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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Neurosci.</journal-id>
<journal-title>Frontiers in Neuroscience</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Neurosci.</abbrev-journal-title>
<issn pub-type="epub">1662-453X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fnins.2019.00430</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>Amyloid Beta and MicroRNAs in Alzheimer&#x2019;s Disease</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name><surname>Amakiri</surname> <given-names>Nnana</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/727054/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Kubosumi</surname> <given-names>Aaron</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/727279/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Tran</surname> <given-names>James</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/727402/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name><surname>Reddy</surname> <given-names>P. Hemachandra</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>
<xref ref-type="aff" rid="aff6"><sup>6</sup></xref>
<xref ref-type="aff" rid="aff7"><sup>7</sup></xref>
<xref ref-type="aff" rid="aff8"><sup>8</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>&#x002A;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/4571/overview"/>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>Department of Internal Medicine, Texas Tech University Health Sciences Center</institution>, <addr-line>Lubbock, TX</addr-line>, <country>United States</country></aff>
<aff id="aff2"><sup>2</sup><institution>Garrison Institute on Aging, Texas Tech University Health Sciences Center</institution>, <addr-line>Lubbock, TX</addr-line>, <country>United States</country></aff>
<aff id="aff3"><sup>3</sup><institution>Garrison Institute on Aging, South West Campus, Texas Tech University Health Sciences Center</institution>, <addr-line>Lubbock, TX</addr-line>, <country>United States</country></aff>
<aff id="aff4"><sup>4</sup><institution>Department of Cell Biology and Biochemistry, Texas Tech University Health Sciences Center</institution>, <addr-line>Lubbock, TX</addr-line>, <country>United States</country></aff>
<aff id="aff5"><sup>5</sup><institution>Department Pharmacology and Neuroscience, Texas Tech University Health Sciences Center</institution>, <addr-line>Lubbock, TX</addr-line>, <country>United States</country></aff>
<aff id="aff6"><sup>6</sup><institution>Department of Neurology, Texas Tech University Health Sciences Center</institution>, <addr-line>Lubbock, TX</addr-line>, <country>United States</country></aff>
<aff id="aff7"><sup>7</sup><institution>Department of Speech-Language and Hearing Clinics, Texas Tech University Health Sciences Center</institution>, <addr-line>Lubbock, TX</addr-line>, <country>United States</country></aff>
<aff id="aff8"><sup>8</sup><institution>Department of Public Health, Graduate School of Biomedical Sciences, Texas Tech University Health Sciences Center</institution>, <addr-line>Lubbock, TX</addr-line>, <country>United States</country></aff>
<author-notes>
<fn fn-type="edited-by"><p>Edited by: Illana Gozes, Tel Aviv University, Israel</p></fn>
<fn fn-type="edited-by"><p>Reviewed by: Anthony J. Turner, University of Leeds, United Kingdom; Zareen Amtul, Independent Researcher, London, Canada</p></fn>
<corresp id="c001">&#x002A;Correspondence: P. Hemachandra Reddy, <email>hemachandra.reddy@ttuhsc.edu</email></corresp>
<fn fn-type="other" id="fn001"><p>This article was submitted to Neurodegeneration, a section of the journal Frontiers in Neuroscience</p></fn>
</author-notes>
<pub-date pub-type="epub">
<day>03</day>
<month>05</month>
<year>2019</year>
</pub-date>
<pub-date pub-type="collection">
<year>2019</year>
</pub-date>
<volume>13</volume>
<elocation-id>430</elocation-id>
<history>
<date date-type="received">
<day>23</day>
<month>01</month>
<year>2019</year>
</date>
<date date-type="accepted">
<day>15</day>
<month>04</month>
<year>2019</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2019 Amakiri, Kubosumi, Tran and Reddy.</copyright-statement>
<copyright-year>2019</copyright-year>
<copyright-holder>Amakiri, Kubosumi, Tran and Reddy</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 or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) 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>Alzheimer&#x2019;s disease (AD) is a progressive mental illness characterized by memory loss and multiple cognitive impairments. In the last several decades, significant progress has been made in understanding basic biology, molecular mechanisms, and development of biomarkers and therapeutic drugs. Multiple cellular changes are implicated in the disease process including amyloid beta and phosphorylation of tau synaptic damage and mitochondrial dysfunction in AD. Among these, amyloid beta is considered a major player in the disease process. Recent advancements in molecular biology revealed that microRNAs (miRNAs) are considered potential biomarkers in AD with a focus on amyloid beta. In this article we discussed several aspects of AD including its prevalence, classifications, risk factors, and amyloid species and their accumulation in subcellular compartments. This article also discusses the discovery and biogenesis of miRNAs and their relevance to AD. Today&#x2019;s research continues to add to the wealth of miRNA data that has been accumulated, however, there still lacks clear-cut understanding of the physiological relevance of miRNAs to AD. MiRNAs appear to regulate translation of gene products in AD and other human diseases. However, the mechanism of how many of these miRNAs regulate both the 5&#x2032; and 3&#x2032;UTR of amyloid precursor protein (APP) processing is still being extrapolated. Hence, we still need more research on miRNAs and APP/amyloid beta formation in the progression and pathogenesis of AD.</p>
</abstract>
<kwd-group>
<kwd>microRNA</kwd>
<kwd>Alzheimer&#x2019;s disease</kwd>
<kwd>amyloid beta</kwd>
<kwd>mitochondria</kwd>
<kwd>aging</kwd>
</kwd-group>
<contract-num rid="cn001">AG042178</contract-num>
<contract-num rid="cn001">AG047812</contract-num>
<contract-num rid="cn001">NS105473</contract-num>
<contract-sponsor id="cn001">National Institutes of Health<named-content content-type="fundref-id">10.13039/100000002</named-content></contract-sponsor>
<counts>
<fig-count count="1"/>
<table-count count="2"/>
<equation-count count="0"/>
<ref-count count="74"/>
<page-count count="10"/>
<word-count count="0"/>
</counts>
</article-meta>
</front>
<body>
<sec><title>Introduction</title>
<p>Alzheimer&#x2019;s disease (AD) is a progressive multifactorial neurodegenerative form of dementia. AD was first discovered in the late 19th and early 20th centuries by pioneer Alois Alzheimer who documented many patients sharing similar symptoms with similar deteriorations seen in the patients&#x2019; brain anatomy (<xref ref-type="bibr" rid="B4">Alzheimer et al., 1991</xref>). Due to the progressive degeneracy of the brain seen in this disease, AD is characterized by memory loss, numerous cognitive impairments, and changes in personality, thought, and behavior (<xref ref-type="bibr" rid="B53">Reddy et al., 2017</xref>). Early in the disease, AD has a substantial impact on one&#x2019;s daily routine by affecting areas of the brain that control memory, executive cognition and visuospatial awareness. Personality, behavior, and language impairments tend to occur much later in the progression of AD. While AD greatly impacts patients, it also poses a significant emotional and financial burden on the patients&#x2019; family members.</p>
<p>Alzheimer&#x2019;s disease is recognized as a disease especially prevalent in the elderly. Of almost 5 million people diagnosed with AD in the United States in 2010, approximately 4.1 million were age 75 or older (<xref ref-type="bibr" rid="B19">Hebert et al., 2013</xref>). Due to advances in healthcare the average lifespan of human beings has rapidly increased from 57.3 to 64.2 years for males and 58.2 to 68.5 years for females between 1990 and 2013 (<xref ref-type="bibr" rid="B3">Abubakar et al., 2015</xref>). Because the average lifespan of human beings is increasing, AD&#x2019;s impact on our world today is increasing as well. Though an estimated 5.5 million people in the United States currently suffer from AD, this number is expected to increase to 13.8 million by 2050. Due to the growing aging population, AD has become a major public health concern, with global costs in 2018 estimated at around $1 trillion (<xref ref-type="bibr" rid="B66">World Alzheimer Report, 2018</xref>). Unfortunately, there is a lack of effective prevention methods and no cure to combat this growing health concern. Because of its growing worldwide medical and financial burden it&#x2019;s important to understand the different ways AD presents itself, the disease at the molecular level, and the modifiable and non-modifiable factors contributing to the characteristic features of AD. Currently, there are no early detectable biomarkers and drugs that can delay and/or prevent the disease process.</p>
<p>The purpose of this article is to highlight recent developments in AD including, (1) amyloid beta (A&#x03B2;) toxicity, (2) abnormal APP processing, (3) discovery of miRNAs and their biogenesis, and (4) involvement of miRNAs in aging and AD, particularly with abnormal APP processing and A&#x03B2; formation. This article also summarizes miRNAs as potential biomarkers for AD.</p>
</sec>
<sec><title>Types of Alzheimer&#x2019;s Disease</title>
<p>Two forms of AD exist: sporadic AD and familial AD. Early-onset AD, known as familial AD, is an extremely uncommon form of the disease seen in one to two percent of all AD cases. It is defined as AD occurring before the age of 65. Late-onset AD, termed sporadic AD, is the overwhelmingly more common form of the disease affecting anyone at any age but usually occurring in those above the age of 65 (<xref ref-type="bibr" rid="B12">Dementia Australia, 2014</xref>). Familial AD is due to mutations in three major genes: amyloid beta precursor protein (APP) gene, presenilin1 (PSEN1) gene, and presenilin 2 (PSEN2) gene. Mutations in these genes induce the abnormal overproduction of amyloid-&#x03B2;, leading to familial AD. In sporadic AD, the cause is not as well understood. Sporadic AD is believed to be determined by a combination of genetic factors, environmental factors, and lifestyle (<xref ref-type="bibr" rid="B47">Piaceri et al., 2013</xref>).</p>
</sec>
<sec><title>Risk Factors of AD</title>
<p>Several risk factors affect the probability of acquiring sporadic Alzheimer&#x2019;s disease. This includes both modifiable and non-modifiable risk factors. Modifiable risk factors for sporadic AD involve type 2 diabetes or obesity, environmental factors such as stress, vascular diseases, depression, stroke, hypertension, traumatic brain injury, alcohol, smoking, exercise, and other lifestyle habits. Sporadic AD non-modifiable risk factors include genetic mutations, age, sex, or genetic polymorphisms. Apolipoprotein E4 (ApoE4) genotype is believed to be a non-modifiable risk factor present in both familial and sporadic AD. Genetic polymorphisms that can serve as risk factors in sporadic AD include but are not limited to alterations in sortilin-related receptor 1, clusterin, complement component receptor 1, CD2-associated protein (CD2AP), Ephrin type-A receptor 1 protein (EPHA1), and Membrane-spanning 4-domains subfamily A (MS4A6A/MS4A4E genes) (<xref ref-type="bibr" rid="B21">Herrera-Rivero, 2013</xref>). This article investigates the role miRNAs play in AD. Specifically, it delves into the interaction between miRNAs and Amyloid-&#x03B2; (A&#x03B2;) in order to show how miRNAs might induce early-onset familial AD and late-onset sporadic AD.</p>
</sec>
<sec><title>Cellular Changes in Alzheimer&#x2019;s Disease</title>
<p>Histopathological and morphological examination of postmortem AD brains and transgenic mouse models of AD revealed that multiple cellular changes are involved with the disease process including, loss of neurons, synaptic loss/damage, mitochondrial fragmentation, increased free radical production, mitochondrial DNA damage, proliferation of astrocytes and microglia, hormonal imbalance and altered neurotransmitter levels (e.g., decreased acetylcholine), in addition to neurofibrillary tangles and senile plaques (<xref ref-type="bibr" rid="B59">Selkoe, 2001</xref>; <xref ref-type="bibr" rid="B51">Reddy et al., 2010</xref>, <xref ref-type="bibr" rid="B54">2012</xref>; <xref ref-type="bibr" rid="B74">Zhu et al., 2013</xref>; <xref ref-type="bibr" rid="B64">Swerdlow et al., 2014</xref>). These changes primarily were observed in learning and memory regions of the brain, including entorhinal cortex and spreads to the hippocampus, temporal cortex, frontoparietal cortex, and finally to subcortical nuclei (<xref ref-type="bibr" rid="B52">Reddy and McWeeney, 2006</xref>).</p>
</sec>
<sec><title>Amyloid-&#x03B2;</title>
<p>The presence of extracellular amyloid plaques composed mainly of A&#x03B2; peptides in the brain is one of the hallmark features of AD. Identified in 1984 by scientists George Glenner and Caine Wong, A&#x03B2; are peptides of &#x223C;40 amino acids long first described as a &#x201C;novel cerebrovascular amyloid protein&#x201D; (<xref ref-type="bibr" rid="B18">Glenner and Wong, 1984</xref>). A&#x03B2; is derived from a larger protein APP, one of the numerous mutated genes responsible for familial AD. In the non-AD pathway APP is predominantly cleaved by &#x03B1;-secretase, though the &#x03B2;-secretase pathway is part of normal physiology. In the disease-promoting pathway, the &#x03B2;-secretase pathway predominates. Cleavage by &#x03B1;- or &#x03B2;-secretase yields a protein fragment called secreted APP (sAPP) &#x03B1; or &#x03B2;, respectively. After &#x03B2;-secretase cleavage, sAPP&#x03B2; is then cleaved by &#x03B3;-secretase to yield A&#x03B2;. Cleavage by &#x03B3;-secretase is inconsistent resulting in differences at the C-terminal end. These differences contribute to the existence of a wide array of A&#x03B2; species. The most numerous A&#x03B2; species include A&#x03B2;40 and A&#x03B2;42, or cleavage at the 40 and 42 positions, respectively (<xref ref-type="bibr" rid="B43">Murphy and LeVine, 2010</xref>).</p>
</sec>
<sec><title>Amyloid Beta Species</title>
<p>Extensive past research has revealed that multiple A&#x03B2; species are present in the postmortem AD brains and in AD mouse models &#x2013; these are A&#x03B2;1&#x2013;36, 1&#x2013;37, 1&#x2013;38, 1&#x2013;39, 1&#x2013;40, and A&#x03B2;1&#x2013;41, A&#x03B2;1&#x2013;42, and A&#x03B2;1&#x2013;43 (<xref ref-type="bibr" rid="B24">Kakuda et al., 2017</xref>). Among these A&#x03B2;40 is the most abundant form of A&#x03B2; species (<xref ref-type="bibr" rid="B41">Mori et al., 1992</xref>). While similar in structure, A&#x03B2;40 is composed of two protofilaments whereas A&#x03B2;42 is composed of only one protofilament. Both also comprise of the same number of A&#x03B2; molecules per cross-&#x03B2; repeat. A&#x03B2;42 is a slightly longer and less abundant form of A&#x03B2; species (<xref ref-type="bibr" rid="B58">Schmidt et al., 2009</xref>). A&#x03B2;42 is hydrophobic, fibrillogenic, and the main A&#x03B2; variant that accumulates in the brain of AD patients (<xref ref-type="bibr" rid="B43">Murphy and LeVine, 2010</xref>).</p>
</sec>
<sec><title>Amyloid Beta &#x2013; Pathogenic or Simply Bioproduct of Disease Process?</title>
<p>Though the exact pathogenic role of A&#x03B2; is unknown, the pathogenicity of A&#x03B2; is amplified when A&#x03B2; monomers become A&#x03B2; oligomers. Research shows that increasing A&#x03B2; plaque does not necessarily correlate with an amplified AD pathology. A&#x03B2; plaques can be present in both cognitively impaired individuals and those with normal cognitive function. Additionally, APP genetically modified mice have physiologic and behavioral abnormalities present before the appearance of A&#x03B2; plaque. This suggests that A&#x03B2; plaque buildup alone may not be responsible for the cognitive impairment associated with AD. Rather, smaller A&#x03B2; oligomers may play a more important role in the neurotoxicity seen in AD via its toxic effects on synapses in the brain (<xref ref-type="bibr" rid="B42">Mucke and Selkoe, 2012</xref>). Furthermore, it has also been shown that one can have very little plaque buildup but still demonstrate AD pathology (<xref ref-type="bibr" rid="B13">Erten-Lyons et al., 2009</xref>). This all is possible because the presence of small A&#x03B2; oligomers, not A&#x03B2; plaques, have been found to be primarily responsible for the impending cognitive impairment. A&#x03B2; oligomers are more likely to be pathogenic than A&#x03B2; plaques because they have a greater surface area to interact with the synapses of cells in the brain (<xref ref-type="bibr" rid="B42">Mucke and Selkoe, 2012</xref>). When analyzing mice with high A&#x03B2; plaque loads but deficient in oligomeric A&#x03B2; levels, researchers demonstrated that the mice did not experience any memory impairment (<xref ref-type="bibr" rid="B29">Lesn&#x00E9; et al., 2008</xref>).</p>
<p>Evidence suggests that A&#x03B2; induces several different pathologies seen in AD. An example of said induction includes a role in stimulating tau protein tangles, the second hallmark feature of AD (<xref ref-type="bibr" rid="B45">Nussbaum et al., 2013</xref>). Another example of A&#x03B2; induced changes include the neuritic alterations and synaptic distortions seen greatest in cortical regions most proximal to A&#x03B2; plaques. The change from straight to coiled cortical dendrites is believed to decrease the efficiency of the transmission of signals along dendrites (<xref ref-type="bibr" rid="B42">Mucke and Selkoe, 2012</xref>).</p>
</sec>
<sec><title>Amyloid Beta Accumulation in Subcellular Compartments and Cellular Toxicity</title>
<p>Several lines of evidence suggest that A&#x03B2; accumulates in multiple cellular compartments. Under normal conditions, A&#x03B2; was found in the small cytoplasmic granules in both neurites and perikarya. Minor portions of A&#x03B2; are colocalized with <italic>trans</italic>-Golgi network, Golgi-derived vesicles, early and late endosomes, lysosomes, synaptic vesicles, and mitochondria (<xref ref-type="bibr" rid="B50">Reddy and Beal, 2008</xref>; <xref ref-type="bibr" rid="B71">Zheng et al., 2012</xref>). It is well documented that toxicity of A&#x03B2; is dependent on the size, aggregation state, and diffusion of A&#x03B2; in subcellular compartments and at neuronal terminals (<xref ref-type="bibr" rid="B60">Sengupta et al., 2016</xref>).</p>
</sec>
<sec><title>miRNAs and AD</title>
<p>Alzheimer&#x2019;s disease research shows that miRNAs help regulate genes, protein expressions, and phenotypic changes in human diseases. Studies have shown miRNAs can contribute to the development of a variety of pathologic conditions. This includes a role in aging, cardiovascular disease, cancers, arthritis, cataracts, osteoporosis, diabetes/obesity, hypertension, and various neurodegenerative diseases such as AD, Huntington&#x2019;s disease, Parkinson&#x2019;s disease, amyotrophic lateral sclerosis, and schizophrenia (<xref ref-type="bibr" rid="B26">Kumar and Reddy, 2016</xref>; <xref ref-type="bibr" rid="B49">Reddy, 2017</xref>).</p>
</sec>
<sec><title>Discovery of MicroRNAs</title>
<p>miRNAs are a large family of small RNAs, approximately 18&#x2013;25 nucleotides in length, that play an integral role in the regulation of gene expression. Discovered in 1993, a non-protein-coding transcript named <italic>lin-4</italic> was identified as the first miRNA in the nematode <italic>Caenorhabditis elegans</italic>. <italic>Lin-4</italic> was shown to negatively regulate <italic>lin-14</italic> protein by complementary binding to its 3&#x2032;UTR (<xref ref-type="bibr" rid="B28">Lee et al., 1993</xref>). In this species, the downregulation of <italic>lin-14</italic> by <italic>lin-4</italic> helps progress the embryo from the first to the second larval stage of development. Today thousands of miRNAs have been identified that anneal at the 3&#x2032; UTR of many human genes. Most recently, miRNAs have been shown to also have activity at the 5&#x2032; UTR of genes (<xref ref-type="bibr" rid="B35">Long et al., 2019</xref>). There are two classes of miRNAs: miRNAs associated with exons or the coding part of genes and those originating from introns, the non-coding part of genes. One-third of these miRNAs are found in the coding part of genes, and the remaining are in the non-coding regions (<xref ref-type="bibr" rid="B1">Abe and Bonini, 2013</xref>; <xref ref-type="bibr" rid="B49">Reddy, 2017</xref>).</p>
</sec>
<sec><title>Biogenesis of MicroRNAs</title>
<p>Generation of miRNAs starts with the initial transcription by RNA polymerase II into a long primary transcript (pri-miRNA). In the nucleus, these pri-miRNAs are cleaved by two proteins Drosha and DiGeorge Syndrome Critical region 8 (DGCR8) proteins which dimerize together to form a functional microprocessor complex. These dimerized proteins cleave pri-miRNAs into precursor miRNAs (pre-miRNA) which are transported to the cytoplasm to be digested by proteins Dicer and TAR RNA binding protein (TRBP) to release a double-stranded miRNA duplex. A helicase unwinds the duplex assembly to form mature miRNA strands. One of these strands is usually degenerated while the other associates with the Ago2 protein to form miRNA-induced Silencing Complex (miRISC). Rarely, both can serve as mature functional miRNA. Functional miRNAs modulate gene activity by inhibiting miRNA cleavage or suppressing translation in the same way <italic>lin-4</italic> was previously described as suppressing <italic>lin-14</italic> translation in <italic>C. Elegans</italic> (<xref ref-type="bibr" rid="B1">Abe and Bonini, 2013</xref>).</p>
<p>Most reported miRNAs are found in the human brain. Many of these miRNAs are responsible for synaptic functions, neurotransmitter release, synapse formation and neurite outgrowth. In diseased states such as AD, expression levels of several miRNAs are either downregulated or upregulated (<xref ref-type="bibr" rid="B1">Abe and Bonini, 2013</xref>; see <xref ref-type="fig" rid="F1">Figure 1</xref>).</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption><p>Major microRNAs in Alzheimer&#x2019;s Disease. Up arrow indicates an increased levels of the miRNAs in Alzheimer&#x2019;s disease. Down arrow indicates downregulated miRNAs in Alzheimer&#x2019;s disease.</p></caption>
<graphic xlink:href="fnins-13-00430-g001.tif"/>
</fig>
</sec>
<sec><title>Aging and MicroRNAs</title>
<p>Aging is the greatest risk factor for AD and many other neurodegenerative diseases. Within the aging process, cellular changes lead to increased disease vulnerability and mortality. Key to the aging process is cellular senescence, which miRNAs play a pivotal role in. Due to the critical role miRNAs play in cellular senescence and thus aging, they are pivotal in assessing one&#x2019;s risk for AD. Some of the roles miRNAs largely influence include telomerase shortening, chronic inflammation, oxidative stress, mitochondrial dysfunction, DNA damage response, protein misfolding, stem cell impairment, and altered nutrient sensing (<xref ref-type="bibr" rid="B50">Reddy and Beal, 2008</xref>). Research is starting to show that miRNA&#x2019;s have a wide array of functions that contribute to aging and cellular senescence (see <xref ref-type="table" rid="T1">Table 1</xref>).</p>
<table-wrap position="float" id="T1">
<label>Table 1</label>
<caption><p>Summary of miRNAs related to aging and Alzheimer&#x2019;s disease.</p></caption>
<table cellspacing="5" cellpadding="5" frame="hsides" rules="groups">
<thead>
<tr>
<th valign="top" align="left">miRNA</th>
<th valign="top" align="left">Important role</th>
<th valign="top" align="center">Specific function</th>
<th valign="top" align="center">References</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">miR-1</td>
<td valign="top" align="left">Oxidative stress</td>
<td valign="top" align="left">Decreased in response to oxidative stress</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B67">Wu et al., 2015</xref></td>
</tr>
<tr>
<td valign="top" align="left">miR-9</td>
<td valign="top" align="left">Tau regulation/amyloid-&#x03B2; regulation</td>
<td valign="top" align="left">Regulate MAPT splicing, altering 4R/3R ratio in neuronal cells. Downregulates serine palmitoyltransferase (SPT) which upregulates A&#x03B2;</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B16">Geekiyanage and Chan, 2011</xref>; <xref ref-type="bibr" rid="B62">Smith et al., 2011</xref></td>
</tr>
<tr>
<td valign="top" align="left">miR-15b</td>
<td valign="top" align="left">Oxidative stress/amyloid-&#x03B2; regulation</td>
<td valign="top" align="left">Inhibits senescence-associated mitochondrial stress; downregulates BACE1 expression and hence A&#x03B2; by binding to the 3&#x2032; UTR of BACE1. Also inhibits NF-&#x03BA;B signaling, further inhibiting A&#x03B2; accumulation</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B27">Lang et al., 2016</xref>; <xref ref-type="bibr" rid="B31">Li and Wang, 2018</xref></td>
</tr>
<tr>
<td valign="top" align="left">miR-16</td>
<td valign="top" align="left">Amyloid-&#x03B2; regulation</td>
<td valign="top" align="left">Directly targets APP by binding to its 3&#x2032; UTR, downregulating A&#x03B2;</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B46">Parsi et al., 2015</xref></td>
</tr>
<tr>
<td valign="top" align="left">miR-17</td>
<td valign="top" align="left">Amyloid-&#x03B2; regulation</td>
<td valign="top" align="left">Directly targets APP by binding to its 3&#x2032; UTR, downregulating A&#x03B2;</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B20">H&#x00E9;bert et al., 2009</xref></td>
</tr>
<tr>
<td valign="top" align="left">miR-20a</td>
<td valign="top" align="left">Oxidative stress/amyloid-&#x03B2; regulation</td>
<td valign="top" align="left">Directly targets APP by binding to its 3&#x2032; UTR, downregulating A&#x03B2;. SNP A454G can increase binding of miR-20a to APP mRNA, reducing APP&#x2019;s expression. Upregulated in response to stress</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B20">H&#x00E9;bert et al., 2009</xref>; <xref ref-type="bibr" rid="B69">Zhang et al., 2014</xref>; <xref ref-type="bibr" rid="B70">Zhao et al., 2017</xref></td>
</tr>
<tr>
<td valign="top" align="left">miR-21</td>
<td valign="top" align="left">Amyloid-&#x03B2; regulation</td>
<td valign="top" align="left">Inhibits A&#x03B2;-induced cell apoptosis by increasing PI3K, AKT, and GSK3&#x03B2; activity</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B15">Feng et al., 2018</xref></td>
</tr>
<tr>
<td valign="top" align="left">miR-26b</td>
<td valign="top" align="left">Oxidative stress</td>
<td valign="top" align="left">Upregulated during oxidative stress</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B2">Absalon et al., 2013</xref></td>
</tr>
<tr>
<td valign="top" align="left">miR-29a/b family</td>
<td valign="top" align="left">Amyloid-&#x03B2; regulation</td>
<td valign="top" align="left">Upregulation decreases BACE1 mRNA levels and hence A&#x03B2; by binding to the 3&#x2032; UTR of BACE1 and vice versa. Downregulates SPT which upregulates A&#x03B2;</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B20">H&#x00E9;bert et al., 2009</xref>; <xref ref-type="bibr" rid="B16">Geekiyanage and Chan, 2011</xref></td>
</tr>
<tr>
<td valign="top" align="left">miR-29c</td>
<td valign="top" align="left">Amyloid-&#x03B2; regulation</td>
<td valign="top" align="left">Upregulation decreases BACE1 mRNA levels and hence A&#x03B2; by binding to the 3&#x2032; UTR of BACE1 and vice versa</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B68">Yang et al., 2015</xref></td>
</tr>
<tr>
<td valign="top" align="left">miR-34a</td>
<td valign="top" align="left">Oxidative stress</td>
<td valign="top" align="left">Upregulated in liver of aging mice</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B6">Bai et al., 2011</xref>; <xref ref-type="bibr" rid="B10">Chen et al., 2011</xref></td>
</tr>
<tr>
<td valign="top" align="left">miR-50</td>
<td valign="top" align="left">Oxidative stress</td>
<td valign="top" align="left">Altered in response to oxidative stress</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B67">Wu et al., 2015</xref></td>
</tr>
<tr>
<td valign="top" align="left">miR-51</td>
<td valign="top" align="left">Oxidative stress</td>
<td valign="top" align="left">Altered in response to oxidative stress</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B67">Wu et al., 2015</xref></td>
</tr>
<tr>
<td valign="top" align="left">miR-58</td>
<td valign="top" align="left">Oxidative stress</td>
<td valign="top" align="left">Altered in response to oxidative stress</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B67">Wu et al., 2015</xref></td>
</tr>
<tr>
<td valign="top" align="left">miR-84</td>
<td valign="top" align="left">Oxidative stress</td>
<td valign="top" align="left">Altered in response to oxidative stress</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B67">Wu et al., 2015</xref></td>
</tr>
<tr>
<td valign="top" align="left">miR-93</td>
<td valign="top" align="left">Oxidative stress</td>
<td valign="top" align="left">Targets glutathione-<italic>S</italic>-transferases, which normally protects from oxidative stress. Upregulated in liver of aging mice. Downregulated in liver of aging rats</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B38">Maes et al., 2008</xref>; <xref ref-type="bibr" rid="B40">Mimura et al., 2014</xref></td>
</tr>
<tr>
<td valign="top" align="left">miR-98</td>
<td valign="top" align="left">Amyloid-&#x03B2; regulation/oxidative stress/mitochondrial dysfunction</td>
<td valign="top" align="left">Reduces the production of A&#x03B2; and increases oxidative stress and mitochondrial dysfunction via activation of the Notch signaling pathway by binding to HEY2</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B9">Chen et al., 2019</xref></td>
</tr>
<tr>
<td valign="top" align="left">miR-101a-3p</td>
<td valign="top" align="left">Amyloid-&#x03B2; regulation</td>
<td valign="top" align="left">Directly targets APP by binding to its 3&#x2032; UTR, downregulating A&#x03B2;</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B7">Barbato et al., 2014</xref>; <xref ref-type="bibr" rid="B33">Lin et al., 2018</xref></td>
</tr>
<tr>
<td valign="top" align="left">miR-106b</td>
<td valign="top" align="left">Amyloid-&#x03B2; regulation</td>
<td valign="top" align="left">Directly targets APP by binding to its 3&#x2032; UTR, downregulating A&#x03B2;</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B20">H&#x00E9;bert et al., 2009</xref></td>
</tr>
<tr>
<td valign="top" align="left">miR-107</td>
<td valign="top" align="left">Amyloid-&#x03B2; regulation</td>
<td valign="top" align="left">Upregulation decreases BACE1 mRNA levels and hence A&#x03B2; by binding to the 3&#x2032; UTR of BACE1 and vice versa</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B23">Jiao et al., 2016</xref></td>
</tr>
<tr>
<td valign="top" align="left">miR-122</td>
<td valign="top" align="left">Oxidative stress</td>
<td valign="top" align="left">Upregulated during oxidative stress</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B63">Song et al., 2015</xref></td>
</tr>
<tr>
<td valign="top" align="left">miR-124</td>
<td valign="top" align="left">Amyloid-&#x03B2; regulation</td>
<td valign="top" align="left">Upregulation decreases BACE1 mRNA levels and hence A&#x03B2; by binding to the 3&#x2032; UTR of BACE1 and vice versa</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B5">An et al., 2017</xref></td>
</tr>
<tr>
<td valign="top" align="left">miR-128</td>
<td valign="top" align="left">Oxidative stress/amyloid-&#x03B2; regulation</td>
<td valign="top" align="left">Downregulated during oxidative stress; downregulates PPAR-&#x03B3; activating NF-&#x03BA;B which releases cytokines, further increasing A&#x03B2; production</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B44">Nidadavolu et al., 2013</xref>; <xref ref-type="bibr" rid="B17">Geng et al., 2018</xref></td>
</tr>
<tr>
<td valign="top" align="left">miR-130b</td>
<td valign="top" align="left">Oxidative stress</td>
<td valign="top" align="left">Upregulated in response to oxidative stress</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B69">Zhang et al., 2014</xref></td>
</tr>
<tr>
<td valign="top" align="left">miR-132</td>
<td valign="top" align="left">Tau regulation</td>
<td valign="top" align="left">Regulates MAPT splicing, altering 4R/3R ratio in neuronal cells; downregulates PTBP2</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B62">Smith et al., 2011</xref></td>
</tr>
<tr>
<td valign="top" align="left">miR-135</td>
<td valign="top" align="left">Amyloid-&#x03B2; regulation</td>
<td valign="top" align="left">Directly targets APP by binding to its 3&#x2032; UTR, downregulating A&#x03B2;</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B34">Liu et al., 2014</xref>; <xref ref-type="bibr" rid="B26">Kumar and Reddy, 2016</xref></td>
</tr>
<tr>
<td valign="top" align="left">miR-137</td>
<td valign="top" align="left">Tau regulation/amyloid-&#x03B2; regulation</td>
<td valign="top" align="left">Regulate MAPT splicing, altering 4R/3R ratio in neuronal cells. Downregulates SPT which upregulates A&#x03B2;</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B16">Geekiyanage and Chan, 2011</xref>; <xref ref-type="bibr" rid="B62">Smith et al., 2011</xref></td>
</tr>
<tr>
<td valign="top" align="left">miR-138</td>
<td valign="top" align="left">Amyloid-&#x03B2; regulation</td>
<td valign="top" align="left">Promotes A&#x03B2; production by decreasing the expression of sirtuin 1 protein</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B37">Lu et al., 2019</xref></td>
</tr>
<tr>
<td valign="top" align="left">miR-147</td>
<td valign="top" align="left">Amyloid-&#x03B2; regulation</td>
<td valign="top" align="left">Directly targets APP. SNP T171C can significantly inhibit the binding of miR-147 resulting in increased expression of APP and subsequent generation of A&#x03B2;</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B11">Delay et al., 2011</xref></td>
</tr>
<tr>
<td valign="top" align="left">miR-153</td>
<td valign="top" align="left">Amyloid-&#x03B2; regulation</td>
<td valign="top" align="left">Directly targets APP by binding to its 3&#x2032; UTR, downregulating A&#x03B2;</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B11">Delay et al., 2011</xref>; <xref ref-type="bibr" rid="B32">Liang et al., 2012</xref>; <xref ref-type="bibr" rid="B36">Long et al., 2012</xref></td>
</tr>
<tr>
<td valign="top" align="left">miR-155</td>
<td valign="top" align="left">Amyloid-&#x03B2; regulation</td>
<td valign="top" align="left">Directly targets APP by binding to its 3&#x2032; UTR, downregulating A&#x03B2;</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B20">H&#x00E9;bert et al., 2009</xref></td>
</tr>
<tr>
<td valign="top" align="left">miR-181</td>
<td valign="top" align="left">Amyloid-&#x03B2; regulation</td>
<td valign="top" align="left">Downregulates SPT which upregulates A&#x03B2;, thus also downregulating A&#x03B2;</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B16">Geekiyanage and Chan, 2011</xref></td>
</tr>
<tr>
<td valign="top" align="left">miR-183</td>
<td valign="top" align="left">Oxidative stress</td>
<td valign="top" align="left">Upregulated in response to oxidative stress</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B30">Li et al., 2009</xref></td>
</tr>
<tr>
<td valign="top" align="left">miR-186</td>
<td valign="top" align="left">Amyloid-&#x03B2; regulation</td>
<td valign="top" align="left">Upregulation decreases BACE1 mRNA levels and hence A&#x03B2; by binding to the 3&#x2032; UTR of BACE1 and vice versa</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B25">Kim et al., 2016</xref></td>
</tr>
<tr>
<td valign="top" align="left">miR-193b</td>
<td valign="top" align="left">Oxidative stress</td>
<td valign="top" align="left">Upregulated in response to oxidative stress</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B69">Zhang et al., 2014</xref></td>
</tr>
<tr>
<td valign="top" align="left">miR-195</td>
<td valign="top" align="left">Amyloid-&#x03B2; regulation</td>
<td valign="top" align="left">Upregulation decreases BACE1 mRNA levels and hence A&#x03B2; by binding to the 3&#x2032; UTR of BACE1 and vice versa</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B73">Zhu et al., 2012</xref></td>
</tr>
<tr>
<td valign="top" align="left">miR-200b</td>
<td valign="top" align="left">Amyloid-&#x03B2; regulation</td>
<td valign="top" align="left">Directly targets APP by binding to its 3&#x2032; UTR, downregulating A&#x03B2;; reduce A&#x03B2; secretion by promoting insulin signaling</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B34">Liu et al., 2014</xref>; <xref ref-type="bibr" rid="B22">Higaki et al., 2018</xref></td>
</tr>
<tr>
<td valign="top" align="left">miR-200c</td>
<td valign="top" align="left">Oxidative stress/amyloid-&#x03B2; regulation</td>
<td valign="top" align="left">Upregulated in response to oxidative stress; Reduce A&#x03B2; secretion by promoting insulin signaling</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B39">Magenta et al., 2011</xref>; <xref ref-type="bibr" rid="B22">Higaki et al., 2018</xref></td>
</tr>
<tr>
<td valign="top" align="left">miR-206</td>
<td valign="top" align="left">Aging</td>
<td valign="top" align="left">Downregulates expression of brain-neurotrophic factor (BDNF) which protects from cell death</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B65">Tian et al., 2014</xref></td>
</tr>
<tr>
<td valign="top" align="left">miR-214</td>
<td valign="top" align="left">Oxidative stress</td>
<td valign="top" align="left">Targets glutathione-<italic>S</italic>-transferases, which normally protects from oxidative stress. Upregulated in liver of aging mice.</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B38">Maes et al., 2008</xref></td>
</tr>
<tr>
<td valign="top" align="left">miR-219</td>
<td valign="top" align="left">Tau regulation</td>
<td valign="top" align="left">Directly binds to 3&#x2032;UTR of tau mRNA, downregulating tau synthesis</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B57">Santa-Maria et al., 2015</xref></td>
</tr>
<tr>
<td valign="top" align="left">miR-296</td>
<td valign="top" align="left">Oxidative stress</td>
<td valign="top" align="left">Upregulated in response to oxidative stress</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B69">Zhang et al., 2014</xref></td>
</tr>
<tr>
<td valign="top" align="left">miR-298</td>
<td valign="top" align="left">Amyloid-&#x03B2; regulation</td>
<td valign="top" align="left">Upregulation decreases BACE1 mRNA levels and hence A&#x03B2; by binding to the 3&#x2032; UTR of BACE1 and vice versa</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B8">Boissonneault et al., 2009</xref></td>
</tr>
<tr>
<td valign="top" align="left">miR-323-3p</td>
<td valign="top" align="left">Amyloid-&#x03B2; regulation</td>
<td valign="top" align="left">Directly targets APP by binding to its 3&#x2032; UTR, downregulating A&#x03B2;</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B8">Boissonneault et al., 2009</xref>; <xref ref-type="bibr" rid="B11">Delay et al., 2011</xref>; <xref ref-type="bibr" rid="B32">Liang et al., 2012</xref></td>
</tr>
<tr>
<td valign="top" align="left">miR-328</td>
<td valign="top" align="left">Amyloid-&#x03B2; regulation</td>
<td valign="top" align="left">Upregulation decreases BACE1 mRNA levels and hence A&#x03B2; by binding to the 3&#x2032; UTR of BACE1 and vice versa</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B8">Boissonneault et al., 2009</xref></td>
</tr>
<tr>
<td valign="top" align="left">miR-329</td>
<td valign="top" align="left">Oxidative stress</td>
<td valign="top" align="left">Upregulated in response to oxidative stress</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B69">Zhang et al., 2014</xref></td>
</tr>
<tr>
<td valign="top" align="left">miR-330</td>
<td valign="top" align="left">Amyloid-&#x03B2; regulation/oxidative stress/mitochondrial dysfunction</td>
<td valign="top" align="left">Decreases expression of VAV1 via the MAPK pathway reducing A&#x03B2; production and alleviates oxidative stress and mitochondrial dysfunction</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B72">Zhou et al., 2018</xref></td>
</tr>
<tr>
<td valign="top" align="left">miR-335</td>
<td valign="top" align="left">Oxidative stress/mitochondrial dysfunction</td>
<td valign="top" align="left">Downregulates antioxidant enzymes in the mitochondria</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B6">Bai et al., 2011</xref></td>
</tr>
<tr>
<td valign="top" align="left">miR-338-5p</td>
<td valign="top" align="left">Amyloid-&#x03B2; regulation</td>
<td valign="top" align="left">Upregulation decreases BACE1 mRNA levels and hence A&#x03B2; by binding to the 3&#x2032; UTR of BACE1 and vice versa</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B48">Qian et al., 2019</xref></td>
</tr>
<tr>
<td valign="top" align="left">miR-346</td>
<td valign="top" align="left">Amyloid-&#x03B2; regulation</td>
<td valign="top" align="left">Directly targets APP by binding to its 5&#x2032; UTR, downregulating A&#x03B2;</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B35">Long et al., 2019</xref></td>
</tr>
<tr>
<td valign="top" align="left">miR-355</td>
<td valign="top" align="left">Oxidative stress</td>
<td valign="top" align="left">Altered in response to oxidative stress</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B67">Wu et al., 2015</xref></td>
</tr>
<tr>
<td valign="top" align="left">miR-431</td>
<td valign="top" align="left">Amyloid-&#x03B2; regulation</td>
<td valign="top" align="left">When present, prevents A&#x03B2;-induced synaptic loss in cortico-hippocampal cells and prevents neurite degeneration</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B55">Ross et al., 2018</xref></td>
</tr>
<tr>
<td valign="top" align="left">miR-449a</td>
<td valign="top" align="left">Oxidative stress</td>
<td valign="top" align="left">Downregulated in response to oxidative stress</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B44">Nidadavolu et al., 2013</xref></td>
</tr>
<tr>
<td valign="top" align="left">miR-455</td>
<td valign="top" align="left">Oxidative stress</td>
<td valign="top" align="left">Downregulated in response to oxidative stress</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B44">Nidadavolu et al., 2013</xref></td>
</tr>
<tr>
<td valign="top" align="left">miR-485-5p</td>
<td valign="top" align="left">Amyloid-&#x03B2; regulation</td>
<td valign="top" align="left">Upregulation decreases BACE1 mRNA levels and hence A&#x03B2; by binding to BACE1 exon 6</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B14">Faghihi et al., 2010</xref></td>
</tr>
<tr>
<td valign="top" align="left">miR-644</td>
<td valign="top" align="left">Amyloid-&#x03B2; regulation</td>
<td valign="top" align="left">Directly targets APP by binding to its 3&#x2032; UTR, downregulating A&#x03B2;</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B11">Delay et al., 2011</xref></td>
</tr>
<tr>
<td valign="top" align="left">miR-655</td>
<td valign="top" align="left">Amyloid-&#x03B2; regulation</td>
<td valign="top" align="left">Directly targets APP by binding to its 3&#x2032; UTR, downregulating A&#x03B2;</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B11">Delay et al., 2011</xref></td>
</tr>
<tr>
<td valign="top" align="left">miR-669c</td>
<td valign="top" align="left">Oxidative stress/mitochondrial dysfunction</td>
<td valign="top" align="left">Targets glutathione-<italic>S</italic>-transferases, which normally protects from oxidative stress. Upregulated in liver of aging mice</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B38">Maes et al., 2008</xref></td>
</tr>
<tr>
<td valign="top" align="left">miR-709</td>
<td valign="top" align="left">Oxidative stress/mitochondrial dysfunction</td>
<td valign="top" align="left">Targets glutathione-<italic>S</italic>-transferases, which normally protects from oxidative stress. Upregulated in liver of aging mice</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B38">Maes et al., 2008</xref></td>
</tr>
<tr>
<td valign="top" align="left">miR-796</td>
<td valign="top" align="left">Oxidative stress</td>
<td valign="top" align="left">Altered in response to oxidative stress</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B67">Wu et al., 2015</xref></td></tr>
<tr>
<td valign="top" align="left"></td></tr>
</tbody>
</table>
</table-wrap>
<p>Additional support for miRNA as a causal factor includes the observation of altered miRNA levels in those suffering or at risk for AD. The role of miRNAs in aging and AD is further summarized in <xref ref-type="bibr" rid="B53">Reddy et al. (2017)</xref>. MiRNAs are directly involved with aging and cellular senescence by disrupting protein regulation. In addition, as shown in <xref ref-type="table" rid="T1">Table 1</xref>, a large number of miRNAs are associated with aging and cellular senescence. Further research is needed to better understand the relationship between age-related miRNAs in inducing AD and other neurodegenerative diseases.</p>
</sec>
<sec><title>MicroRNAs and Abnormal APP Processing and A&#x03B2; Formation</title>
<p>Recent research has reinforced previously hypothesized mechanisms in which miRNAs induce A&#x03B2; production while highlighting more miRNAs that may work via these methods and perhaps revealing new mechanisms through which miRNAs operate. <xref ref-type="table" rid="T2">Table 2</xref> shows altered miRNAs directly related to A&#x03B2; in AD while <xref ref-type="fig" rid="F1">Figure 1</xref> illustrates the ways in which these miRNAs are altered in the AD state compared to a normal physiologic state. Though their involvement is not well defined, miRNAs are thought to be a causal factor in A&#x03B2; formation.</p>
<table-wrap position="float" id="T2">
<label>Table 2</label>
<caption><p>Summary of miRNAs regulating amyloid-&#x03B2;.</p></caption>
<table cellspacing="5" cellpadding="5" frame="hsides" rules="groups">
<thead>
<tr>
<th valign="top" align="left">miRNA</th>
<th valign="top" align="center">Specific function</th>
<th valign="top" align="center">References</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">miR-9</td>
<td valign="top" align="left">Downregulates serine palmitoyltransferase (SPT) which upregulates A&#x03B2;, thus also downregulating A&#x03B2;</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B16">Geekiyanage and Chan, 2011</xref></td>
</tr>
<tr>
<td valign="top" align="left">miR-15b</td>
<td valign="top" align="left">Inhibits senescence-associated mitochondrial stress; downregulates BACE1 expression and hence A&#x03B2; by binding to the 3&#x2032; UTR of BACE1. Also inhibits NF-&#x03BA;B signaling, further inhibiting A&#x03B2; accumulation</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B31">Li and Wang, 2018</xref></td>
</tr>
<tr>
<td valign="top" align="left">miR-16</td>
<td valign="top" align="left">Directly targets APP by binding to its 3&#x2032; UTR, downregulating A&#x03B2;</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B46">Parsi et al., 2015</xref></td>
</tr>
<tr>
<td valign="top" align="left">miR-17</td>
<td valign="top" align="left">Directly targets APP by binding to its 3&#x2032; UTR, downregulating A&#x03B2;</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B20">H&#x00E9;bert et al., 2009</xref></td>
</tr>
<tr>
<td valign="top" align="left">miR-20a</td>
<td valign="top" align="left">Directly targets APP by binding to its 3&#x2032; UTR, downregulating A&#x03B2;</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B20">H&#x00E9;bert et al., 2009</xref></td>
</tr>
<tr>
<td valign="top" align="left">miR-21</td>
<td valign="top" align="left">Inhibits A&#x03B2;-induced cell apoptosis by increasing PI3K, AKT, and GSK3&#x03B2; activity</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B15">Feng et al., 2018</xref></td>
</tr>
<tr>
<td valign="top" align="left">miR-29a/b family</td>
<td valign="top" align="left">Upregulation decreases BACE1 mRNA levels and hence A&#x03B2; by binding to the 3&#x2032; UTR of BACE1 and vice versa. Downregulates SPT which upregulates A&#x03B2;</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B20">H&#x00E9;bert et al., 2009</xref>; <xref ref-type="bibr" rid="B16">Geekiyanage and Chan, 2011</xref></td>
</tr>
<tr>
<td valign="top" align="left">miR-29c</td>
<td valign="top" align="left">Upregulation decreases BACE1 mRNA levels and hence A&#x03B2; by binding to the 3&#x2032; UTR of BACE1 and vice versa</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B68">Yang et al., 2015</xref></td>
</tr>
<tr>
<td valign="top" align="left">miR-98</td>
<td valign="top" align="left">Reduces the production of A&#x03B2; via activation of the Notch signaling pathway by binding to HEY2</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B9">Chen et al., 2019</xref></td>
</tr>
<tr>
<td valign="top" align="left">miR-101a-3p</td>
<td valign="top" align="left">Directly targets APP by binding to its 3&#x2032; UTR, downregulating A&#x03B2;</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B7">Barbato et al., 2014</xref>; <xref ref-type="bibr" rid="B33">Lin et al., 2018</xref></td>
</tr>
<tr>
<td valign="top" align="left">miR-106b</td>
<td valign="top" align="left">Directly targets APP by binding to its 3&#x2032; UTR, downregulating A&#x03B2;</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B20">H&#x00E9;bert et al., 2009</xref></td>
</tr>
<tr>
<td valign="top" align="left">miR-107</td>
<td valign="top" align="left">Upregulation decreases BACE1 mRNA levels and hence A&#x03B2; by binding to the 3&#x2032; UTR of BACE1 and vice versa</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B23">Jiao et al., 2016</xref></td>
</tr>
<tr>
<td valign="top" align="left">miR-124</td>
<td valign="top" align="left">Upregulation decreases BACE1 mRNA levels and hence A&#x03B2; by binding to the 3&#x2032; UTR of BACE1 and vice versa</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B5">An et al., 2017</xref></td>
</tr>
<tr>
<td valign="top" align="left">miR-128</td>
<td valign="top" align="left">Downregulated during oxidative stress; downregulates PPAR-&#x03B3; activating NF-&#x03BA;B which releases cytokines, further increasing A&#x03B2; production</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B17">Geng et al., 2018</xref></td>
</tr>
<tr>
<td valign="top" align="left">miR-135</td>
<td valign="top" align="left">Directly targets APP by binding to its 3&#x2032; UTR, downregulating A&#x03B2;</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B34">Liu et al., 2014</xref>; <xref ref-type="bibr" rid="B26">Kumar and Reddy, 2016</xref></td>
</tr>
<tr>
<td valign="top" align="left">miR-137</td>
<td valign="top" align="left">Downregulates SPT which upregulates A&#x03B2;, thus also downregulating A&#x03B2;</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B16">Geekiyanage and Chan, 2011</xref></td>
</tr>
<tr>
<td valign="top" align="left">miR-138</td>
<td valign="top" align="left">Promotes A&#x03B2; production by decreasing the expression of sirtulin-1 protein</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B37">Lu et al., 2019</xref></td>
</tr>
<tr>
<td valign="top" align="left">miR-147</td>
<td valign="top" align="left">Directly targets APP. SNP T171C can significantly inhibit the binding of miR-147 resulting in increased expression of APP and subsequent generation of A&#x03B2;</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B11">Delay et al., 2011</xref></td>
</tr>
<tr>
<td valign="top" align="left">miR-153</td>
<td valign="top" align="left">Directly targets APP by binding to its 3&#x2032; UTR, downregulating A&#x03B2;</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B11">Delay et al., 2011</xref>; <xref ref-type="bibr" rid="B32">Liang et al., 2012</xref>; <xref ref-type="bibr" rid="B36">Long et al., 2012</xref></td>
</tr>
<tr>
<td valign="top" align="left">miR-155</td>
<td valign="top" align="left">Directly targets APP by binding to its 3&#x2032; UTR, downregulating A&#x03B2;</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B20">H&#x00E9;bert et al., 2009</xref></td>
</tr>
<tr>
<td valign="top" align="left">miR-181</td>
<td valign="top" align="left">Downregulates SPT which upregulates A&#x03B2;, thus also downregulating A&#x03B2;</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B16">Geekiyanage and Chan, 2011</xref></td>
</tr>
<tr>
<td valign="top" align="left">miR-186</td>
<td valign="top" align="left">Upregulation decreases BACE1 mRNA levels and hence A&#x03B2; by binding to the 3&#x2032; UTR of BACE1 and vice versa</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B25">Kim et al., 2016</xref></td>
</tr>
<tr>
<td valign="top" align="left">miR-195</td>
<td valign="top" align="left">Upregulation decreases BACE1 mRNA levels and hence A&#x03B2; by binding to the 3&#x2032; UTR of BACE1 and vice versa</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B73">Zhu et al., 2012</xref></td>
</tr>
<tr>
<td valign="top" align="left">miR-200b/c</td>
<td valign="top" align="left">Directly targets APP by binding to its 3&#x2032;, downregulating A&#x03B2;; reduce A&#x03B2; secretion by promoting insulin signaling</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B34">Liu et al., 2014</xref>; <xref ref-type="bibr" rid="B22">Higaki et al., 2018</xref></td>
</tr>
<tr>
<td valign="top" align="left">miR-298</td>
<td valign="top" align="left">Upregulation decreases BACE1 mRNA levels and hence A&#x03B2; by binding to the 3&#x2032; UTR of BACE1 and vice versa</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B8">Boissonneault et al., 2009</xref></td>
</tr>
<tr>
<td valign="top" align="left">miR-323-3p</td>
<td valign="top" align="left">Directly targets APP by binding to its 3&#x2032; UTR, downregulating A&#x03B2;</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B8">Boissonneault et al., 2009</xref>; <xref ref-type="bibr" rid="B11">Delay et al., 2011</xref>; <xref ref-type="bibr" rid="B32">Liang et al., 2012</xref></td>
</tr>
<tr>
<td valign="top" align="left">miR-328</td>
<td valign="top" align="left">Upregulation decreases BACE1 mRNA levels and hence A&#x03B2; by binding to the 3&#x2032; UTR of BACE1 and vice versa</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B8">Boissonneault et al., 2009</xref></td>
</tr>
<tr>
<td valign="top" align="left">miR-330</td>
<td valign="top" align="left">Decreases expression of VAV1 via the MAPK pathway reducing A&#x03B2; production and alleviates oxidative stress and mitochondrial dysfunction</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B72">Zhou et al., 2018</xref></td>
</tr>
<tr>
<td valign="top" align="left">miR-338-5p</td>
<td valign="top" align="left">Upregulation decreases BACE1 mRNA levels and hence A&#x03B2; by binding to the 3&#x2032; UTR of BACE1 and vice versa</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B48">Qian et al., 2019</xref></td>
</tr>
<tr>
<td valign="top" align="left">miR-346</td>
<td valign="top" align="left">Directly targets APP by binding to its 5&#x2032; UTR, downregulating A&#x03B2;</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B35">Long et al., 2019</xref></td>
</tr>
<tr>
<td valign="top" align="left">miR-431</td>
<td valign="top" align="left">When present, prevents A&#x03B2;-induced synaptic loss in corticohippocampal cells and prevents neurite degeneration by silencing Kremen1</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B55">Ross et al., 2018</xref></td>
</tr>
<tr>
<td valign="top" align="left">miR-485-5p</td>
<td valign="top" align="left">Upregulation decreases BACE1 mRNA levels and hence A&#x03B2; by binding to BACE1 exon 6</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B14">Faghihi et al., 2010</xref></td>
</tr>
<tr>
<td valign="top" align="left">miR-644</td>
<td valign="top" align="left">Directly targets APP by binding to its 3&#x2032; UTR, downregulating A&#x03B2;</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B11">Delay et al., 2011</xref></td>
</tr>
<tr>
<td valign="top" align="left">miR-655</td>
<td valign="top" align="left">Directly targets APP by binding to its 3&#x2032; UTR, downregulating A&#x03B2;</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B11">Delay et al., 2011</xref></td></tr>
<tr>
<td valign="top" align="left"></td></tr>
</tbody>
</table>
</table-wrap>
<p>Many miRNAs have been documented as directly regulating APP expression levels on its 3&#x2032; UTR. Recently, Lahiri&#x2019;s group reported a novel activity of miR-346: specifically, that it targets the APP mRNA 5&#x2032;-UTR to upregulate APP translation and A&#x03B2; production (<xref ref-type="bibr" rid="B35">Long et al., 2019</xref>). This upregulation is reduced but not eliminated by the knockdown of the argonaute 2 protein. The target site for miR-346 overlaps with active sites for an iron-responsive element (IRE) and an interleukin-1 (IL-1) acute box element. IREs interact with iron response protein1 (IRP1), an iron-dependent translational repressor. In primary human brain cultures, miR-346 activity required chelation of Fe. In addition, miR-346 levels are altered in late-Braak stage AD. Thus, miR-346 plays a role in upregulation of APP and increased formation of A&#x03B2; in AD brains (<xref ref-type="bibr" rid="B35">Long et al., 2019</xref>).</p>
<p>In addition, 3&#x2032; UTR of APP gene is also largely involved with APP regulation. Recently, a number of single nucleotide polymorphisms located in the 3&#x2032;UTR of <italic>APP</italic> have been found in AD patients with family history of dementia. <xref ref-type="bibr" rid="B11">Delay et al. (2011)</xref> extensively studied the role of polymorphisms in 3&#x2032; UTR in regulating APP expression regulation and miRNA function. Their bioinformatics analysis identified 12 putative miRNA bindings sites located in or near the <italic>APP</italic> 3&#x2032;UTR variants T117C, A454G, and A833C. Among those candidates, seven miRNAs, including miR-20a, miR-17, miR-147, miR-655, miR-323-3p, miR-644, and miR-153 could regulate APP expression <italic>in vitro</italic> and under physiological conditions in cells. Using luciferase assay, they demonstrated that the T117C variant inhibited miR-147 binding, whereas the A454G variant increased miR-20a binding, consequently having opposite effects on APP expression. Further, research is still needed to understand the roles of the APP gene&#x2019;s 3&#x2032; UTR in relation to miRNAs.</p>
<p>Lu&#x2019;s lab highlighted a mechanism used by miR-138 involving the miRNA, sirtulin-1 protein, and circular RNA. They describe how miR-138 downregulates the Sirtulin-1 protein which induces A&#x03B2; production. This can then be reversed by inhibition of miR-138 via circular RNA, specifically circular HDAC9 (<xref ref-type="bibr" rid="B37">Lu et al., 2019</xref>).</p>
<p>Past research has shown &#x03B2;-site amyloid precursor protein cleaving enzyme, (BACE)-1, to be required for the cleavage of amyloid precursor protein (APP) to generate A&#x03B2;. This cleavage stimulates the nuclear transcription factor (NF-&#x03BA;B) leading to the secretion of inflammatory cytokines (<xref ref-type="bibr" rid="B31">Li and Wang, 2018</xref>). Many miRNAs, as seen in <xref ref-type="table" rid="T2">Table 2</xref>, inhibit BACE1 mRNA levels so in the AD state they are downregulated, contributing to elevated A&#x03B2; production. Geng&#x2019;s lab illuminated how some miRNAs can activate PPAR-gamma which also leads to the activation of NF-&#x03BA;B further leading to the release of cytokines and A&#x03B2; production (<xref ref-type="bibr" rid="B17">Geng et al., 2018</xref>).</p>
<p>Several miRNAs also act to increase A&#x03B2; production via the Notch signaling pathway. Specifically, miRNAs are shown to inhibit HEY2 protein levels which inactivates the Notch signaling pathway. This Notch pathway is responsible for suppressing A&#x03B2; production among many other functions in the non-AD state (<xref ref-type="bibr" rid="B9">Chen et al., 2019</xref>).</p>
<p>Another of the many mechanisms by which miRNAs are proposed to regulate amyloid-beta production is through insulin signaling (<xref ref-type="bibr" rid="B22">Higaki et al., 2018</xref>). Higaki&#x2019;s research detailed how the miR-200 family inhibit the expression of ribosomal protein S6 kinase B1 (S6K1), a downstream effector of mammalian target of rapamycin (mTOR). The protein m-TOR normally would suppress insulin release which leads to insulin resistance, typically seen in AD brains.</p>
<p>In Feng&#x2019;s lab, they highlighted another mechanism through which miRNAs can alter amyloid-&#x03B2; levels. They show how miR-21 can inhibit A&#x03B2;-induced apoptosis (<xref ref-type="bibr" rid="B15">Feng et al., 2018</xref>). Normally, A&#x03B2; would be able to increase Bax and inhibit Bcl-2 protein levels. Both actions would compromise the cell membrane of cells and lead to eventual cell death. MiR-21 is upregulated in AD to invoke its protective effect by increasing the activity of the phosphatidylinositol 3-kinase/Protein Kinase B (also known as PI3K/AKT) pathway and increase glycogen synthase kinase-3&#x03B2; (GSK-3&#x03B2;) levels. These signaling pathways diminish A&#x03B2;-induced cell death.</p>
<p>MiRNA dysregulation is present in both tau and A&#x03B2; pathologies. Though both pathologies can lead to the AD state, it&#x2019;s not clear which changes miRNA levels and what results from these changes. Interestingly, four miRNAs (miR142a-5p, miR146a-5p, miR155-5p, and miR-455-5p) have been shown to be commonly upregulated in transgenic tau and APP mice in the AD state (<xref ref-type="bibr" rid="B61">Sierksma et al., 2018</xref>). Through Sierksma&#x2019;s investigation, it is shown that these miRNAs are not responsible for inducing cognitive disturbances because when they are upregulated in healthy mice the miRNAs do not induce AD-related cognitive disturbances. Henceforth, these miRNAs may be upregulated as part of a protective mechanism in the AD brain. Previous literature has shown several of these miRNAs to be downregulated in the AD brain, further supporting this hypothesized protecting role in the AD brain (see <xref ref-type="table" rid="T1">Table 1</xref>).</p>
</sec>
<sec><title>MicroRNAs as Potential Biomarkers</title>
<p>A potential biomarker for early diagnosis of AD are miRNAs found in circulatory biofluids. Circulatory biofluids include cerebrospinal fluid (CSF), extracellular fluid (ECF), peritoneal fluid, pleural fluid, seminal fluid, bronchial secretions, breast milk, serum, plasma, and various other bodily fluids. The stability and abundance of circulatory miRNAs contribute to their ability to be a potential diagnostic biomarker for disease. The levels of miRNAs in these fluids change with changes in body physiology naturally seen in aging, changing diets, and pathologic states. It is believed that in addition to brain imaging, miRNA analysis of a blood sample might serve as a promising tool when attempting to diagnose whether a person has or is likely to contract cognitive impairment due to AD (<xref ref-type="bibr" rid="B26">Kumar and Reddy, 2016</xref>).</p>
<p>Various tests have revealed that disrupting miRNA biogenesis causes neurodegeneration. For example, a neurodegenerative disease is likely to result if one disrupts the Dicer protein which cleaves pre-miRNA into a double-stranded miRNA duplex. Studies like this show that miRNAs strongly impact long-term brain integrity (<xref ref-type="bibr" rid="B1">Abe and Bonini, 2013</xref>). Though a disruption in miRNA biogenesis is thought to be linked to the onset of many neurodegenerative diseases, outside of AD, very few studies have shown miRNAs use as a potential biomarker (<xref ref-type="bibr" rid="B49">Reddy, 2017</xref>).</p>
<p>While still much can be ascertained on the identity of miRNAs as peripheral biomarkers for Alzheimer&#x2019;s disease in general, their presence and identity might help clarify what stage of AD the patient is in. Age is the biggest risk factor for AD so recently <xref ref-type="bibr" rid="B56">Ryan et al. (2018)</xref> tracked how the expression of miRNAs changed over time. Eight miRNAs were significantly affected by age either prior to or during A&#x03B2; plaque deposition. There experiments helped reinforce the notion that biological processes that lead to AD change over time and highlights potential pre-symptomatic biomarkers that are found to be distinct from the miRNAs highlighted in <xref ref-type="table" rid="T2">Table 2</xref> which generally highlight the dysregulation of miRNA in the symptomatic AD state.</p>
</sec>
<sec><title>Conclusion and Future Directions</title>
<p>Alzheimer&#x2019;s disease is a progressive neurodegenerative disease characterized by memory loss and multiple cognitive impairments. With growing aging population, the prevalence of AD is high and is a major health concern in the society. Although tremendous progress has been made in understanding basic biology, molecular mechanisms of disease and therapeutics, we still do not have non-invasive early detectable biomarkers and drugs that can delay and/or prevent disease process. Several years of intense research revealed that multiple cellular changes are implicated in disease progression and pathogenesis, including synaptic damage, mitochondrial dysfunction, increased proliferation of astrocytes and microglia, in addition to the presence of core amyloid beta and phosphorylation of tau in AD affected regions of the brain. Amyloid beta is considered a major player in the disease process because of its relevance to both early-onset familial and late-onset sporadic AD. Recent research also revealed that microRNAs are considered as potential, non-invasive peripheral biomarkers in aging and other age-related neurodegenerative diseases such as AD. In this article, we discussed several aspects, including altered levels of miRNAs with aging, AD, particularly related to amyloid beta in disease process. In recent years, a wealth of miRNA data has been accumulated, but there is no single microRNA that regulate APP processing and amyloid beta formation and cognitive decline. It is possible that several miRNAs are involved in APP processing &#x2013; some regulate 5&#x2032; UTR and others 3&#x2032; UTR of APP gene. To understand the biology of miRNAs and how they regulate both 5&#x2032;- and 3&#x2032;-UTR of APP processing, we still need more research on miRNAs and APP/amyloid beta formation in the progression and pathogenesis of AD.</p>
</sec>
<sec><title>Author Contributions</title>
<p>PR contributed in designing the project. NA, PR, JT, and AK contributed in writing and checking and finalizing the manuscript.</p>
</sec>
<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>
</body>
<back>
<fn-group>
<fn fn-type="financial-disclosure">
<p><bold>Funding.</bold> Work presented in this manuscript was supported by NIH grants R01AG042178, R01AG047812, R01NS105473, and R41AG060836, the Garrison Family Foundation and The CH Foundation.</p>
</fn>
</fn-group>
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