>180</lpage>. <pub-id pub-id-type="doi">10.1093/brain/awr277</pub-id><pub-id pub-id-type="pmid">22108576</pub-id></citation></ref>
<ref id="B93"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Winblad</surname> <given-names>B.</given-names></name> <name><surname>Palmer</surname> <given-names>K.</given-names></name> <name><surname>Kivipelto</surname> <given-names>M.</given-names></name> <name><surname>Jelic</surname> <given-names>V.</given-names></name> <name><surname>Fratiglioni</surname> <given-names>L.</given-names></name> <name><surname>Wahlund</surname> <given-names>L. O.</given-names></name> <etal/></person-group>. (<year>2004</year>). <article-title>Mild cognitive impairment&#x02013;beyond controversies, towards a consensus: report of the international working group on mild cognitive impairment</article-title>. <source>J. Intern. Med.</source> <volume>256</volume>, <fpage>240</fpage>&#x02013;<lpage>246</lpage>. <pub-id pub-id-type="doi">10.1111/j.1365-2796.2004.01380.x</pub-id><pub-id pub-id-type="pmid">15324367</pub-id></citation></ref>
<ref id="B94"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Xu</surname> <given-names>Y.</given-names></name> <name><surname>Chun</surname> <given-names>M. M.</given-names></name></person-group> (<year>2006</year>). <article-title>Dissociable neural mechanisms supporting visual short-term memory for objects</article-title>. <source>Nature</source> <volume>440</volume>, <fpage>91</fpage>&#x02013;<lpage>95</lpage>. <pub-id pub-id-type="doi">10.1038/nature04262</pub-id><pub-id pub-id-type="pmid">16382240</pub-id></citation></ref>
<ref id="B95"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Ziemann</surname> <given-names>U.</given-names></name> <name><surname>Paulus</surname> <given-names>W.</given-names></name> <name><surname>Nitsche</surname> <given-names>M. A.</given-names></name> <name><surname>Pascual-Leone</surname> <given-names>A.</given-names></name> <name><surname>Byblow</surname> <given-names>W. D.</given-names></name> <name><surname>Berardelli</surname> <given-names>A.</given-names></name> <etal/></person-group>. (<year>2008</year>). <article-title>Consensus: motor cortex plasticity protocols</article-title>. <source>Brain Stimul.</source> <volume>1</volume>, <fpage>164</fpage>&#x02013;<lpage>182</lpage>. <pub-id pub-id-type="doi">10.1016/j.brs.2008.06.006</pub-id><pub-id pub-id-type="pmid">20633383</pub-id></citation></ref>
<ref id="B96"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Zimerman</surname> <given-names>M.</given-names></name> <name><surname>Hummel</surname> <given-names>F. C.</given-names></name></person-group> (<year>2010</year>). <article-title>Non-invasive brain stimulation: enhancing motor and cognitive functions in healthy old subjects</article-title>. <source>Front. Aging Neurosci.</source> <volume>2</volume>:<fpage>149</fpage>. <pub-id pub-id-type="doi">10.3389/fnagi.2010.00149</pub-id><pub-id pub-id-type="pmid">21151809</pub-id></citation></ref>
<ref id="B97"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Zimerman</surname> <given-names>M.</given-names></name> <name><surname>Nitsch</surname> <given-names>M.</given-names></name> <name><surname>Giraux</surname> <given-names>P.</given-names></name> <name><surname>Gerloff</surname> <given-names>C.</given-names></name> <name><surname>Cohen</surname> <given-names>L. G.</given-names></name> <name><surname>Hummel</surname> <given-names>F. C.</given-names></name></person-group> (<year>2013</year>). <article-title>Neuroenhancement of the aging brain: restoring skill acquisition in old subjects</article-title>. <source>Ann. Neurol.</source> <volume>73</volume>, <fpage>10</fpage>&#x02013;<lpage>15</lpage>. <pub-id pub-id-type="doi">10.1002/ana.23761</pub-id><pub-id pub-id-type="pmid">23225625</pub-id></citation></ref>
</ref-list>
</back>
</article>