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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Genet.</journal-id>
<journal-title>Frontiers in Genetics</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Genet.</abbrev-journal-title>
<issn pub-type="epub">1664-8021</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fgene.2013.00150</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Genetics</subject>
<subj-group>
<subject>Review Article</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>The detection of microRNA associated with Alzheimer&#x00027;s disease in biological fluids using next-generation sequencing technologies</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name><surname>Cheng</surname> <given-names>Lesley</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Quek</surname> <given-names>Camelia Y. J.</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Sun</surname> <given-names>Xin</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Bellingham</surname> <given-names>Shayne A.</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name><surname>Hill</surname> <given-names>Andrew F.</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="author-notes" rid="fn001"><sup>&#x0002A;</sup></xref>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>Department of Biochemistry and Molecular Biology, The University of Melbourne</institution> <country>Melbourne, VIC, Australia</country></aff>
<aff id="aff2"><sup>2</sup><institution>Department of Biochemistry and Molecular Biology, Bio21 Molecular Science and Biotechnology Institute, The University of Melbourne</institution> <country>Melbourne, VIC, Australia</country></aff>
<aff id="aff3"><sup>3</sup><institution>Melbourne Brain Centre, Mental Health Research Institute, The University of Melbourne</institution> <country>Melbourne, VIC, Australia</country></aff>
<author-notes>
<fn fn-type="edited-by"><p>Edited by: William Cho, Queen Elizabeth Hospital, China</p></fn>
<fn fn-type="edited-by"><p>Reviewed by: William Cho, Queen Elizabeth Hospital, China; Edward K. L. Chan, University of Florida, USA</p></fn>
<fn fn-type="corresp" id="fn001"><p>&#x0002A;Correspondence: Andrew F. Hill, Department of Biochemistry and Molecular Biology, Bio21 Molecular Science and Biotechnology Institute, University of Melbourne, 30 Flemington Road, Parkville, VIC 3010, Australia e-mail: <email>a.hill&#x00040;unimelb.edu.au</email></p></fn>
<fn fn-type="other" id="fn002"><p>This article was submitted to Frontiers in Non-Coding RNA, a specialty of Frontiers in Genetics.</p></fn>
</author-notes>
<pub-date pub-type="epub">
<day>08</day>
<month>08</month>
<year>2013</year>
</pub-date>
<pub-date pub-type="collection">
<year>2013</year>
</pub-date>
<volume>4</volume>
<elocation-id>150</elocation-id>
<history>
<date date-type="received">
<day>15</day>
<month>03</month>
<year>2013</year>
</date>
<date date-type="accepted">
<day>21</day>
<month>07</month>
<year>2013</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x000A9; 2013 Cheng, Quek, Sun, Bellingham and Hill.</copyright-statement>
<copyright-year>2013</copyright-year>
<license license-type="open-access" xlink:href="http://creativecommons.org/licenses/by/3.0/"><p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or 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>Diagnostic tools for neurodegenerative diseases such as Alzheimer&#x00027;s disease (AD) currently involve subjective neuropsychological testing and specialized brain imaging techniques. While definitive diagnosis requires a pathological brain evaluation at autopsy, neurodegenerative changes are believed to begin years before the clinical presentation of cognitive decline. Therefore, there is an essential need for reliable biomarkers to aid in the early detection of disease in order to implement preventative strategies. microRNAs (miRNA) are small non-coding RNA species that are involved in post-transcriptional gene regulation. Expression levels of miRNAs have potential as diagnostic biomarkers as they are known to circulate and tissue specific profiles can be identified in a number of bodily fluids such as plasma, CSF and urine. Recent developments in deep sequencing technology present a viable approach to develop biomarker discovery pipelines in order to profile miRNA signatures in bodily fluids specific to neurodegenerative diseases. Here we review the potential use of miRNA deep sequencing in biomarker identification from biological fluids and its translation into clinical practice.</p></abstract>
<kwd-group>
<kwd>microRNA</kwd>
<kwd>biological fluids</kwd>
<kwd>exosomes</kwd>
<kwd>Alzheimer&#x00027;s disease</kwd>
<kwd>deep sequencing</kwd>
</kwd-group>
<counts>
<fig-count count="1"/>
<table-count count="2"/>
<equation-count count="0"/>
<ref-count count="135"/>
<page-count count="11"/>
<word-count count="9212"/>
</counts>
</article-meta>
</front>
<body>
<sec sec-type="introduction" id="s1">
<title>Introduction</title>
<p>The pathophysiological process of neurodegenerative disorders such as Alzheimer&#x00027;s disease (AD) begins well before the diagnosis of clinical dementia. AD is characterized pathologically by the presence of insoluble plaques and tangles composed of beta-amyloid (A&#x003B2;) formed by sequential amyloid precursor protein (APP) proteolysis and hyperphosphorlyated Tau (pTau) proteins (Hardy and Allsop, <xref ref-type="bibr" rid="B45">1991</xref>; Walsh and Selkoe, <xref ref-type="bibr" rid="B124">2004</xref>; Cole and Vassar, <xref ref-type="bibr" rid="B26">2008</xref>). The accumulation of A&#x003B2; has been the major focus of AD research and has been shown to interfere with long term potentiation which is required for neuronal signaling, and is implicated in pro-apoptotic signaling leading to neuronal loss (Chapman et al., <xref ref-type="bibr" rid="B21">1999</xref>; Roth, <xref ref-type="bibr" rid="B92">2001</xref>). The majority of AD patients are asymptomatic during the pre-clinical stages of the pathological process which is believed to be a period of approximately 17 years (Villemagne et al., <xref ref-type="bibr" rid="B121">2013</xref>). Therefore, early diagnosis of AD is required before or during the pre-clinical phase in order that therapeutic intervention, or the use of disease modifying drugs, can be administered.</p>
<p>The main biomarker targets currently employed for AD diagnosis are measurements of A&#x003B2; and pTau (Hansson et al., <xref ref-type="bibr" rid="B43">2010</xref>; Prvulovic and Hampel, <xref ref-type="bibr" rid="B85">2011</xref>; Watt et al., <xref ref-type="bibr" rid="B129">2011</xref>; Rosenmann, <xref ref-type="bibr" rid="B91">2012</xref>). MicroRNA (miRNA) are a class of non-coding RNA of approximately 22 nucleotides in length, and are known to regulate post-translational transcription. Expression profiling of miRNA levels represents a new class of potential biomarkers that are currently being investigated for the diagnosis of a number of diseases (Skog et al., <xref ref-type="bibr" rid="B108">2008</xref>; Taylor and Gercel-Taylor, <xref ref-type="bibr" rid="B113">2008</xref>; Baraniskin et al., <xref ref-type="bibr" rid="B10">2012b</xref>; Geekiyanage et al., <xref ref-type="bibr" rid="B39">2012</xref>; Jones et al., <xref ref-type="bibr" rid="B56">2012</xref>). miRNAs are derived from RNA hairpins comprising of precursor miRNA and processed by endoribonucleases (Dicer and Drosha) to form mature miRNA fragment (Krol et al., <xref ref-type="bibr" rid="B61a">2010</xref>). The mature miRNA is incorporated into the RNA-induced silencing complex (RISC) which binds to complementary sites in the 3&#x02032; untranslated region of their mRNA targets resulting in downregulation of gene expression (He and Hannon, <xref ref-type="bibr" rid="B47">2004</xref>). They can be secreted into biological fluids where they can be detected and profiled using methods including quantitative real-time PCR (qRT-PCR), microarrays, and more recently by deep sequencing technologies.</p>
<p>Here, we review the current literature to highlight the diagnostic potential to screen for neurodegeneration using gene expression profiling in biological fluids. In particular, we have focused on the potential of profiling miRNA expression associated with AD and evaluate the current deep sequencing platforms suitable for biomarker discovery including the implementation into clinical diagnostic laboratories.</p>
</sec>
<sec>
<title>Brain-associated micrornas and their detection in biological fluids</title>
<p>It has been revealed that the highest expression of tissue specific miRNA is found in the brain (Babak et al., <xref ref-type="bibr" rid="B6">2004</xref>; Sempere et al., <xref ref-type="bibr" rid="B103">2004</xref>; Schonrock et al., <xref ref-type="bibr" rid="B101">2010</xref>). The significance of miRNA and their conclusive biological functions were gradually discovered using knockout mouse models (Schaefer et al., <xref ref-type="bibr" rid="B97">2007</xref>). For example, Dicer knockout mice have been shown to deregulate miRNA processing, leading to defects in neuronal development and underdevelopment of the brain, demonstrating a role for miRNA in neurogenesis (Schaefer et al., <xref ref-type="bibr" rid="B97">2007</xref>; Kawase-Koga et al., <xref ref-type="bibr" rid="B57">2009</xref>; Huang et al., <xref ref-type="bibr" rid="B52">2010</xref>). The first reports translating early miRNA studies to the brain observed a number of brain enriched miRNA such as miR-9, miR-29a, miR-125, miR-128, miR-134, and miR-137 (Table <xref ref-type="table" rid="T1">1</xref>). With respect to AD, a number of deregulated miRNA have been identified to correlate with disease, including miR-9, miR-20a, and miR-132 (Makeyev et al., <xref ref-type="bibr" rid="B69">2007</xref>; Cogswell et al., <xref ref-type="bibr" rid="B25">2008</xref>; Hebert et al., <xref ref-type="bibr" rid="B48">2009</xref>, <xref ref-type="bibr" rid="B50">2012</xref>). While, synthetic miRNA precursors, miR-20a, miR-17-5p, and miR-106b, when co-transfected in HeLa cell lines, inhibited APP protein translation (Hebert et al., <xref ref-type="bibr" rid="B48">2009</xref>). Highly abundant and brain enriched miRNAs found to be deregulated in AD models (human and mice models) are summarized in Table <xref ref-type="table" rid="T1">1</xref>.</p>
<table-wrap position="float" id="T1">
<label>Table 1</label>
<caption><p><bold>Highly abundant miRNAs that are deregulated in AD and detected in biological fluids</bold>.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top"><bold>miRNA</bold></th>
<th align="left" valign="top"><bold>Homeostatic functions</bold></th>
<th align="left" valign="top"><bold>References</bold></th>
<th align="left" valign="top"><bold>Species</bold></th>
<th align="left" valign="top"><bold>Deregulated in AD</bold></th>
<th align="left" valign="top"><bold>References</bold></th>
<th align="left" valign="top"><bold>Species</bold></th>
<th align="left" valign="top"><bold>Detected in biological fluids</bold></th>
<th align="left" valign="top"><bold>References</bold></th>
<th align="left" valign="top"><bold>Species</bold></th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">miR-9</td>
<td align="left" valign="top">Neuronal differentiation</td>
<td align="left" valign="top">Saunders et al., <xref ref-type="bibr" rid="B96">2010</xref>; Shibata et al., <xref ref-type="bibr" rid="B107">2011</xref>; Tan et al., <xref ref-type="bibr" rid="B111">2012</xref></td>
<td align="left" valign="top">Mouse</td>
<td align="left" valign="top">Down regulated in the presence of A&#x003B2;</td>
<td align="left" valign="top">Cogswell et al., <xref ref-type="bibr" rid="B25">2008</xref>; Schonrock et al., <xref ref-type="bibr" rid="B101">2010</xref>, <xref ref-type="bibr" rid="B100">2012</xref></td>
<td align="left" valign="top">Human</td>
<td align="left" valign="top">Plasma, urine, CSF</td>
<td align="left" valign="top">Melkonyan et al., <xref ref-type="bibr" rid="B73">2008</xref>; Alexandrov et al., <xref ref-type="bibr" rid="B3">2012</xref>; Geekiyanage et al., <xref ref-type="bibr" rid="B39">2012</xref>; Patz et al., <xref ref-type="bibr" rid="B84">2013</xref></td>
<td align="left" valign="top">Human</td>
</tr>
<tr>
<td align="left" valign="top">miR-29 (a/b)</td>
<td align="left" valign="top">Neuronal maturation and apoptosis</td>
<td align="left" valign="top">Kole et al., <xref ref-type="bibr" rid="B59">2011</xref></td>
<td align="left" valign="top">Mouse</td>
<td align="left" valign="top">Down regulation affects BACE1 and A&#x003B2; levels</td>
<td align="left" valign="top">Hebert et al., <xref ref-type="bibr" rid="B49">2008</xref></td>
<td align="left" valign="top">Human, mouse</td>
<td align="left" valign="top">Plasma, urine, CSF</td>
<td align="left" valign="top">Geekiyanage et al., <xref ref-type="bibr" rid="B39">2012</xref>; Wang et al., <xref ref-type="bibr" rid="B126">2012b</xref>; Patz et al., <xref ref-type="bibr" rid="B84">2013</xref></td>
<td align="left" valign="top">Human</td>
</tr>
<tr>
<td align="left" valign="top">miR-124</td>
<td align="left" valign="top">Neuronal differentiation</td>
<td align="left" valign="top">Smirnova et al., <xref ref-type="bibr" rid="B109">2005</xref>; Caltagarone et al., <xref ref-type="bibr" rid="B20">2007</xref>; Hebert et al., <xref ref-type="bibr" rid="B49">2008</xref></td>
<td align="left" valign="top">Mouse, chick embryo, human</td>
<td align="left" valign="top">Targets BACE1</td>
<td align="left" valign="top">Fang et al., <xref ref-type="bibr" rid="B33">2012</xref></td>
<td align="left" valign="top">Rat (PC12)</td>
<td align="left" valign="top">Urine, CSF</td>
<td align="left" valign="top">Melkonyan et al., <xref ref-type="bibr" rid="B73">2008</xref>; Patz et al., <xref ref-type="bibr" rid="B84">2013</xref></td>
<td align="left" valign="top">Human</td>
</tr>
<tr>
<td align="left" valign="top">miR-128</td>
<td align="left" valign="top">Neuronal differentiation and development</td>
<td align="left" valign="top">Smirnova et al., <xref ref-type="bibr" rid="B109">2005</xref>; Schonrock et al., <xref ref-type="bibr" rid="B101">2010</xref></td>
<td align="left" valign="top">Mouse</td>
<td align="left" valign="top">Deregulated upon Reactive Oxygen Species neuronal stress</td>
<td align="left" valign="top">Lukiw and Pogue, <xref ref-type="bibr" rid="B67">2007</xref></td>
<td align="left" valign="top">Human</td>
<td align="left" valign="top">Plasma, urine, CSF</td>
<td align="left" valign="top">Melkonyan et al., <xref ref-type="bibr" rid="B73">2008</xref>; Alexandrov et al., <xref ref-type="bibr" rid="B3">2012</xref>; Sheinerman et al., <xref ref-type="bibr" rid="B104">2012</xref>; Patz et al., <xref ref-type="bibr" rid="B84">2013</xref></td>
<td align="left" valign="top">Human</td>
</tr>
<tr>
<td align="left" valign="top">miR-134</td>
<td align="left" valign="top">Synaptic development, maturation and/or plasticity</td>
<td align="left" valign="top">Gao et al., <xref ref-type="bibr" rid="B37">2010</xref></td>
<td align="left" valign="top">Mouse</td>
<td align="left" valign="top">Detected in MCI human blood plasma</td>
<td align="left" valign="top">Sheinerman et al., <xref ref-type="bibr" rid="B104">2012</xref></td>
<td align="left" valign="top">Human</td>
<td align="left" valign="top">Plasma, urine, CSF</td>
<td align="left" valign="top">Melkonyan et al., <xref ref-type="bibr" rid="B73">2008</xref>; Sheinerman et al., <xref ref-type="bibr" rid="B104">2012</xref>; Pacifici et al., <xref ref-type="bibr" rid="B80">2013</xref>; Patz et al., <xref ref-type="bibr" rid="B84">2013</xref></td>
<td align="left" valign="top">Human</td>
</tr>
<tr>
<td align="left" valign="top">miR-137</td>
<td align="left" valign="top">Neuronal maturation and dendritic morphogenesis during development</td>
<td align="left" valign="top">Taylor and Gercel-Taylor, <xref ref-type="bibr" rid="B113">2008</xref>; Szulwach et al., <xref ref-type="bibr" rid="B110">2010</xref>; Fang et al., <xref ref-type="bibr" rid="B33">2012</xref></td>
<td align="left" valign="top">Human, mouse, rat (PC12)</td>
<td align="left" valign="top">Affects A&#x003B2; generation</td>
<td align="left" valign="top">Szulwach et al., <xref ref-type="bibr" rid="B110">2010</xref>; Geekiyanage and Chan, <xref ref-type="bibr" rid="B38">2011</xref></td>
<td align="left" valign="top">Mouse, human</td>
<td align="left" valign="top">Plasma, urine, CSF</td>
<td align="left" valign="top">Melkonyan et al., <xref ref-type="bibr" rid="B73">2008</xref>; Geekiyanage et al., <xref ref-type="bibr" rid="B39">2012</xref>; Pacifici et al., <xref ref-type="bibr" rid="B80">2013</xref></td>
<td align="left" valign="top">Human</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>Extracellular miRNA originating from specific tissues such as the brain and cancerous tissues can be released into biological fluids for example, Cerebral spinal fluid (CSF) (Cogswell et al., <xref ref-type="bibr" rid="B25">2008</xref>; Baraniskin et al., <xref ref-type="bibr" rid="B10">2012b</xref>), blood (Hunter et al., <xref ref-type="bibr" rid="B53">2008</xref>; Baraniskin et al., <xref ref-type="bibr" rid="B9">2011</xref>), saliva (Patel et al., <xref ref-type="bibr" rid="B83">2011</xref>; Ogawa et al., <xref ref-type="bibr" rid="B78">2013</xref>) and urine (Gilad et al., <xref ref-type="bibr" rid="B40">2008</xref>; Qi et al., <xref ref-type="bibr" rid="B86">2012</xref>). Despite the presence of high RNase activity, circulating miRNAs are protected from degradation by binding to RNA binding proteins such as lipoproteins (Arroyo et al., <xref ref-type="bibr" rid="B5">2011</xref>; Vickers and Remaley, <xref ref-type="bibr" rid="B120">2012</xref>) or contained in membrane derived microvesicles, in particular, exosomes (Mitchell et al., <xref ref-type="bibr" rid="B74">2008</xref>; Arroyo et al., <xref ref-type="bibr" rid="B5">2011</xref>). Exosomes are formed within multi-vesicular bodies (MVBs) in the endosomal system, which co-ordinates the transport of cargo between the plasma membrane, trans-Golgi network (TGN) and lysosomal system [reviewed in (Bellingham et al., <xref ref-type="bibr" rid="B14">2012b</xref>)]. Exosomes can function as an intercellular delivery mechanism by sending miRNA cargo to initiate cell-to-cell communication as they shuttle between neighboring and distant cells (Valadi et al., <xref ref-type="bibr" rid="B119">2007</xref>).</p>
<p>Profiles of deregulated miRNA isolated from peripheral blood (Jin et al., <xref ref-type="bibr" rid="B55">2008</xref>) and serum (Skog et al., <xref ref-type="bibr" rid="B108">2008</xref>; Taylor and Gercel-Taylor, <xref ref-type="bibr" rid="B113">2008</xref>; Edbauer et al., <xref ref-type="bibr" rid="B30">2010</xref>) have been demonstrated and suggest they have diagnostic potential for human diseases such as cancer. For example, the pathology of various cancers and miRNA originating from the site of metastasis correlate positively in both plasma and serum (Skog et al., <xref ref-type="bibr" rid="B108">2008</xref>; Tsujiura et al., <xref ref-type="bibr" rid="B116">2010</xref>). The use of miRNA expression levels as biomarkers can be applied to other human diseases and has not been thoroughly investigated in neurodegenerative diseases such as AD. There are some limitations to this approach, in particular the transport of brain specific miRNA through the blood brain barrier (BBB) into the circulation system of which the current mechanism is unknown. The BBB serves as a tight control point that has specialized molecular machinery to regulate the transport of nutrients and macromolecules, while ensuring viruses and bacteria do not cross the barrier (Begley and Brightman, <xref ref-type="bibr" rid="B12">2003</xref>). On the contrary, under normal conditions, A&#x003B2; is cleared from the brain and transported across the BBB mediated by low-density lipoprotein receptor-related protein (Tanzi et al., <xref ref-type="bibr" rid="B112">2004</xref>), suggesting the possibility of other neurodegenerative disease markers crossing the BBB.</p>
<p>There are two possible mechanisms by which miRNAs are able to transport through the BBB. Firstly, a number of neurological diseases such as Multiple Sclerosis and meningitis are well known conditions that weaken and eventually disrupt the BBB, consequently permitting a non-specific release of cellular factors and nucleic acids (Begley and Brightman, <xref ref-type="bibr" rid="B12">2003</xref>). Moreover, thinning and perforations of the vascular basement membrane have been observed in post-mortem brains of late-stage AD patients (Blennow et al., <xref ref-type="bibr" rid="B17">1990</xref>; Berzin et al., <xref ref-type="bibr" rid="B16">2000</xref>; Zipser et al., <xref ref-type="bibr" rid="B134">2007</xref>). Secondly, exosomes and microvesicles may play an important role as carriers of miRNA across the endothelial cellular layers of the BBB in order to communicate between the brain and distant organs via biological fluids (Haqqani et al., <xref ref-type="bibr" rid="B44">2013</xref>). A proposed mechanism involves the transcytosis of extracellular vesicles, such as exosomes, across endothelial cells of the BBB by receptor-mediated endocytosis and releasing exosomal contents into circulation. As a result, the contents of the vesicles can be used as biomarkers reflective of the brain (Haqqani et al., <xref ref-type="bibr" rid="B44">2013</xref>). miRNAs found highly abundant in the brain have been detected in human biological fluids such as plasma, urine, and CSF (summarized in Table <xref ref-type="table" rid="T1">1</xref>).</p>
<sec>
<title>Detection of microRNA in blood</title>
<p>Blood is a highly reliable specimen used for diagnostic testing, with the majority of blood tests being minimally invasive. The cellular components of blood (red blood cells, white blood cells and platelets) provide a rich source of RNA species suitable for biomarker analysis. The most abundant source of miRNAs in blood are found in white blood cells (WBCs). The analysis of miRNA in cellular components of the blood may provide an understanding into the indirect causes of neurodegeneration or indeed reveal information on the pathogenesis of sporadic AD (Schipper et al., <xref ref-type="bibr" rid="B98">2007</xref>; Xu et al., <xref ref-type="bibr" rid="B132">2007</xref>). However, as the brain derived miRNA signal is essentially diluted in the circulating blood, there lies a greater signal-to-noise ratio.</p>
<p>In order to detect disease-specific miRNA profiles, the analysis of plasma and serum (cell-free) samples is most commonly performed (Chen et al., <xref ref-type="bibr" rid="B22">2008</xref>; Pareek et al., <xref ref-type="bibr" rid="B82">2011</xref>; Turchinovich et al., <xref ref-type="bibr" rid="B118">2011</xref>), whereby a smaller but specific pool of miRNAs can be detected. The appeal in detecting circulating miRNA profiles is the potential of capturing the intracellular cross-talk between neighboring and distant cells in the body (Valadi et al., <xref ref-type="bibr" rid="B119">2007</xref>; Turchinovich et al., <xref ref-type="bibr" rid="B118">2011</xref>; Jones et al., <xref ref-type="bibr" rid="B56">2012</xref>). Only a handful of studies have profiled miRNA biomarkers in AD patients using plasma and serum samples. The expression levels of brain-enriched miRNAs (miR-137, miR-9, miR-29a, and miR-29b) have been found to be significantly down regulated in plasma collected from probable AD patients (Geekiyanage et al., <xref ref-type="bibr" rid="B39">2012</xref>). In another study, miR-128 and miR-134 were found to be highly abundant in the brain, and were also detected in cases of mild cognitive impairment (MCI), which is an early form of AD (Sheinerman et al., <xref ref-type="bibr" rid="B104">2012</xref>). Furthermore, it is possible to isolate exosomes from plasma and serum to profile exosomal-specific miRNA by differential ultracentrifugation (Skog et al., <xref ref-type="bibr" rid="B108">2008</xref>; Taylor and Gercel-Taylor, <xref ref-type="bibr" rid="B113">2008</xref>).</p>
</sec>
<sec>
<title>Detection of microRNA in CSF</title>
<p>Identifying circulating miRNA biomarkers in blood represents a clinical advantage for early disease diagnosis however, differential miRNA expression may not accurately reflect miRNA deregulation in neuronal tissues subject to neurodegenerative disease. CSF is a clear biological fluid produced in the choroid plexus of the brain, and circulates though the inner ventricular system, across the BBB and is absorbed into the bloodstream. CSF represents a more suitable and relevant source of material for diagnosis of central nervous system (CNS) disorders. CSF is obtained by lumbar puncture and has been shown to contain circulating miRNAs that have been utilized in several studies for miRNA profiling of neurological and neurodegenerative disorders; including AD (Cogswell et al., <xref ref-type="bibr" rid="B25">2008</xref>; Alexandrov et al., <xref ref-type="bibr" rid="B3">2012</xref>; Lehmann et al., <xref ref-type="bibr" rid="B64">2012</xref>), schizophrenia (Gallego et al., <xref ref-type="bibr" rid="B36">2012</xref>), Multiple Sclerosis (Haghikia et al., <xref ref-type="bibr" rid="B41">2012</xref>), HIV-encephalitis (Pacifici et al., <xref ref-type="bibr" rid="B80">2013</xref>), traumatic brain injury (Balakathiresan et al., <xref ref-type="bibr" rid="B7">2012</xref>; Patz et al., <xref ref-type="bibr" rid="B84">2013</xref>) and various cancers of the CNS (Baraniskin et al., <xref ref-type="bibr" rid="B8">2012a</xref>,<xref ref-type="bibr" rid="B10">b</xref>; Teplyuk et al., <xref ref-type="bibr" rid="B115">2012</xref>).</p>
<p>Studies of CSF from AD patients have used either a combination of miRNA microarrays (Alexandrov et al., <xref ref-type="bibr" rid="B3">2012</xref>; Lukiw et al., <xref ref-type="bibr" rid="B67a">2012</xref>), multiplex miRNA qPCR assay (Cogswell et al., <xref ref-type="bibr" rid="B25">2008</xref>) or a target candidate miRNA approach (Lehmann et al., <xref ref-type="bibr" rid="B64">2012</xref>) to identify differentially expressed miRNA. In these studies, no correlation was observed between independent research groups or when validated in corresponding tissues samples extracted from AD patients (Cogswell et al., <xref ref-type="bibr" rid="B25">2008</xref>). Using microarrays and qPCR validation, miR-9, miR-146a and miR-155 were found to be significantly up-regulated in AD patient CSF compared to age-matched controls (Alexandrov et al., <xref ref-type="bibr" rid="B3">2012</xref>; Lukiw et al., <xref ref-type="bibr" rid="B67a">2012</xref>). However, these miRNAs were not identified in an independent study in which 60 miRNAs were found to be deregulated in CSF and corresponding brain tissue from AD patients (Cogswell et al., <xref ref-type="bibr" rid="B25">2008</xref>). Likewise, candidate miRNA let-7b found increased in AD CSF (Lehmann et al., <xref ref-type="bibr" rid="B64">2012</xref>) was not significantly altered in previous studies (Cogswell et al., <xref ref-type="bibr" rid="B25">2008</xref>; Alexandrov et al., <xref ref-type="bibr" rid="B3">2012</xref>; Lukiw et al., <xref ref-type="bibr" rid="B67a">2012</xref>). These observations highlight the need for a uniform approach to miRNA profiling for disease diagnosis. Collection of brain tissue, CSF, and peripheral blood samples in the same subjects would be advantageous however, this approach is challenging due the difficulty in recruiting study participants willing to undergo multiple invasive procedures.</p>
</sec>
<sec>
<title>Detection of microRNA in urine</title>
<p>Clinically, urine is collected non-invasively for biomarker discovery and diagnostic purposes. The procedure for urine collection is relatively time- and cost-efficient compared with other clinical samples such as blood and CSF. This has led to an increase in miRNA biomarker studies examining urine samples to screen for disease biomarkers (Weber et al., <xref ref-type="bibr" rid="B130">2010</xref>; Bryant et al., <xref ref-type="bibr" rid="B19">2012</xref>; Wang et al., <xref ref-type="bibr" rid="B125">2012a</xref>). Circulating extracellular miRNAs can be delivered to renal epithelial cells and released into the urine bound to RNA-binding proteins or packaged into microvesicles such as exosomes (Weber et al., <xref ref-type="bibr" rid="B130">2010</xref>). The urine sediment, including whole cells, cell debris and polymerized protein, is able to be separated from whole urine using low-speed centrifugation (Wang et al., <xref ref-type="bibr" rid="B128">2010</xref>, <xref ref-type="bibr" rid="B125">2012a</xref>). Many studies exploit the urine cellular sediment obtained from low speed centrifugation to analyse miRNA implicated in prostate and bladder cancers (Wang et al., <xref ref-type="bibr" rid="B128">2010</xref>, <xref ref-type="bibr" rid="B127">2012c</xref>). Bryant et al. have reported several deregulated miRNAs associated with prostate cancer which were validated in serum, plasma and urine (Bryant et al., <xref ref-type="bibr" rid="B19">2012</xref>). Analysis of urinary miRNA from the cell sediment may not be suitable for neurodegenerative diseases, as it is rich with cells or cell debris of hematologic origin, renal epithelial origin and urothelial origin in addition to microorganisms such as bacteria and yeast (Koss and Sherman, <xref ref-type="bibr" rid="B60">1984</xref>; Wang et al., <xref ref-type="bibr" rid="B128">2010</xref>). Fewer studies have analysed cell-free urine to isolate miRNAs, mainly because it may contain miRNAs from organs of the body outside of the excretory system. Exosomes can be purified from urine using a differential ultracentrifugation method which is the most widely applied technique (Alvarez et al., <xref ref-type="bibr" rid="B4">2012</xref>). Future advances in methodologies to improve sensitivity and accuracy in profiling urinary miRNA biomarkers, in particular from using exosomes, would be of great value to investigate whether miRNA can be detected in urine.</p>
<p>Many studies using human cell lines differentiated with all-trans-retinoic acid, cultured primary neurons, astrocytes and brain sections from mice and human models highlight the significance of miRNA in neurodegeneration (Sempere et al., <xref ref-type="bibr" rid="B103">2004</xref>; Smirnova et al., <xref ref-type="bibr" rid="B109">2005</xref>; Alvarez et al., <xref ref-type="bibr" rid="B4">2012</xref>). Overall, the potential to detect miRNA in biological fluids, in particular those highly expressed in the brain, is well supported by research published in the literature (summarized in Table <xref ref-type="table" rid="T1">1</xref>). The majority of experimental methods have used Northern blotting, qPCR and microarrays though these methodologies are not suitable for biomarker discovery or mass screening programs. Researchers are now developing high-throughput, cost effective strategies to improve the sensitivity and specificity of for miRNA diagnostics in biological fluids. One of these technologies is deep sequencing.</p>
</sec>
</sec>
<sec>
<title>The use of deep sequencing technology to screen for microrna biomarkers</title>
<p>Implementing deep sequencing technology represents a powerful and innovative approach to discover differentially expressed miRNAs in neurodegenerative diseases (Brase et al., <xref ref-type="bibr" rid="B18">2010</xref>; Debey-Pascher et al., <xref ref-type="bibr" rid="B28">2012</xref>). The advantage of using deep sequencing, unlike traditional Sanger sequencing, lies upon the capability to simultaneously process millions of independent sequencing events. This offers billions of nucleotide information within a single experiment (Shendure et al., <xref ref-type="bibr" rid="B106">2004</xref>; Church, <xref ref-type="bibr" rid="B24">2006</xref>). Deep sequencing experiments enable comprehensive analyses of large amounts of sequence data, resulting in dramatically accelerated research compared to traditional labor-intensive efforts and is a powerful approach to determine accurate encoded-information from nucleotide fragments (Hall, <xref ref-type="bibr" rid="B42">2007</xref>; Shendure and Ji, <xref ref-type="bibr" rid="B105">2008</xref>; Tucker et al., <xref ref-type="bibr" rid="B117">2009</xref>).</p>
<sec>
<title>Large-scale deep sequencing platforms</title>
<p>Detecting low abundance or differentially expressed circulating miRNA signatures in biological fluids requires a large-scale and high-throughput platform. The large-scale sequencing instruments presently available are the 454 Genome Sequencer (GS) FLX&#x0002B; system from 454 Life Sciences, 5500 Sequencing by Oligo Ligation Detection (SOLiD) system from Applied Biosystems (Life Technologies), HiSeq 2000 system from Illumina and the recently introduced Ion Proton from Ion Torrent (Life Technologies). Each platform employs different sequencing chemistries for data generation (summarized in Table <xref ref-type="table" rid="T2">2</xref>). All 454 systems adopt a principle of pyrosequencing which, is based on the detection of pyrophosphate molecules during nucleotide incorporation and the intensity of signals produced by chemiluminescence (Ahmadian et al., <xref ref-type="bibr" rid="B1">2006</xref>; Rothberg and Leamon, <xref ref-type="bibr" rid="B94">2008</xref>). SOLiD utilizes ligation-based chemistry with dye-labeled probes, involving rounds of oligonucleotide ligation extension and two-base encoding detection (Pandey et al., <xref ref-type="bibr" rid="B81">2008</xref>). Illumina systems rely on a sequencing-by-synthesis (SBS) approach involving cycles of nucleotide incorporation and use of reversible dye terminators (Fuller et al., <xref ref-type="bibr" rid="B35">2009</xref>). Ion Proton also employs SBS chemistry however, it measures signals through the production of hydrogen ions resulting from the process of nucleotide replication on a chip containing an array of semiconductor sensors (Rothberg et al., <xref ref-type="bibr" rid="B93">2011</xref>). Despite the various sequencing chemistries, all large-scale deep sequencing platforms are capable of generating up to 3 billion sequencing reads, with an output of 0.7&#x02013;600 gigabases (Gb), quickly and efficiently (Table <xref ref-type="table" rid="T2">2</xref>). To date, many unbiased miRNA biomarkers have been discovered through large-scale deep sequencing techniques (Maes et al., <xref ref-type="bibr" rid="B68">2009</xref>; Cortez et al., <xref ref-type="bibr" rid="B27">2011</xref>; Etheridge et al., <xref ref-type="bibr" rid="B31">2011</xref>; Bellingham et al., <xref ref-type="bibr" rid="B13">2012a</xref>). However, deep sequencing of small sample sizes via large-scale platforms will be very expensive if the capacity of each run is not fully utilized (Wall et al., <xref ref-type="bibr" rid="B123">2009</xref>). Furthermore, the advantages of these large-scale platforms are immediately offset by the reagent costs, in the thousands of dollars per sequencing run, and run times of up to 14 days, which are usually constrained in small laboratories and particularly in diagnostics (Morozova and Marra, <xref ref-type="bibr" rid="B75">2008</xref>). In order to facilitate access of deep sequencing for the majority of laboratories, the recent launch of small-scale benchtop deep sequencers has offered a cheaper alternative to sequence genomes with greater speed, &#x0007E;2 h run time, and lower cost compared to large-scale deep sequencer (Eyre et al., <xref ref-type="bibr" rid="B32">2012</xref>).</p>
<table-wrap position="float" id="T2">
<label>Table 2</label>
<caption><p><bold>Specifications of current &#x0201C;Next-Generation&#x0201D; Deep Sequencing platforms<xref ref-type="table-fn" rid="TN1"><sup>&#x02020;</sup></xref></bold>.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top"><bold>Sequencing platform</bold></th>
<th align="left" valign="top"><bold>Read length (bases)<xref ref-type="table-fn" rid="TN2"><sup>&#x00023;</sup></xref></bold></th>
<th align="left" valign="top"><bold>Throughput / time per run</bold></th>
<th align="left" valign="top"><bold>Accuracy (%)</bold></th>
<th align="left" valign="top"><bold>Advantages</bold></th>
<th align="left" valign="top"><bold>Disadvantages</bold></th>
<th align="left" valign="top"><bold>Cost per run</bold></th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">Illumina</td>
<td align="left" valign="top" rowspan="3">35&#x02013;100</td>
<td align="left" valign="top" rowspan="3">100&#x02013;600 Gb / 2&#x02013;11 days</td>
<td align="left" valign="top" rowspan="3">98.0</td>
<td align="left" valign="top">Ultra high throughput</td>
<td align="left" valign="top" rowspan="2">Short read assembly may miss large structural variations</td>
<td align="left" valign="top" rowspan="3">&#x00024;&#x00024;&#x00024;</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="2">HiSeq&#x02122; 2000</td>
<td align="left" valign="top" rowspan="2">High capacity of multi-plexing</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="2">Signal interference among neighbouring clusters</td>
</tr>
<tr>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td/>
<td/>
<td/>
<td/>
<td/>
<td align="left" valign="top">Homopolymer errors</td>
<td/>
</tr>
<tr>
<td align="left" valign="top" rowspan="2">Applied Biosystems</td>
<td align="left" valign="top" rowspan="3">35&#x02013;75</td>
<td align="left" valign="top" rowspan="3">120 Gb / 7&#x02013;14 days</td>
<td align="left" valign="top" rowspan="3">99.9</td>
<td align="left" valign="top">Ultra high throughput</td>
<td align="left" valign="top" rowspan="2">Short read assembly may miss large structural variations</td>
<td align="left" valign="top" rowspan="3">&#x00024;&#x00024;&#x00024;</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="2">Two-base coding (higher accuracy)</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="2">5500 SOLiD&#x02122;</td>
<td align="left" valign="top">Long run time</td>
</tr>
<tr>
<td/>
<td/>
<td/>
<td align="left" valign="top">High capacity of multi-plexing</td>
<td align="left" valign="top">Signal interference among neighbouring clusters</td>
</tr>
<tr>
<td/>
<td/>
<td/>
<td/>
<td/>
<td align="left" valign="top">Signal degradation</td>
<td/>
</tr>
<tr>
<td align="left" valign="top" rowspan="3">Roche (454 Life Sciences)</td>
<td align="left" valign="top" rowspan="3">700&#x02013;1000</td>
<td align="left" valign="top" rowspan="3">0.7 Gb / 0.35&#x02013;0.42 days</td>
<td align="left" valign="top" rowspan="3">99.9</td>
<td align="left" valign="top" rowspan="3">Long read assembly allows detection of large structural variations</td>
<td align="left" valign="top">Lower throughput</td>
<td align="left" valign="top" rowspan="3">&#x00024;&#x00024;</td>
</tr>
<tr>
<td align="left" valign="top">Homopolymer errors</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="2">Signal interference among neighbouring clusters</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="2">GS FLX Titanium</td>
<td/>
<td/>
<td/>
<td align="left" valign="top" rowspan="2">Short run time</td>
<td/>
<td/>
</tr>
<tr>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">Ion Torrent</td>
<td align="left" valign="top">100&#x02013;400</td>
<td align="left" valign="top">10 Gb / 4 h</td>
<td align="left" valign="top">98.5</td>
<td align="left" valign="top">Fast run time</td>
<td align="left" valign="top">Newest to the market</td>
<td align="left" valign="top">&#x00024;/&#x00024;&#x00024;</td>
</tr>
<tr>
<td align="left" valign="top">Ion Proton&#x02122;</td>
<td align="left" valign="top">100&#x02013;400</td>
<td align="left" valign="top">30 Gb / 4 h</td>
<td/>
<td align="left" valign="top" rowspan="2">Highly scalable (different chips available)</td>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">PI</td>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">PII</td>
<td/>
<td/>
<td/>
<td align="left" valign="top">Low cost</td>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">Ion Torrent</td>
<td align="left" valign="top">100&#x02013;400</td>
<td align="left" valign="top">0.01 Gb / 1 h</td>
<td align="left" valign="top">98.5</td>
<td align="left" valign="top" rowspan="2">Highly scalable (different chips available)</td>
<td align="left" valign="top">Homopolymer errors</td>
<td align="left" valign="top">&#x00024;</td>
</tr>
<tr>
<td align="left" valign="top">Ion PGM&#x02122;</td>
<td align="left" valign="top">100&#x02013;400</td>
<td align="left" valign="top">0.1 Gb / 2 h</td>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">314 chip</td>
<td align="left" valign="top">100&#x02013;400</td>
<td align="left" valign="top">1 Gb / 3 h</td>
<td/>
<td align="left" valign="top">Low cost</td>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">316 chip</td>
<td/>
<td/>
<td/>
<td align="left" valign="top">Fast run time</td>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">318 chip</td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">Illumina</td>
<td align="left" valign="top">35&#x02013;150</td>
<td align="left" valign="top">1.5 Gb / 27 h</td>
<td align="left" valign="top">99.2</td>
<td align="left" valign="top" rowspan="2">Well-proven sequencing technology</td>
<td align="left" valign="top" rowspan="2">Low abundance of amplified template</td>
<td align="left" valign="top">&#x00024;</td>
</tr>
<tr>
<td align="left" valign="top">MiSeq&#x02122;</td>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td/>
<td/>
<td/>
<td/>
<td align="left" valign="top">Fully automated workflow</td>
<td/>
<td/>
</tr>
<tr>
<td/>
<td/>
<td/>
<td/>
<td align="left" valign="top">Low cost</td>
<td/>
<td/>
</tr>
<tr>
<td/>
<td/>
<td/>
<td/>
<td align="left" valign="top">Fast run time</td>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top" rowspan="2">Roche (454 Life Sciences)</td>
<td align="left" valign="top">250&#x02013;400</td>
<td align="left" valign="top">0.035 Gb / 8 h</td>
<td align="left" valign="top">99.0</td>
<td align="left" valign="top">Long read length</td>
<td align="left" valign="top">Lower throughput</td>
<td align="left" valign="top">&#x00024;</td>
</tr>
<tr>
<td/>
<td/>
<td/>
<td align="left" valign="top">Relatively fast run time</td>
<td align="left" valign="top">Homopolymer errors</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">454 GS Junior</td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="TN2"><label>&#x00023;</label><p><italic> Average read length depends on specific sample and genomic characteristics</italic>.</p></fn>
<fn id="TN1"><label>&#x02020;</label><p><italic> Specifications for all platforms are derived from company websites</italic>.</p></fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec>
<title>Benchtop deep sequencing platforms</title>
<p>The smaller benchtop deep sequencing instruments allow the possibility of small-scale biomarker discovery. Commonly used small-scale sequencing instruments are 454 GS Junior from 454 Life Sciences, MiSeq from Illumina, Ion Personal Genome Machine (PGM) from Ion Torrent (summarized in Table <xref ref-type="table" rid="T2">2</xref>). The employment of benchtop sequencers offers an alternative option for low number of samples in a cohort (Kumar and Webster, <xref ref-type="bibr" rid="B62">2011</xref>) and present additional advantages with their convenience of storage and simple procedures in sample preparation (Hutchison, <xref ref-type="bibr" rid="B54">2007</xref>; Eyre et al., <xref ref-type="bibr" rid="B32">2012</xref>; Wilson, <xref ref-type="bibr" rid="B131">2012</xref>). Loman et al. and Quail et al. sequenced bacterial genomes, using laser-printer sized benchtop platforms capable of generating usable sequences with fast turnaround time in a straightforward workflow and low running costs. In early 2010, the release of 454 GS Junior instrument substituted the larger 454 GS FLX instrument for small-scale sequencing. It employs similar template amplification and pyrosequencing-based approaches as of the 454 higher-scale sequencer (Margulies et al., <xref ref-type="bibr" rid="B71">2005</xref>). Illumina and Ion Torrent also provide for large and small-scale projects with the introduction of Illumina MiSeq and Ion PGM, smaller versions of the Illumina HiSeq and Ion Proton, respectively. These exploit the existing platform-specific sequencing chemistry suitable for smaller scale projects (Bentley et al., <xref ref-type="bibr" rid="B15">2008</xref>). All benchtop sequencers are as competitive as their respective large-scale platforms as they are able to generate millions of reads in their output (Loman et al., <xref ref-type="bibr" rid="B65">2012a</xref>; Quail et al., <xref ref-type="bibr" rid="B87">2012</xref>). Although both 454 JS Junior and Illumina MiSeq utilize years-proven sequencing strategies, the Ion PGM is a useful addition to the current deep sequencing platforms by adding scalability (i.e., different chips to allow different scale of studies to be sequenced cost-efficiently) and lower instrument cost (Defrancesco and Subbaraman, <xref ref-type="bibr" rid="B29">2011</xref>; Scholz et al., <xref ref-type="bibr" rid="B99">2011</xref>; Kodama et al., <xref ref-type="bibr" rid="B58">2012</xref>; Vogel et al., <xref ref-type="bibr" rid="B122">2012</xref>). The output of sequencing reactions ranges from 10-, 100-, to 1000-million reads due to the availability of three different chips used for sequencing (e.g., 314-, 316-, and 318-chips). The signal detection of each nucleotide in Ion Torrent system depends on a sensitive pH measurement, thus eliminating the requirement for modified chemiluminesecent reporters and expensive detector devices (Pareek et al., <xref ref-type="bibr" rid="B82">2011</xref>). In essence, benchtop deep sequencing technologies provide an affordable way to produce accurate throughput with sufficient sequencing coverage. Notably, Ion Proton can be classified as benchtop sequencer as it is currently the only instrument promised to provide shorter sequencing time than other large-scale systems and hundred folds more data output than other bench-top sequencers. Once these advantages are tested in future studies, Ion Proton could have its own niche bridging between small-scale and large-scale for routine full genome screening.</p>
</sec>
</sec>
<sec>
<title>Biomarker discovery to clinical practice</title>
<p>Typically, the data generated from benchtop deep sequencing instruments (e.g., high assembly coverage by 454 GS Junior due to long read length) are generally sufficient to obtain disease specific profiles from individual samples (Loman et al., <xref ref-type="bibr" rid="B66">2012b</xref>). Ultimately, the choice of platform will depend on its performance metrics (i.e., read length, accuracy and data output) to complement the type of study being undertaken. For clinical practice, platforms such as the Ion PGM and MiSeq offer the best value for money, more flexibility, accuracy, adequate throughput and coverage depths for study of miRNA.</p>
<p>To incorporate miRNA deep sequencing for clinical practice, a simple and standardized workflow for the routine biomarker and diagnostic screening needs to be defined (Barzon et al., <xref ref-type="bibr" rid="B11">2011</xref>; Natrajan and Reis, <xref ref-type="bibr" rid="B76">2011</xref>; Radford et al., <xref ref-type="bibr" rid="B88">2012</xref>; Rizzo and Buck, <xref ref-type="bibr" rid="B90">2012</xref>). A typical workflow involved in performing miRNA-sequencing from sample preparation to data analysis is outlined in Figure <xref ref-type="fig" rid="F1">1</xref>. The sequencing workflow consists of the following steps: (i) miRNA isolation; (ii) Library preparation and enrichment of templates containing size selected libraries of the appropriate fragment length; (iii) and Sequencing reaction. Isolation of low abundance miRNA present in body fluids (e.g., blood and urine) can be obtained by the use of RNA isolation columns that specifically enrich for miRNA (Mitchell et al., <xref ref-type="bibr" rid="B74">2008</xref>; Arroyo et al., <xref ref-type="bibr" rid="B5">2011</xref>). Preparation of isolated miRNA for sequencing includes the assessment of quality (i.e., RNA integrity number; RIN), profiling and quantification of small RNA species, in particular miRNA (Ozsolak and Milos, <xref ref-type="bibr" rid="B79">2010</xref>). Preparation of sample library often requires barcoding, which involves ligation of different adaptors of identifiable sequences to either end of each sample. This method is to increase capacity as it allows multiplexing of samples in the same sequencing reaction (Chen et al., <xref ref-type="bibr" rid="B23">2012</xref>). Template preparation for sequencing and the sequencing reaction is platform specific as seen in Table <xref ref-type="table" rid="T2">2</xref>.</p>
<fig id="F1" position="float">
<label>Figure 1</label>
<caption><p><bold>A miRNA-sequencing workflow</bold>. The workflow consists of sample preparation, sequencing, assessment and alignment, expression profiling and final selection. Sequencing involves sample preparation of isolated miRNAs to generate a library for the sequencing reaction. Assessment and alignment requires bioinformatics tools to generate usable mapped sequences. Final selection of miRNAs related to the disease are filtered by sophisticated statistical tools.</p></caption>
<graphic xlink:href="fgene-04-00150-g0001.tif"/>
</fig>
<p>Another approach to increase throughput is by capturing and sequencing disease specific targets known as sequence enrichment. In clinical practice, the factors to consider while sequencing for an enriched population of targets may involve the size of the region of interest, capture efficiency of interest region, average read depth coverage of the targeted region, distribution of coverage and its sensitivity and specificity (Mamanova et al., <xref ref-type="bibr" rid="B70">2010</xref>). The quality control involved would require a set of positive and negative control references to establish a standard depth and quality percentage of targeted regions for determining the accuracy of enrichment (Harismendy et al., <xref ref-type="bibr" rid="B46">2009</xref>; Teer et al., <xref ref-type="bibr" rid="B114">2010</xref>). Furthermore, reference controls eliminate any experimental problems which may arise from sequence variations that affect hybridization to biotinylated probes during enrichment, causing low capture efficiency (Schwartz et al., <xref ref-type="bibr" rid="B102">2011</xref>). Hence, quality control measures should be routinely assessed before proceeding to analyse samples for a diagnosis to eliminate false positives which may be caused by poor miRNA quality or technical artefacts (Fehniger et al., <xref ref-type="bibr" rid="B34">2010</xref>; Lee et al., <xref ref-type="bibr" rid="B63">2010</xref>). Furthermore, instruments that provide a fast turn-around time will be suitable in diagnostic laboratories in order to produce diagnostic reports in a timely manner (Tucker et al., <xref ref-type="bibr" rid="B117">2009</xref>). In clinical practice, a high throughput strategy may involve using deep sequencing platforms to screen for AD biomarkers by indexing a large number of patient samples and pooling samples into one sequencing run. Indexing patient samples and batch testing in a diagnostic laboratory would be a cost-effective and practical approach to handle large population screening.</p>
<p>All deep sequencing instruments produce a massive quantity of raw data that requires extensive computational tools to process the information (Zhang et al., <xref ref-type="bibr" rid="B133">2011</xref>). Open-source tools and in-house (Perl) scripts are available for handling large quantities of sequencing data by providing an integrated and streamlined analysis workflow (Nix et al., <xref ref-type="bibr" rid="B77">2010</xref>). A fundamental workflow for post-analytic miRNA data analysis (Figure <xref ref-type="fig" rid="F1">1</xref>) consists of four fundamental steps: (i) Sequence assessment; (ii) Sequence alignment; (iii) Profiling of miRNA associated with neurodegenerative disease; (iv) and Final selection. This workflow requires databases and tools such as FastQC (quality control check), miRbase/miRandola (miRNA database), bowtie (short read aligner) and EdgeR/DESeq (normalization) (Horner et al., <xref ref-type="bibr" rid="B51">2010</xref>; Kozomara and Griffiths-Jones, <xref ref-type="bibr" rid="B61">2011</xref>; Russo et al., <xref ref-type="bibr" rid="B95">2012</xref>). In order to make data analysis more accessible to the diagnostic end-user, there are a number of commercially available software packages that aim to make analysis uncomplicated by providing user-friendly graphical interfaces (Richter and Sexton, <xref ref-type="bibr" rid="B89">2009</xref>). This includes Partek Genomics Suite, CLC Genomics Workbench, Ingenuity Systems and platform-specific software (e.g., Ion Torrent Suite and Illumina GenomeStudio). These commercial software tools have less flexibility and scalability in terms of their parameters&#x00027; settings, but are suitable for small-scale studies to establish miRNA profiles and perform differential expression analysis in order to detect disease specific miRNA (Meldrum et al., <xref ref-type="bibr" rid="B72">2011</xref>).</p>
</sec>
<sec sec-type="conclusions" id="s2">
<title>Conclusions</title>
<p>Early diagnosis of AD is critical as it is hypothesized that the pathology of the disease occurs up to 20 years before cognitive decline. Many groups have searched for protein biomarkers in blood, plasma, serum and CSF have not yielded a reliable, sensitive, and specific candidate biomarker marker for AD diagnosis. Due to the sensitivity of deep sequencing, it is possible to detect genetic modifications in disease, in particular deregulated miRNA. The possibilities of profiling miRNA in CSF, urine, blood, plasma and serum have been explored with some successes in cancer and may be applicable to AD and other neurodegenerative disorders. In addition, the genetic information contained in circulating exosomes may provide a highly specific readout of disease and should be further investigated. Deep sequencing of miRNA together with high-throughput validation methods will complement diagnostic testing and represents a vital step toward developing a cost-effective, non-invasive and low risk diagnostic test to detect the onset and monitor various stages of AD. Furthermore, the development of a diagnostic test comprising of a profile of RNA biomarkers associated with AD, and has potential for other neurodegenerative diseases such as Parkinson&#x00027;s, Prion and Huntington&#x00027;s diseases.</p>
<sec>
<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></sec>
</sec>
</body>
<back>
<ack>
<p>Shayne A. Bellingham is supported by a National Health and Medical Research Council (NHMRC) Early Career Fellowship; Andrew F. Hill is supported by an Australian Research Council (ARC) Future Fellowship (ID:FT100100560).</p>
</ack>
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